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## Posts

### [Glance Readability: How Packaging Design Communicates at First Glance](https://weareneem.com/glance-readability-packaging/)

**Published:** October 8, 2026
**Author:** Oliver Bradley

**Excerpt:** Discover how Glance Readability shapes the way packaging communicates, from the physical shelf to Digital Commerce and mobile screens.

**Content:**

### Walk into a supermarket and watch how people shop.

Most people don’t read their way along a shelf. They scan it from much further away. Familiar brands are recognised subconsciously; colours and pack shapes drive fast recognition, help narrow down the choices, and certain products catch the eye because something about them looks relevant.

Only then does the closer inspection begin.

That first encounter with a product is easy to overlook because it happens so quickly. Yet packaging already started communicating before the shopper has read the product name, considered the claims or picked the pack up.

A colour may suggest a particular flavour or variant. The shape of the pack can help identify the category. The brand may be recognised from a distance. Photography can suggest what the product is, how it might be used or what kind of experience it promises. Even the position and relative size of elements on the front of a pack can influence what gets noticed first.

Packaging therefore does more than present information. It is helping the shopper make sense of what they are seeing.

This is where we think Glance Readability is a useful way to look at pack design. Glance Readability gives us a practical way to examine what packaging communicates before detailed reading begins.

We use the term to describe how effectively a package communicates its most important critical text during that initial encounter with the shopper. It is not simply about whether text can be read when somebody examines the pack at 40cm. It’s more about what they can read at a glance from 70cm, from 1 metre, from 3 metres. This can now be measured and it matters.

That distinction matters because packaging has traditionally been discussed, quite reasonably, as an attention problem.

But perhaps attention is only part of the story.

![Glance Readability on the supermarket shelf, showing Luméa skincare packaging competing for shopper attention alongside other brands. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/Browsing-the-Lumea-Skincare-Aisle.webp "Glance Readability: Packaging Design on a Busy Supermarket Shelf - We Are Neem")

## Being noticed is not the same as being understood

That distinction sits at the heart of Glance Readability: being seen is only the beginning; the important question is what the shopper can recognise from that first encounter.

The packaging industry has spent decades trying to help brands compete for attention. Bigger logos, brighter colours, unusual structures, stronger imagery and category-breaking design all have their place.

The logic is straightforward. If shoppers don’t notice a product, they can’t choose it.

But a product can be noticed without being understood.

A package might look dramatically different from everything around it and immediately attract the eye. The shopper sees it, perhaps even looks at it for longer than the products beside it, but still isn’t sure what the product actually is, what variant they are looking at or where it fits within the category.

The attention has been won. The communication hasn’t necessarily been.

A recent article in Packaging Digest makes a related argument from the perspective of neuroscience and consumer behaviour. It challenges the industry’s tendency to treat packaging primarily as a battle for attention and instead points to how people use past experience and context to form expectations about what they are seeing.

The idea is important because shoppers don’t arrive at a shelf without any prior knowledge. They already have expectations about what a category looks like, what particular colours or shapes might mean and what certain visual cues suggest about taste, quality, function or price.

That doesn’t mean packaging has to conform to those expectations.

In fact, some of the most effective packaging is distinctive precisely because it challenges category conventions. The point is that difference still has to be interpretable. A package can break an expectation without making the product unnecessarily difficult to understand.

As Packaging Digest puts it, **“predictability is not the same as sameness.”**

That is a more useful way to think about differentiation than simply asking whether a package stands out.

The question becomes: **which expectations should the packaging preserve, and which ones is it deliberately trying to change?**

![Glance Readability in packaging design as a shopper examines Luméa skincare products on a supermarket shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/Squinting-at-Botanical-Skincare.webp "Glance Readability: How Shoppers Read Packaging at First Glance - We Are Neem")

## What does a shopper need to understand?

For most products, there are some basic pieces of information that need to become clear.

Who makes the product? What is it? Which version is it? How much are you buying?

These questions are particularly relevant to Digital Commerce, where GS1 has formalised them as the 4Ws: Who, What, Which and How Much.

But the underlying problem exists on the physical shelf as well.

A shopper may recognise the brand from the colour and structure of the pack before consciously reading the logo. They may understand the category from the imagery. The variant may be communicated through colour or a short descriptor. Pack size may matter only when they compare two otherwise similar products.

The shopper isn’t necessarily going through these questions one by one.

They build understanding from several visual cues at once.

That is why the distinction between what a package contains and what a shopper takes from it is important.

A pack may contain the brand name, product description, variant, size and all the required claims. That doesn’t necessarily mean those things are being communicated effectively at first glance.

This is one area where the concept of Glance Readability becomes useful. It gives us a way to ask whether a package’s visual hierarchy reflects the information hierarchy the shopper actually needs.

In other words, Glance Readability is partly a question of whether the visual hierarchy matches the shopper’s information needs.

## Pack design has hierarchy, whether the designer intended one or not.

Look at almost any front-of-pack and there is more information competing for attention than a shopper can absorb in a single glance.

There might be the brand name, product name, flavour, benefit claims, photography, icons, certifications, nutritional information and a range of other messages.

All of those elements may have a legitimate reason for being there. The problem is that they cannot all be equally important at the same moment.

Some information has to work immediately. Other information can wait until the shopper looks more closely.

That creates a hierarchy of communication.

The difficulty is that the hierarchy the designer intended is not necessarily the hierarchy the shopper experiences.

A brand team may believe that the product name is the dominant element, while shoppers remember the image. A designer may consider the variant colour sufficiently prominent, while shoppers looking at several SKUs together may struggle to distinguish them.

The difference matters because packaging is not experienced in a presentation deck.

It is experienced in context.

And context changes the way the design works.

![Glance Readability across a skincare product range, showing consistent packaging design across cleansers, moisturisers, serums, masks and body care. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/Lumea-Botanical-Skincare-Display-2.webp "Glance Readability: Packaging Design Across a Product Range - We Are Neem")

## The shelf is part of the design

One of the simplest ways to expose this is to stop looking at an individual pack.

Take a whole product range and put it together.

The brand may have created a very consistent visual identity across the range. The typography is the same, the pack structure is similar, and the brand is immediately recognisable.

That is useful.

But now ask whether the shopper can distinguish one product from the next.

The difference might be a flavour, a formulation, a functional benefit, a pack size or a usage occasion. If that difference is communicated through a small piece of text or a subtle change in colour, it may be perfectly clear when one pack is studied in isolation but much less clear when several products are competing for attention.

This is one of the more difficult jobs packaging has to perform: **create recognition across the range while also creating enough differentiation within the range.**

Too little consistency and the products stop looking like a family.

Too much consistency and the shopper may struggle to navigate between them.

There is no universal answer to where that balance should sit. It depends on the category, the brand, the product architecture and what shoppers already understand.

But it is something worth testing rather than assuming.

This makes Glance Readability a range-level consideration, not simply an assessment of one pack in isolation.

## Familiarity can help. So can difference.

This is where the argument becomes more interesting than simply saying that packaging should be simpler or more conventional.

Shoppers use familiar cues because they help them make sense of what they are seeing. If a product uses signals associated with a particular category, shoppers have a starting point for interpreting it.

But brands also need to differentiate.

A new product that looks exactly like every competitor may be easy to categorise but difficult to remember. A product that looks completely unlike anything else may be memorable but harder to place.

The useful territory lies somewhere between those extremes.

Packaging can retain enough familiar cues to establish the product’s category and proposition while using distinctive elements to create a reason to notice it.

This is consistent with the argument in Packaging Digest: novelty does not automatically make packaging more effective, and conformity is not automatically the answer either. What matters is whether the design gives the shopper enough information to build the intended interpretation.

That is an important distinction for brands considering a packaging refresh.

A redesign should not necessarily ask, **“How can we make this look different?”**

It might be more useful to ask:

> **“Which parts of what shoppers already recognise are valuable, and which parts are preventing the product from being distinctive?”**

### Contrast is part of recognition

Contrast is often discussed as an accessibility issue, and it should be.

But it also has a more basic role in visual communication: helping people distinguish one element from another.

A product name that sits against a busy photograph may technically be readable when someone looks directly at it, but it may not be the first thing they notice. A variant colour that looks sufficiently different in a design file may become much less obvious when several related products are placed next to one another.

This is where visual clarity becomes more than a question of typography.

It involves the relationship between foreground and background, the scale of important elements, competing visual information and the amount of information being presented in a limited space.

Contrast is therefore one component of Glance Readability, rather than a definition of it.

There is useful evidence for this in the work of the University of Cambridge’s Engineering Design Centre.

Cambridge developed the SEE-IT method to assess the visual clarity of text and graphics intended to be viewed at handheld scale. The university has also worked with GS1 on visual clarity for e-commerce imagery.

GS1’s current Mobile Ready Hero Image guidance recommends Cambridge’s See-It test and notes that no single internationally recognised standard visual clarity test exists. It identifies several characteristics that matter when assessing such tests, including mobile-device viewing, visual science principles, calibration and contrast.

That caveat is important.

We shouldn’t pretend there is one universal scientific score for visual clarity.

There isn’t.

What does exist are established methods for examining whether visual information remains discernible under particular viewing conditions.

And that becomes particularly relevant when packaging leaves the physical shelf.

![Glance Readability when a physical skincare pack becomes a small Digital Shelf image on a mobile shopping app. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-56.webp "Glance Readability: When the Pack Becomes a Digital Shelf Thumbnail - We Are Neem")

## The Digital Shelf changes the conditions

#### A package can work well in a supermarket and become surprisingly difficult to understand when it appears as a small image on a retailer mobile app.

Glance Readability becomes particularly demanding when the physical pack is translated into a small Digital Shelf image.

The physical product hasn’t changed. The viewing conditions have.

In a store, the shopper can move closer to the product, pick it up, turn it around and examine it. Online, they may encounter the same product as a small image among many others, often on a mobile screen.

At that scale, some information disappears much faster than other information.

Shape and colour may remain recognisable. The logo might still be identifiable. But smaller text and subtle distinctions can become difficult to perceive.

GS1’s guidance is very explicit about this. It states that the digital representation should remain recognisable as the physical product and that the 4Ws should be perceived “quickly and with certainty” when viewed on a mobile device.

It also recognises that a conventional pack shot designed for a larger display may not communicate effectively when reduced to the size at which a shopper actually sees it on a mobile device. The guidance therefore allows for techniques such as decluttering and, where appropriate, medium zoom to make the important information clearer.

This gives us an important way to think about the relationship between physical packaging and Digital Commerce.

**The Digital Shelf can act as a stress test for packaging communication.**

It doesn’t necessarily create the weakness.

It can expose it.

## What survives when a package becomes a thumbnail?

#### This is perhaps the most useful question packaging teams can ask when thinking about Digital Commerce.

Take the physical pack and reduce it dramatically.

What remains?

> **Can you still identify the brand?
> Can you still tell what the product is?
> Can you distinguish the variant?
> Can you understand the format or size?**

If the answer is yes, the package has some strong visual signals that are surviving the reduction.

If the answer is no, that doesn’t automatically mean the packaging is badly designed. A package may have been designed for a very different physical experience, and some information may quite reasonably depend on being viewed at a larger scale.

But it does tell us something about the hierarchy of the design.

This is why GS1 recommends testing MRHIs at the size and conditions in which they will actually be experienced. Its guidance specifically warns against simply looking at a reduced image on a large desktop screen and treating that as equivalent to viewing the image on a handheld device.

Testing Glance Readability at mobile scale can reveal which elements of the packaging hierarchy survive – and which disappear.

The distinction is important because **scale is part of the communication environment.**

A package doesn’t communicate in the abstract.

It communicates at a particular size, distance and context.

## The physical pack has acquired a digital life

For packaging teams, this creates a new consideration.

The physical pack is no longer encountered only in the physical environment.

It can appear in retailer search results, mobile shopping interfaces, social commerce and other digital product-discovery environments. Increasingly, product information is also being surfaced through AI-assisted shopping experiences.

The pack itself may not change, but the amount of visual space available to it can change dramatically.

That means some packaging decisions have consequences beyond the supermarket shelf.

A subtle distinction that works at physical scale may disappear online. A word that is important to product recognition may become too small to perceive. A background that gives the pack character may become distracting when the product is reduced to a thumbnail.

This doesn’t mean packaging should be redesigned solely for Digital Commerce.

It means the Digital Shelf is now one of the environments in which packaging needs to work.

And the earlier that is considered, the more options a brand has.

![Glance Readability test showing a Luméa face moisturiser thumbnail failing RHINO visual clarity and contrast checks. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-57.webp "Glance Readability: RHINO Test for Digital Shelf Product Imagery - We Are Neem")

## This is where Mobile Ready Hero Images become interesting

An MRHI is sometimes treated as a Digital Commerce asset that sits downstream from packaging.

This is where Glance Readability and Mobile-Ready Hero Images naturally intersect.

In reality, the two are closely connected.

GS1’s guidance specifically says that the digital pack should be recognisable as the physical product and that the visual elements used in the digital representation should remain consistent with those of the physical packaging.

That creates a useful principle:

**The Digital Shelf should not ask the product to become a different product. It should help the important signals of the physical product survive in a different environment.**

The objective is not to redesign the product for the Digital Shelf, but to preserve the signals that make the product recognisable at a glance.

That is why GS1 recommends decluttering when necessary. Not every piece of information printed on a physical pack needs to remain equally prominent in a small digital representation. The objective is to preserve the information that matters for recognition and choice.

The guidance even identifies situations where some information may need to be removed because keeping everything within the limited MRHI canvas would reduce visual clarity.

That is an important point for packaging and Digital Commerce teams to discuss together.

Sometimes the problem isn’t the image production process.

Sometimes the problem starts with the visual hierarchy of the pack.

## What should we actually measure?

This is where we need to be careful about terminology.

> **Glance Readability is not an internationally recognised packaging standard or a single validated scientific metric.**

We use it as a practical way of bringing several related questions together.

Those questions include whether the brand and product can be recognised, whether variants can be distinguished, whether important visual information has sufficient contrast, whether the hierarchy remains clear at smaller sizes and whether the product continues to make sense when viewed alongside competing products.

Different methods can then be used to investigate those questions.

A shopper test can tell us what people actually notice and remember.

A visual clarity test can help determine whether important graphical information remains discernible at a particular size and viewing condition.

Contrast analysis can help identify where foreground and background elements may be difficult to distinguish.

And contextual testing can show what happens when the product is placed alongside other products rather than assessed in isolation.

These approaches answer different questions. None should be presented as a magic number that determines whether a package is “good”.

The result is not a single **“Glance Readability score”,** but evidence that can inform packaging and Digital Commerce decisions.

The value is in combining the evidence.

## Cambridge University’s work gives us an important precedent

The work from Cambridge is particularly relevant because its visual clarity research did not remain purely theoretical.

The Engineering Design Centre contributed visual clarity guidance to the development of GS1’s Mobile Ready Hero Image recommendations. The work was intended to help brands and retailers determine whether important information remained clear when product imagery was viewed on mobile screens.

Cambridge also describes Clari-Fi as a tool for evaluating the visual clarity, or perceptibility, of icons, images and text intended to be viewed on mobile devices. The tool uses blurring to simulate the challenges of viewing such graphical information at mobile scale.

There is an important lesson here for packaging.

The question of whether an element is “clear enough” cannot always be answered by looking at a large design file on a large monitor.

The viewing conditions matter.

That is particularly relevant when the same physical packaging is going to become a digital product image.

![Glance Readability and packaging design showing how brand, product format, variant and size need to be understood at a glance. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-55.webp "Glance Readability: The 4Ws of Packaging Communication - We Are Neem")

## So where does Rhino fit?

This is where we see an opportunity to bring the physical and digital conversations together.

Rhino can be used to examine the visual characteristics that influence how product imagery performs in Digital Commerce environments, including contrast and visual clarity.

For us, this is where Glance Readability becomes actionable: testing can help identify what is disappearing and why.

But the more interesting role is diagnostic.

If a product repeatedly struggles when its packaging is reduced to a small digital representation, the answer isn’t automatically to keep changing the hero image.

The first question should be:

> **What is actually disappearing?
> Is it the brand?
> The product name?
> The variant?
> The size?**

The contrast between important information and its background?

Or is the image simply carrying too much visual information for the space available?

Those answers can tell a brand whether it has an **asset problem** or a **packaging hierarchy problem.**

Sometimes the MRHI needs optimisation.

Sometimes the packaging needs reconsideration.

Sometimes both need attention.

That distinction is valuable because it moves the conversation away from treating Digital Commerce imagery as a production task and towards treating it as part of the product’s overall visual communication.

![Glance Readability comparison showing an original Luméa face moisturiser pack and a redesigned pack with clearer 4Ws: brand, product, variant and size. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-58.webp "Glance Readability: Original vs Redesigned Packaging for Clearer 4Ws - We Are Neem")

## Designing for the first glance does not mean only designing for simplicity

There is a temptation to take all of this and conclude that packaging should simply contain less information.

That would be too simplistic.

Packaging serves many purposes. It has to communicate the brand, explain the product, support the shopper’s decision, carry regulatory information and, in many categories, communicate qualities that are difficult to express in words alone.

Some brands deliberately use rich and complex visual systems.

Others rely on restraint.

There isn’t one correct aesthetic for in-store pack design.

Glance readability, when applied to in-store packaging, is not an argument for minimalism. For Mobile-ready hero images, minimalism works because the 20mm constraint is so severe.

It is an argument for understanding **which information needs to work immediately and which information can wait.**

A visually complex in-store pack design can still have a strong hierarchy.

A highly distinctive package can still be easy to recognise.

A pack can contain a great deal of information without forcing the shopper to process all of it at once.

The design challenge is deciding what should survive that first encounter.

## The first glance is becoming more important, not less

Packaging will continue to compete for attention. That isn’t going away.

But the environments in which that attention has to turn into recognition are changing.

A shopper might first see a product on a physical shelf and later search for it online. They may recognise it from the pack before they type the product name into a retailer search bar. They may then encounter the product as a small image among dozens of alternatives.

The same visual identity has to travel between those environments.

That is why we think the conversation around Glance Readability belongs at the intersection of packaging and Digital Commerce.

The physical shelf asks whether the shopper can recognise and navigate the product among its competitors.

The Digital Shelf adds another constraint: the product may now have to communicate within a much smaller visual space, often without the shopper being able to physically interact with it.

The question is no longer simply whether the packaging is attractive or distinctive.

It is whether the important signals survive the journey.

## A better set of questions for packaging teams

Rather than asking only whether a new package stands out, it may be worth asking a few additional questions during the design process.

What is the shopper likely to recognise first?

Is that what we want them to recognise first?

- ***Can the brand be identified without having to search for the logo?***
- ***Can the product category be understood from the visual cues?***
- ***Can the shopper distinguish the important variants when the products are placed together?***
- ***Which information is doing the real work of recognition, and which information is supporting the decision later?***
- ***What happens to that hierarchy when the pack is viewed from further away?***
- ***What survives when the pack is reduced to a small Digital Commerce image?***
- ***Does the contrast between important elements remain sufficient in that environment?***

And perhaps the most useful question of all:

> **If the shopper only gives the pack a brief glance, what do we want them to take away from it?**

That is the question at the heart of Glance Readability.

Not because every packaging decision can be reduced to a test, and not because attention no longer matters. It does.

But attention is only useful if the shopper can do something with it.

A package has a very short window in which to establish what it is, who it belongs to and why it might be relevant. The better that visual communication works, the more likely the shopper is to move from noticing the product to considering it.

And when that same package moves from the physical shelf to a mobile screen, the challenge becomes even more demanding.

The Digital Shelf doesn’t give packaging a new job.

It makes the existing one harder to ignore.

**The question is not simply whether your packaging gets seen. It is what your shopper can understand before they start reading.**

That is where Glance Readability begins.

## Frequently Asked Questions

### Qs. 1 \| What is glance readability?

**Glance Readability is a practical way of assessing how effectively packaging communicates its most important visual information before a shopper begins detailed reading.** It considers factors such as recognition, hierarchy, contrast, scale, differentiation and viewing context across physical and digital environments.

Glance Readability is not an internationally recognised packaging standard or a single validated scientific metric. It is a way of bringing these related questions about packaging communication and visual clarity together. This distinction is already established in the article.

**Qs. 2 \| Why is glance readability important for packaging?**

Packaging has to communicate before shoppers have time to read everything on the pack. Brand, product category, variant and other important visual cues need to work together quickly.

### Glance Readability helps brands consider whether the visual hierarchy of a pack reflects what shoppers actually need to recognise first.

### Qs. 3 \| How is Glance Readability different from legibility?

Legibility asks whether something can be read. Glance Readability asks what the shopper can recognise and understand from the initial visual encounter.

A pack can contain text that is technically legible when viewed closely but still have poor Glance Readability if the important information does not stand out or the hierarchy is unclear.

### Qs. 4 \| Is Glance Readability only about contrast?

No. **Contrast is one component of Glance Readability, not a definition of it.**

Visual hierarchy, scale, typography, background complexity, colour differentiation, composition and the context in which the pack is viewed can all affect how effectively packaging communicates. The article makes this distinction explicitly in its discussion of visual clarity and contrast.

### Qs. 5 \| How does Glance Readability apply to the Digital Shelf?

The Digital Shelf changes the conditions in which packaging is viewed. A physical pack that works well in-store may become difficult to understand when reduced to a small product image on a mobile screen.

### Glance Readability helps identify which visual signals survive that reduction and which disappear. The article connects this directly to mobile viewing and Digital Shelf conditions. Pasted markdown

### Qs. 6 \| What is the connection between Glance Readability and Mobile-ready Hero Images?

Mobile-ready Hero Images translate the physical product into a digital environment. The objective is not necessarily to redesign the product, but to preserve the important signals that make the physical product recognisable.

### This is where Glance Readability and MRHI naturally intersect: the digital representation needs to remain recognisable while working within the constraints of mobile viewing.

### Qs. 7 \| How can Glance-readability be tested?

There is no single test that provides a universal Glance Readability score.

### Different methods can answer different questions, including shopper testing, visual clarity testing, contrast analysis and contextual testing. The most useful approach is to combine evidence rather than rely on one number.

### Qs. 8 \| What role does RHINO play in Glance Readability?

RHINO can be used to examine visual characteristics such as contrast and visual clarity in Digital Commerce product imagery. Its diagnostic value is in helping identify **what is disappearing and why** when packaging is reduced to a digital representation.

This can help distinguish between an **asset problem** and a **packaging hierarchy problem.**

**Qs. 9 \| Does good Glance Readability mean packaging should be simpler?**

No. **Glance Readability is not an argument for minimalism.**

A visually complex pack can still have a strong hierarchy and communicate effectively. The important question is which information needs to work immediately and which information can wait until the shopper looks more closely.

**Qs. 10 \| What should brands ask when assessing Glance Readability?**

A useful starting point is:

**What does the shopper understand before they start reading?**

Brands can then consider whether the shopper can recognise the brand, product category and important variants, and whether those signals remain effective when the pack is viewed from further away or reduced to a small Digital Commerce image. Pasted markdown

![Glance Readability across physical retail, Digital Commerce, AI and social commerce, showing one product remaining recognisable across different environments. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-59.webp "Glance Readability: Keeping Product Packaging Recognisable Across Every Commerce Environment - We Are Neem")

## Is your packaging working before the shopper starts reading?

From the physical shelf to the Digital Shelf, the first few seconds matter. The challenge is knowing which visual signals are being recognised, which are being lost, and what happens when your pack is reduced to a mobile-sized image.

**Explore Glance Readability with RHINO and discover what your packaging communicates at first glance.**

**→ Talk to Neem about testing your product imagery**

**→ Explore RHINO**

**→ See how Glance Readability applies across the Digital Shelf**

**Categories:** Creative, dCOM, Rhino, Social Media

**Tags:** dCom, glance readability, Rhino

---

### [How to Build a Scalable Content Operating Model for Global Digital Commerce](https://weareneem.com/content-as-a-service-scalable-content-operating-model/)

**Published:** September 24, 2026
**Author:** Oliver MacPherson

**Excerpt:** Learn how Content as a Service (CaaS) creates a scalable operating model for global digital commerce, combining governance, content operations, Agile and Scrum, supplier management, automation and measurement to support sales growth.

**Content:**

Digital commerce content rarely becomes complicated because creating one product asset is difficult.

The real complexity appears when that same process has to operate across hundreds or thousands of SKUs, multiple brands, markets, retailers, agencies and internal stakeholders while maintaining the quality, consistency, speed and agility needed to **support the primary commercial objective: increasing sales.**

A single SKU may appear straightforward: a brand provides a brief, an agency develops the asset, the brand reviews it, iterations take place and final approval is given. But multiply that workflow across multiple SKUs, agencies and brands and the operating challenge changes completely.

The focus therefore cannot simply be on producing more content or delivering it faster. **The ultimate KPI is sales.** Every element of the digital commerce content operation from governance and supplier management to content quality, re-use, automation, Agile delivery and performance measurement should contribute to creating more effective digital commerce experiences that can help drive sales.

This is why organisations operating at global scale need more than a content production process. They need a **scalable content operating model** that connects content operations to commercial performance.

A well-designed content operating model brings together the governance, processes, people, suppliers and technology required to create, manage, approve, adapt, deploy, measure and continuously improve digital commerce content. It also enables teams to work through structured **Agile and Scrum sprints**, with content scope agreed and locked for each sprint. This creates greater delivery control while allowing the organisation to respond to changing market and commercial requirements between sprints.

The objective is not simply **cost reduction, higher quality or faster delivery in isolation**. These are important operational levers, but their value lies in what they enable: better content, better digital commerce execution and, ultimately, **greater potential to improve sales performance.**

In this article, we explore how to build a scalable content operating model for global digital commerce, including governance, supplier management, Agile delivery, automation, AI, performance measurement and continuous improvement. We also examine lessons from the Unilever Content as a Service (CaaS) programme, where Neem provided client-side programme leadership across a complex global digital commerce ecosystem.

The question is no longer simply:

> **How do we produce the content?**

It becomes:

> **How do we create, manage, approve, adapt, deploy, measure and continuously improve digital commerce content at scale in a way that ultimately supports sales growth?**

This is where **Content as a Service (CaaS)** can provide a structured approach. Rather than treating content production as a collection of individual projects, CaaS establishes a governed operating model covering content operations, supplier management, quality, performance measurement, automation and continuous improvement.

The approach can also incorporate Agile and Scrum delivery, with content scope agreed and locked within each sprint. This provides a controlled way to prioritise work, maintain delivery focus and respond to changing requirements between sprints without allowing continuous scope change to undermine delivery.

Our **Content as a Service (CaaS):** **The Complete Guide to Scaling Global Digital Commerce** provides the broader view of this operating model. This article looks more specifically at **how to build the operating model in practice, why Agile delivery matters and what organisations can learn from the Unilever CaaS programme.**

### What is a content operating model?

A content operating model defines **how an organisation plans, creates, manages, adapts, approves, deploys and improves digital commerce content across its ecosystem.**

It brings together the people, processes, governance, suppliers, technology and measurement required to deliver content consistently.

For a global organisation, that ecosystem may include:

> - **Business and brand teams**
> 
> - **Multiple markets and Business Groups**
> 
> - **Retailers and digital commerce channels**
> 
> - **Creative and production agencies**
> 
> - **Technology teams**
> 
> - **Content operations teams**
> 
> - **External delivery suppliers**
> 
> - **Search and optimisation specialists**
> 
> - **Quality assurance teams**
> 
> - **Automation and AI capabilities**

Without a common operating model, each part of the ecosystem can develop its own way of working.

That can create duplicated activity, inconsistent quality, unclear accountability, slower approvals and limited visibility into overall programme performance.

A scalable content operating model creates a common framework for coordinating these moving parts.

The approved CaaS pillar describes this distinction clearly: Content as a Service is not a single process or technology. It is a structured operating model in which governance, delivery and continuous improvement reinforce one another.

## Why does digital commerce content become complex at scale?

The first SKU is rarely the problem.

The problem is what happens when the process needs to support the second, hundredth or thousandth SKU particularly when different brands, markets and agencies become involved.

Consider a traditional workflow.

### Brand → Agency → Review → Iteration → Review → Approval

For one SKU, this may appear manageable.

But introduce multiple SKUs, multiple agencies and multiple brands, and the number of interactions increases rapidly.

The SME material illustrating this transition captures the problem: what can appear “simple, straightforward and quick” in a single-SKU, non-CaaS delivery model becomes considerably more complicated when multiple SKUs, agencies and brands enter the process.

The issue is not simply volume.

It is **coordination.**

![Content as a Service operating model showing global digital commerce content operations, multiple markets, brands, agencies, retailers and content workflows. We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/ChatGPT-Image-Sep-24-2026-at-07_06_02-PM.webp "Content as a Service for Scalable Digital Commerce - We Are Neem")

### Multiple stakeholders create multiple dependencies

A global digital commerce programme may involve people who own the brand, people who own the market, people who manage the retailer relationship, agencies producing assets and suppliers managing delivery.

Each stakeholder may have legitimate requirements.

Without clear governance, however, those requirements can become additional dependencies within the delivery process.

The result can be:

- More approval stages
- More revisions
- More hand-offs
- More opportunities for inconsistent interpretation
- Greater supplier coordination effort
- Less visibility into where work is blocked

A content operating model addresses this by defining ownership, responsibilities, processes and decision-making structures.

### Fragmented production creates duplicated effort

When different markets or suppliers solve similar content requirements independently, organisations can end up paying repeatedly for work that could have been standardised, adapted or re-used.

This is one reason content re-use is an important component of a scalable CaaS model.

High-quality content can be re-used where appropriate, reducing duplicated effort while improving operational efficiency and supporting faster delivery. The approved CaaS framework identifies content creation, adaptation, re-use, deployment and quality management as interconnected parts of content operations.

### Limited visibility makes improvement harder

If programme performance is distributed across multiple suppliers and markets, leadership can struggle to answer basic questions:

- How much content is being produced?
- How quickly is it being delivered?
- Where are the bottlenecks?
- Which suppliers are performing against expectations?
- Where is rework occurring?
- What is driving cost?
- Is quality consistent?
- Which processes should be improved?

Without this visibility, continuous improvement becomes difficult.

A scalable operating model therefore needs measurement as well as delivery.

## The shift from content production to content operations

One of the biggest changes involved in CaaS is moving away from thinking about content as a series of production tasks.

Content production is only one part of the system.

A mature content operation considers the complete lifecycle:

### Create → Adapt → Re-use → Quality Check → Deploy → Measure → Improve

This changes the management question.

Instead of asking:

> **“How many assets did we produce?”**

the organisation can ask:

> **“How effectively is our content operation producing the right content, at the right quality, at the right speed and cost?”**

That is a much more useful question for a digital commerce leader.

It also creates a clearer connection between content operations and commercial performance.

High-quality digital commerce content can support better customer experiences and discoverability. Efficient delivery allows organisations to respond more quickly to launches, campaigns and retailer requirements. Better governance provides greater control over investment and execution.

The objective is therefore not simply to **produce more content.**

It is to create an operating model that allows content to contribute more effectively to digital commerce performance and, ultimately, create stronger conditions for sales growth.

## What should a scalable CaaS operating model include?

A scalable Content as a Service model typically combines several interconnected capabilities.

![Content as a Service (CaaS) operating model showing five interconnected capabilities: programme governance, standardised content operations, supplier management, quality management, and automation and AI. We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/TL-Article-Preview-Banner-51.webp "Content as a Service (CaaS): Five Interconnected Capabilities - We Are Neem")

### 1. Programme governance

Governance provides the structure around the operation.

It establishes:

- Clear accountability
- Roles and responsibilities
- Decision-making processes
- Performance reporting
- Escalation routes
- Quality expectations
- Supplier accountability

Good governance should not create unnecessary bureaucracy.

It should make it easier to understand **who owns what, what needs to happen next and how performance is being managed.**

The Unilever CaaS programme provides a useful example. Neem provided client-side programme management and established governance across internal stakeholders, agency partners, technology teams and delivery suppliers.

### 2. Standardised content operations

Standardisation is critical when an organisation operates across multiple brands and markets.

The objective is not necessarily to make every market identical.

It is to create a common operational framework within which appropriate market, brand and retailer requirements can be accommodated.

That can cover:

- Content creation
- Content adaptation
- Content re-use
- Deployment
- Quality management
- Search optimisation
- Performance measurement

Standardisation reduces the need for every team or supplier to reinvent the process.

It can also improve consistency, make performance easier to compare and create opportunities for greater efficiency.

### 3. Supplier management

Multiple suppliers can provide valuable specialist capabilities.

The challenge is coordinating them around a common business objective.

Supplier management within a CaaS operating model therefore needs to go beyond procurement.

It should address:

- Scope
- Responsibilities
- KPIs
- Quality
- Delivery performance
- Dependencies
- Escalation
- Continuous improvement

In the Unilever programme, supplier delivery was managed across Publicis, Accenture and Oliver Agency, with programme managers coordinating delivery across Business Groups, brands and markets. This helped align supplier activity with business priorities and strengthened governance, transparency and accountability.

### 4. Quality management

Scaling content should not mean choosing between quality and volume.

Quality needs to be embedded into the operating model rather than treated as an inspection performed at the end.

This means establishing agreed standards and quality controls within the delivery process.

For digital commerce, quality can include:

- Accuracy
- Completeness
- Consistency
- Brand alignment
- Retailer requirements
- Search optimisation
- Accessibility considerations
- Appropriate use of AI-enabled capabilities

The Unilever programme demonstrated improved quality, consistency and completeness of digital commerce content across brands, retailers and regions.

### 5. Automation and AI

Automation can remove repetitive manual activity from content operations.

Examples can include:

- Reporting
- Tracking
- Workflow management
- Data handling
- Repetitive content processes
- Performance monitoring

AI-enabled content capabilities can extend these opportunities further.

But technology should sit **inside the operating model**, not replace it.

Without governance, automation can simply make an inefficient process faster.

Without quality controls, AI can increase the volume of content that needs to be checked.

Without performance measurement, organisations may not know whether automation is actually improving the operation.

The Unilever programme incorporated automation and AI-enabled content capabilities alongside content re-use, supplier management and performance measurement.

The principle is straightforward:

### Fix and govern the operating model first. Then use technology to improve it.

## Where does Agile and Scrum fit into CaaS?

Agility is increasingly important in digital commerce because content requirements do not remain static.

> **Markets launch new products.
> Retailers change requirements.
> Campaign priorities shift.
> New channels emerge.
> Customer behaviour changes.
> Accessibility expectations evolve.
> AI capabilities develop.**

A content operating model therefore needs both **control and responsiveness.**

This is where Agile and Scrum methodology can play a role.

An Agile approach breaks delivery into defined **sprints**, allowing teams to organise work into manageable delivery cycles.

For a CaaS programme, content scope can be agreed and **locked for each sprint.**

That distinction is important.

Agile does not mean that every stakeholder can continuously add new requests to an active sprint.

Instead, the operating model creates a controlled rhythm:

### Prioritise → Define Scope → Lock Sprint → Deliver → Review → Learn → Reprioritise

This provides several benefits.

### Clearer priorities

A sprint creates a defined delivery commitment.

Teams know what they are responsible for delivering, while stakeholders have greater visibility into what is and is not included.

### Reduced scope creep

Locking content scope for the sprint protects delivery teams from continuous changes during execution.

New requirements can be assessed and prioritised for a subsequent sprint rather than constantly disrupting the current one.

### Faster feedback

Sprint reviews create structured opportunities to examine what has been delivered and identify improvements.

### Greater responsiveness

The organisation does not need to redesign the entire operating model every time priorities change.

It can adjust the next sprint.

This is an important distinction between **speed and agility.**

Speed is about how quickly content moves through the process.

Agility is about how effectively the organisation can **adapt and respond while maintaining control.**

A mature CaaS model should support both.

## How can Agile delivery improve digital commerce content?

The commercial value of Agile delivery is not simply that teams work in shorter cycles.

It is that the organisation can create a more responsive mechanism for managing content against changing digital commerce priorities.

For example, suppose a retailer introduces a new content requirement.

In a highly fragmented operating model, the change may require separate conversations with multiple suppliers and markets. Requirements may be interpreted differently, and the change may compete with existing priorities without a clear mechanism for deciding what takes precedence.

Within a governed Agile CaaS model, the requirement can enter a structured prioritisation process.

The organisation can determine:

> 1. **What has changed?**
> 2. **Which markets, brands or retailers are affected?**
> 3. **What is the business priority?**
> 4. **What work needs to be completed?**
> 5. **Which supplier or team owns delivery?**
> 6. **Which sprint should contain the work?**
> 7. **How will success be measured?**

The result is not uncontrolled flexibility.

It is **controlled responsiveness.**

That is particularly important when digital commerce content is supporting multiple markets, brands and retail environments simultaneously.

## How should CaaS performance be measured?

A scalable content operating model needs an executive performance scorecard.

The most useful measures should cover both operational performance and business value.

### Cost efficiency

Measure whether supplier consolidation, content re-use, automation and improved processes are reducing unnecessary operational cost.

### Content quality

Measure whether content remains consistent, complete and fit for purpose as delivery scales.

### Delivery speed

Measure turnaround times, throughput and unnecessary delays.

### Supplier performance

Measure whether delivery partners are meeting agreed business and operational priorities.

### Programme governance

Measure whether stakeholders have the visibility and accountability required to manage the programme effectively.

### Continuous improvement

Measure whether performance data is actually leading to improvements in the operating model.

These measures are consistent with the CaaS performance framework established in the broader pillar page.

But mature programmes should go further than operational metrics.

The ultimate question is whether improvements in **cost, quality, speed and agility** are helping the organisation create more effective digital commerce content.

That is where the connection to sales becomes important.

CaaS should not be positioned as a mechanism that automatically increases sales. Rather, better content operations can create the conditions for stronger digital commerce performance through higher-quality content, more efficient delivery, improved discoverability and the ability to respond more effectively to commercial opportunities.

## What can global organisations learn from the Unilever CaaS programme?

The Unilever programme demonstrates why the operating model matters.

Unilever was operating across multiple Business Groups, markets, brands, retailers and agency partners. As digital shelf requirements expanded, content creation and deployment became increasingly complex.

Neem’s role was not simply to produce content.

Neem provided client-side Content as a Service programme management, establishing a governance framework that coordinated stakeholders, agency partners, technology teams and delivery suppliers.

The operating model brought together:

> - **Content creation**
> - **Content adaptation**
> - **Content re-use**
> - **Deployment**
> - **Quality management**
> - **Search optimisation**
> - **Automation**
> - **Performance measurement**
> - **Supplier management**
> - **Continuous improvement**

This transformed content delivery from a fragmented collection of activities into a more structured global service.

### What were the outcomes?

The approved case-study evidence identifies several outcomes.

The programme delivered consistent programme KPIs across participating markets over multiple years.

It improved the quality, consistency and completeness of digital commerce content across brands, retailers and regions.

It generated significant cost efficiencies through supplier consolidation, content re-use, automation and AI-enabled delivery.

It increased governance maturity, supplier accountability and performance management.

The programme also managed an approximately **€8 million annual programme** through a structured global delivery model and contributed to an award-winning Digital Commerce capability.

The important lesson is not that every organisation should reproduce the Unilever model exactly.

It is that **complexity requires structure.**

When content operations span multiple markets, brands and suppliers, the operating model becomes a strategic capability.

## Five principles for building a scalable content operating model

The Unilever experience points to five principles that organisations can apply when designing their own CaaS model.

### 1. Govern before you scale

Adding more suppliers, markets or content volume to an unclear process usually increases complexity.

Establish governance, ownership and decision-making before attempting to scale delivery.

### 2. Standardise the process, not necessarily the output

Global organisations need consistency, but markets and retailers may have different requirements.

A good operating model standardises the way work is managed while allowing appropriate adaptation of the content itself.

### 3. Use Agile to create control and responsiveness

Agile and Scrum should not become an excuse for uncontrolled scope change.

Define and lock content scope for each sprint, deliver against that commitment, review performance and use the learning to inform the next sprint.

This creates a predictable delivery rhythm while retaining the ability to respond to changing priorities.

### 4. Treat suppliers as part of the operating model

Suppliers should not operate as disconnected production islands.

They need clear accountability, measurable KPIs and alignment with the organisation’s business priorities.

### 5. Measure the operation, not just the output

The number of assets delivered is only one measure.

Leaders should understand cost, quality, speed, supplier performance, governance and continuous improvement and how those operational improvements contribute to better digital commerce performance.

![Content as a Service (CaaS) supports sales growth through better governance, content operations, supplier management, automation and AI, and Agile sprint delivery. We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/TL-Article-Preview-Banner-52.webp "How Content as a Service (CaaS) Supports Sales Growth - We Are Neem")

## What is the relationship between CaaS and sales growth?

This is ultimately where the operating model needs to connect back to the commercial purpose of digital commerce.

A CaaS programme is not a sales channel in itself.

It does, however, influence the operating conditions in which digital commerce content is created and managed.

The relationship can be understood as:

### Better governance

→ clearer accountability and decision-making

### Better content operations

→ more consistent creation, adaptation, re-use and deployment

### Better supplier management

→ stronger delivery performance and accountability

### Automation and AI

→ greater operational efficiency and repeatability

### Agile sprint delivery

→ greater responsiveness to changing requirements

### Cost + Quality + Speed + Agility

→ more effective digital commerce content operations

→ stronger conditions for digital commerce performance and sales growth

This is why the business case for CaaS should not be reduced to content production cost.

The broader opportunity is to create a **more scalable, measurable and responsive digital commerce capability.**

The approved CaaS pillar similarly positions the business value around reduced cost, increased speed and measurable quality, while highlighting the potential for high-quality content and more efficient delivery to support online sales growth.

## How do you know if your organisation needs a CaaS operating model?

You may need to rethink your content operating model if:

> - **Multiple suppliers are producing similar content independently.**
> 
> - **Different markets follow different delivery processes.**
> 
> - **Approval cycles are becoming longer as content volumes increase.**
> 
> - **Teams spend significant time coordinating suppliers rather than improving content.**
> 
> - **Nobody has a complete view of programme performance.**
> 
> - **Content quality varies across markets or retailers.**
> 
> - **Re-use opportunities are difficult to identify.**
> 
> - **Automation is being introduced into fragmented processes.**
> 
> - **AI is increasing content volume without a corresponding governance framework.**
> 
> - **New requirements repeatedly disrupt active delivery.**
> 
> - **Increasing content volume is increasing operational cost faster than commercial value.**
> 
> - **Your organisation is producing more content but becoming no more responsive.**

The last point is particularly important.

### More content is not necessarily a sign of a better content operation.

If content volume is increasing while cost, complexity and coordination effort are also increasing, the organisation may need to improve the operating model rather than simply add production capacity.

## Frequently Asked Questions

### Qs. 1 \| What is a content operating model?

A content operating model is the framework an organisation uses to manage how content is planned, created, adapted, approved, deployed, measured and improved. For global digital commerce, it brings together people, processes, governance, suppliers and technology to support consistent content delivery at scale.

### Qs. 2 \| What is Content as a Service?

Content as a Service (CaaS) is a structured operating model for creating, managing and delivering digital commerce content across brands, markets and retailers. It combines governance, content operations, supplier management, performance measurement and continuous improvement rather than treating content as a series of isolated projects.

### Qs. 3 \| Why is Agile useful in CaaS?

Agile provides a structured delivery rhythm that allows content teams to prioritise and deliver defined work in sprints. When content scope is agreed and locked for each sprint, teams can maintain delivery focus while using reviews and subsequent sprint planning to respond to changing requirements.

### Qs. 4 \| Does Agile mean content scope can change during a sprint?

Not necessarily. In a governed Agile CaaS model, content scope can be agreed and locked for the sprint. New requirements can then be assessed and prioritised for a future sprint. This protects delivery focus while retaining organisational agility.

### Qs. 5 \| How does CaaS improve content quality?

CaaS embeds quality management and standardised processes into content operations. This provides greater consistency across brands, markets, retailers and suppliers while making quality measurable as content production scales.

### Qs. 6 \| How can CaaS reduce digital commerce content costs?

Cost efficiencies can come from supplier consolidation, content re-use, automation and more efficient internal processes. Reducing duplicated effort and fragmented delivery can also improve the efficiency of content investment.

### Qs. 7 \| How does supplier management support CaaS?

Supplier management establishes clear responsibilities, performance expectations and accountability across agencies and delivery partners. It helps ensure supplier activity remains aligned with business priorities and the wider content operating model.

### Qs. 8 \| Can AI be part of a CaaS operating model?

Yes. AI-enabled content capabilities can support more efficient content operations, but they should operate within appropriate governance, quality management and performance measurement frameworks. AI is a capability within the operating model, not a replacement for the operating model itself.

### Qs. 9 \| How should a CaaS programme be measured?

A CaaS programme can be measured through cost efficiency, content quality, delivery speed, supplier performance, programme governance and continuous improvement. Organisations should also consider how these operational measures contribute to broader digital commerce performance.

### Qs. 10 \| Can CaaS support sales growth?

A well-designed CaaS model can create stronger conditions for digital commerce sales growth by improving the quality, consistency, discoverability and efficiency of content operations. CaaS should not be presented as an automatic sales-growth mechanism; rather, it strengthens the operational foundations that enable digital commerce content to perform more effectively.

![Content as a Service (CaaS) enables scalable digital commerce through connected content operations, markets, brands, retailers, suppliers, automation and AI. We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/ChatGPT-Image-Sep-24-2026-at-08_37_49-PM.webp "Content as a Service (CaaS) for Scalable Digital Commerce - We Are Neem")

## From fragmented content delivery to a scalable digital commerce capability

The challenge facing global organisations is no longer simply producing enough digital commerce content.

It is creating an operating model that can manage growing volumes without allowing complexity to overwhelm cost, quality, speed or responsiveness.

That requires more than a production supplier.

> **It requires governance.
> It requires standardised content operations.
> It requires effective supplier management.
> It requires automation and appropriately governed AI-enabled capabilities.
> It requires measurable performance.**

And increasingly, it requires an Agile delivery model that provides both **control and responsiveness**, with content scope clearly defined and locked within each sprint.

The Unilever Content as a Service programme demonstrates what this can look like at global scale. Through client-side programme leadership, structured governance, supplier coordination, standardised content operations, automation and performance management, the programme created a more scalable approach to one of the world’s most complex digital commerce ecosystems.

The wider lesson is simple:

### The goal is not to create more content. It is to build a better content operation.

One that can deliver the right content at the right quality, cost and speed while remaining agile enough to respond to changing markets, retailers and commercial priorities.

For a deeper explanation of the model, see **Content as a Service (CaaS): The Complete Guide to Scaling Global Digital Commerce.**

To see how these principles were applied in practice, explore the **Unilever Content as a Service (CaaS) Programme case study.**

And if your organisation is managing growing content complexity across brands, markets, retailers or suppliers, the question may no longer be whether you need more content production.

It may be whether you need a better **content operating model.**

**Categories:** Consulting, Data & AI, dCOM

**Tags:** CaaS, Consulting, dCom

---

### [10 Signs Your Legacy Application Is Holding Your Business Back](https://weareneem.com/10-signs-legacy-application-holding-business-back/)

**Published:** September 22, 2026
**Author:** Glyn Roberts

**Excerpt:** Is your legacy application holding your business back? Discover the key signs that indicate when legacy application modernisation may be needed from rising technical debt and integration challenges to poor user experience, limited flexibility and barriers to AI adoption.

**Content:**

### Your application doesn’t need to have failed to become a problem. In fact, that’s often what makes legacy application modernisation difficult to deal with.

They continue to work. People know how to use them. Important business processes depend on them. Replacing them can look like a significant investment when the existing system appears to be doing its job.

But there can be a point where “it still works” stops being a good reason to leave things as they are.

The warning signs tend to appear gradually.

Development takes longer. Integrations become harder. Developers spend more time working around the existing code. Users find increasingly frustrating ways of completing tasks. New ideas get delayed because everyone knows how difficult they will be to implement.

None of these things necessarily means you need to rebuild the application.

But they are worth paying attention to.

### Here are ten signs that your legacy application may be holding your business back.

## 1. Maintenance Is Consuming Development Capacity

Every application needs maintenance.

The problem starts when maintenance begins consuming a disproportionate amount of the development team’s time.

If engineers are spending increasing amounts of their capacity fixing existing issues, understanding dependencies and working around limitations, there is less time available for new product development.

The technology team may still be busy.

But being busy isn’t the same as moving the business forward.

One of the first questions to ask is how much development capacity is being spent maintaining the current state of the application versus improving what it can do next.

![Legacy application modernisation showing a technology team assessing legacy application architecture, dependencies and the impact of new feature development We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/ChatGPT-Image-Sep-22-2026-at-09_09_24-PM.webp "Legacy Application Modernisation: Legacy Application Architecture and Feature Complexity - We Are Neem")

## 2. Every New Feature Takes Longer Than Expected

A feature that once took a few weeks may now require months of investigation and development.

Perhaps the requirements themselves haven’t become significantly more complicated. The application has.

Over time, dependencies accumulate. Earlier design decisions constrain later changes. Something that appears to be a small modification can have implications in several different parts of the system.

This creates what can be a particularly frustrating situation for product and technology teams: everyone agrees on what should be built, but nobody can predict how difficult it will be to change the application safely.

When the technical effort required for new functionality keeps increasing, it is worth asking whether the platform itself has become part of the problem.

## 3. Integrations Require Increasing Workarounds

Modern applications rarely exist in isolation.

They need to exchange information with other applications, services and data sources.

If integrations are becoming increasingly dependent on bespoke workarounds, manual processes or complex changes to the existing application, that can be a sign that the underlying architecture is becoming a constraint.

The issue isn’t necessarily that the application has no APIs or that every integration needs to be redesigned.

It’s whether the application gives the organisation a reliable way of connecting the capabilities it needs.

If every new integration becomes a mini-project in its own right, that friction is worth including in your **application modernisation assessment.**

## 4. Developers Spend Too Much Time Understanding Old Code

There is a difference between maintaining a mature application and constantly trying to work out how it works.

Developers joining an established project need time to understand the codebase. That’s normal.

The problem is when understanding the existing application becomes a significant part of every change.

Documentation may be incomplete. Dependencies may be difficult to trace. Business rules may be embedded in unexpected places. A change that looks isolated may turn out to affect something completely different.

AI-assisted engineering can help teams explore unfamiliar code and investigate dependencies more efficiently, but it doesn’t make the underlying complexity disappear.

If experienced developers are repeatedly spending time rediscovering how the system works, that is a cost worth recognising.

## 5. Your User Experience Is Falling Behind Expectations

An application can be technically functional and still provide a poor user experience.

Users notice when workflows are cumbersome, information is difficult to find or completing a straightforward task requires too many steps.

They also develop workarounds.

Spreadsheets appear. Manual processes develop. People keep information in places that are easier for them to access. Sometimes entirely separate tools are introduced alongside the main application.

These workarounds can become so normal that the organisation stops seeing them as evidence of a problem.

A useful question is:

> **If we were designing this application for our users today, would we design it in the same way?**

If the answer is no, the gap between the existing experience and the expected experience may be part of the modernisation case.

![Legacy application modernisation showing a technology team connecting data from multiple systems to create an AI-ready application foundation We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/ChatGPT-Image-Sep-22-2026-at-09_20_32-PM.webp "Legacy Application Modernisation: Data Integration and AI-Ready Foundations - We Are Neem")

## 6. Your Data Is Difficult to Access or Connect

Data is increasingly important to how organisations operate and make decisions.

But having data isn’t the same as being able to use it effectively.

Information may be distributed across different parts of an application or held in different systems and formats. Access may depend on manual processes. Connecting information from different sources may require significant development effort.

This becomes particularly relevant when organisations want to introduce AI.

Some AI capabilities can be added to existing applications relatively easily. But deeper integration often depends on foundations such as **well-structured data, reliable interfaces and appropriate permissions.**

If the information needed for a new capability is difficult to access or understand, the application may need attention before the capability can be delivered effectively.

## 7. AI Initiatives Keep Getting Blocked

Many organisations are exploring where AI could improve products, services and internal processes.

Sometimes the problem isn’t identifying a useful AI use case.

It’s implementing it.

Perhaps the relevant information is difficult to access. Perhaps systems don’t communicate reliably. Perhaps permissions aren’t clear enough. Or perhaps introducing the capability would require changes to parts of the application that are already difficult to modify.

This doesn’t mean that every AI initiative requires an application rebuild.

It does mean that repeated difficulty implementing valuable AI capabilities is a signal worth investigating.

The question should be:

> **Is the AI use case the problem, or are the application’s foundations making the use case unnecessarily difficult?**

That distinction can save an organisation from trying to solve an architectural problem with another layer of technology.

## 8. Security and Governance Are Becoming Harder

Security requirements don’t stay still.

Neither do regulatory, accessibility and governance expectations.

As applications evolve, organisations need to understand how those requirements are being supported by the underlying platform.

An older application may continue to operate securely, but if making changes to access controls, monitoring or other governance requirements is becoming increasingly difficult, that creates a different kind of risk.

The issue isn’t necessarily that the application is insecure.

It is whether the organisation still has sufficient flexibility to respond to changing requirements without disproportionate effort.

That is an important distinction when assessing the future of a legacy application

## 9. The Architecture Is Limiting Future Growth

This can be one of the harder signs to identify because the application may be performing perfectly well today.

The problem is what happens when the business wants to do something different.

> **Can the platform support a new service?
> Can it scale as usage increases?
> Can it integrate with the systems the organisation needs?
> Can new capabilities be introduced without extensive redevelopment?
> Can the architecture accommodate future requirements without creating another layer of complexity?**

The answer doesn’t have to be a particular technology architecture.

Cloud-native isn’t automatically the goal, for example. The appropriate architecture depends on the application and the business.

The important question is whether the architecture provides enough flexibility to support where the organisation wants to go.

## 10. The Business Has Evolved – But the Software Hasn’t

This may be the clearest sign of all.

Businesses change.

Products change. Customers change. Processes change. Expectations change.

The application, however, often reflects the business as it existed when it was originally designed.

You may now be serving different customers, offering different services or working in ways that weren’t anticipated when the application was built.

Yet the software still assumes the old way of doing things.

At that point, the issue isn’t really that the application is old.

It’s that the **business has outgrown the assumptions built into it.**

That is often the point at which the conversation needs to move beyond maintenance and towards a more deliberate **legacy application modernisation** assessment.

## What Should You Do If You Recognise These Signs?

Recognising these signs doesn’t automatically mean you should rebuild your application.

In fact, one of the most important principles of **AI Application Modernisation** is that modernisation isn’t synonymous with replacement.

There are several possible approaches:

![Legacy application modernisation strategy showing four approaches: retain, refactor, replace and rebuild We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/TL-Article-Preview-Banner-50.webp "Legacy Application Modernisation: Retain, Refactor, Replace or Rebuild - We Are Neem")

### Retain

If the application remains fit for purpose, its limitations are isolated and the underlying architecture remains viable, continuing to invest in it may be the right decision.

### Refactor

If the core architecture is still sound but specific components are creating friction, targeted improvements may address the problem without changing the whole platform.

### Replace

If a particular capability is no longer viable, replacing that component with a more appropriate solution may make more sense than changing the entire application.

### Rebuild

If the constraints extend across architecture, user experience, data, maintainability and future capabilities, rebuilding may provide better long-term value.

The important thing is to assess the options rather than assume the answer.

### The age of an application shouldn’t determine the modernisation strategy. Its ability to support the business should.

For a broader look at the different approaches, our AI Application Modernisation guide explores how organisations can assess their current applications and determine the most appropriate path forward.

## The Twinnedit Example

Twinnedit is a useful example of why an application doesn’t have to have failed before rebuilding becomes the right decision.

The building assurance and safety-management platform was functional. The issue was that its technology, user experience and data structures were increasingly limiting what the business could create next.

The existing front end wasn’t built around modern component-based frameworks, code reuse was limited and future maintenance was likely to become increasingly difficult. The underlying technology and data structures also weren’t optimal for future AI functionality or potential third-party integrations.

After assessing the longer-term options, the decision was made to rebuild the platform.

Neem worked with Twinnedit’s internal team over approximately six months, beginning with new UI and UX designs and focusing on user journeys rather than simply reproducing the existing application.

The rebuilt platform introduced a responsive Vue 3 front end, a .NET Core API and an Azure-based architecture using Azure App Services, Azure SQL and Azure Blob Storage. The resulting platform provided clearer user journeys and a stronger foundation for future development.

It also enabled practical AI capabilities, including global AI-driven search and assisted safety case reporting.

The lesson isn’t that every organisation should rebuild its legacy applications.

It’s that **discovery can reveal when continuing to patch an application is no longer the best option.**

You can explore the project in more detail in the Twinnedit case study.

## The Cost of Waiting

The longer an organisation continues with an application that is becoming difficult to change, the more those limitations can become embedded in the business.

Technical debt can accumulate.

Workarounds can become processes.

Delayed features can become missed opportunities.

Developers can become accustomed to working around the system rather than improving it.

And the cost isn’t limited to the technology budget.

There is also the opportunity cost of the things the organisation could have done but didn’t because the application made them too difficult, too expensive or too risky.

This is why “doing nothing” should be treated as an active choice in any modernisation discussion.

It may be the right choice.

But it should be compared with the cost of the alternatives, rather than being treated as the option that costs nothing.

### A Simple Next Step

If you recognise several of these signs, the next step doesn’t need to be a decision to rebuild.

It should be a better understanding of the current situation.

A **modernisation discovery assessment** can help establish what is working, where the constraints are, what the business needs from the application in the future and which options are worth considering.

That might lead to retaining the existing platform.

It might mean refactoring specific components or replacing individual capabilities.

Or it might demonstrate that a rebuild is the more sensible long-term choice.

The important thing is to make that decision based on evidence.

### **Your application doesn’t need to have failed before you start thinking about what comes next.**

# Ready to assess your application?

[Book Consultation](https://weareneem.com/contact/)

Neem’s Application Modernisation Discovery Session can help you understand whether your current application is still supporting the business – and what options you have if it isn’t.

**Categories:** Development

**Tags:** Application Development, Application Modernisation, Legacy Application Modernisation

---

### [Modernising Legacy Systems Without Starting Again: Why "Rip and Replace" Isn't Always the Answer](https://weareneem.com/insights-modernising-legacy-systems-without-starting-again/)

**Published:** September 18, 2026
**Author:** Chris Telfer

**Excerpt:** Legacy system modernisation helps UK public sector organisations manage technical debt, improve interoperability and modernise without starting again.

**Content:**

There is a familiar assumption when an organisation starts talking about legacy technology: the system is old, therefore it needs to be replaced.

It is an understandable conclusion. An application that has been around for twenty years may be difficult to maintain, increasingly expensive to support and dependent on technologies or skills that are becoming harder to find. At some point, somebody inevitably asks the question: why don’t we just replace it?

The problem is that replacing a business-critical system is rarely as straightforward as replacing the technology itself.

In the public sector, an application may sit at the centre of a service that thousands of people depend on. It may contain decades of business rules and historical data. Other applications may depend on it. Staff may have developed processes around it that are not documented anywhere else. Replacing it can therefore introduce a different set of risks from the ones the organisation was trying to solve in the first place.

**Modernisation should not be about replacing technology simply because it is old. It should be about improving what the technology enables the organisation to do, while managing the risk and disruption involved in getting there.**

That distinction changes the conversation.

Instead of asking:

> **“How do we replace this legacy system?”**

We would start with:

> **“What is this system preventing us from doing, and what is the safest way to remove those constraints?”**

That may eventually lead to replacement.

It may not.

![Legacy system modernisation in the public sector, showing connected legacy systems, modern applications, data and digital services. We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/ChatGPT-Image-Sep-18-2026-at-05_45_09-PM.webp "Legacy System Modernisation in the Public Sector - We Are Neem")

## What makes a system “legacy”?

Legacy does not necessarily mean obsolete.

A legacy application is usually one that has become difficult to change, integrate, secure, support or evolve within the organisation’s current technology environment.

That distinction is important because an application can be old without being particularly problematic.

Equally, a relatively modern application can become a legacy constraint surprisingly quickly if it has been poorly integrated, creates duplicated data or prevents the organisation from changing the way a service is delivered.

When assessing public sector legacy systems, We would therefore look at the characteristics of the technology rather than simply its age.

A system is more likely to require modernisation when it:

> - **Cannot easily integrate with other applications**
> - **Requires significant manual intervention**
> - **Creates duplicated or inconsistent data**
> - **Depends on scarce technical skills**
> - **Is increasingly difficult to secure or maintain**
> - **Limits the introduction of new digital services**
> - **Creates poor user or citizen experiences**
> - **Is expensive to change**
> - **Creates significant operational workarounds**
> - **Prevents the organisation from adopting new capabilities**

These are the symptoms that matter.

The age of the system is secondary.

## The problem with “rip and replace”

There are situations where replacing a legacy application is absolutely the right decision.

However, I think the phrase **“rip and replace”** can sometimes make a complicated transformation sound deceptively simple.

A business-critical application is rarely an isolated piece of software.

It is usually connected to data, processes, people and other systems. Over time, those connections can become difficult to see.

A replacement programme therefore has to deal with much more than writing new software.

It may need to address:

> **• Data migration
> • Integration dependencies
> • Undocumented business rules
> • User training
> • Process changes
> • Security and access controls
> • Reporting requirements
> • Historical records
> • Interfaces with other applications
> • Supplier dependencies
> • Operational continuity**

This is where the risk of a big-bang replacement becomes apparent.

The new system may work perfectly well from a technical perspective and still create significant operational disruption because the wider environment has not been considered.

That is why we would not treat replacement as the starting point for **legacy application modernisation**.

We would treat it as one of the options that emerges from understanding the problem.

## Modernisation should start with the constraints

The most useful question to ask about a legacy system is not:

> **“How old is it?”**

It is:

> **“What is it stopping us from doing?”**

Perhaps the application cannot exchange information with another system.

Perhaps staff have to re-key data manually.

Perhaps a new citizen-facing service cannot access the information it needs.

Perhaps reporting requires several days of manual preparation.

Perhaps the organisation cannot easily change the application because only a handful of people understand how it works.

Perhaps the infrastructure is becoming increasingly difficult to support.

Each of these points to a different modernisation requirement.

And that matters because the solution should be proportionate to the constraint.

If the problem is interoperability, replacing the entire application may be unnecessary.

If the problem is the underlying architecture, an integration layer may only provide a temporary solution.

If the problem is the user experience, the application itself may continue to provide value while a modern interface is introduced.

The starting point should therefore be the constraint, not the technology.

## Five ways to modernise a legacy application

There is no single approach to legacy system modernisation. The right option depends on the application, its dependencies, its criticality and what the organisation is trying to achieve.

![Five ways to modernise a legacy application through integration, user experience, data, replatforming and selective replacement. We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/TL-Article-Preview-Banner-46.webp "Five Ways to Modernise a Legacy Application - We Are Neem")

### 1. Integrate the existing application

Sometimes the application itself is not the biggest problem. The difficulty is that it cannot communicate effectively with the rest of the technology estate.

APIs, integration services or middleware can create better information pathways between existing and modern applications.

This can reduce manual data transfer, improve accuracy and enable new services to use information held within the legacy environment.

For some organisations, this can provide a meaningful improvement without touching the core application.

### 2. Modernise the user experience

A legacy application’s interface may be outdated even when the underlying business logic remains valuable.

Introducing a modern, accessible interface can improve the experience for users and citizens while allowing the existing application to continue performing the function it does well.

This can be particularly useful where the immediate problem is usability rather than the underlying transaction processing.

It also allows the organisation to separate the question of **how users interact with the service from how the underlying system performs its function.**

### 3. Modernise the data layer

In some environments, the greatest constraint is not the application itself but the way information is stored and accessed.

Data may be difficult to retrieve, duplicated across applications or locked into structures that make reporting and analysis unnecessarily difficult.

Modernising the data layer can provide better access to information while the transactional system continues to operate.

That can create opportunities for improved reporting, analytics, integration and eventually AI-enabled services.

It is another example of why modernisation does not necessarily mean replacing the entire application.

### 4. Replatform the application

There are circumstances where the application remains valuable but its underlying infrastructure has become a constraint.

Replatforming can move an application to a more modern environment while retaining much of its existing functionality.

This can potentially improve:

- Infrastructure management
- Scalability
- Resilience
- Security
- Operational flexibility
- Integration with modern services

However, moving an inefficient application to a new platform does not automatically make the underlying process more efficient.

The organisation still needs to understand what it is trying to improve.

### 5. Replace the application selectively

Sometimes the existing application has simply reached the point where modernisation around the edges is no longer enough.

The architecture may be too constrained. The cost of maintaining it may be too high. Security or resilience may be becoming unacceptable. Or the organisation may need capabilities that the existing platform cannot realistically support.

In those circumstances, replacement may be justified.

Even then, I would favour a **phased approach wherever practical.**

Breaking a large application into capabilities allows the organisation to modernise the areas creating the greatest constraint first, rather than making every part of the service dependent on one large migration event.

## The role of application interoperability

One of the most valuable outcomes of legacy modernisation is often improved **application interoperability**.

This is easy to underestimate because interoperability is largely invisible to the person using the service.

But consider the difference between these two processes.

In the first, a member of staff receives information from one application, manually enters it into another, checks a third system and then updates a fourth.

In the second, those applications exchange the required information automatically, with appropriate controls and validation.

The user may see very little difference in the interface.

Operationally, however, the difference can be significant.

Better interoperability can reduce:

> **• Manual data entry
> • Duplicate information
> • Processing delays
> • Errors
> • Reconciliation
> • Internal administration**

It can also make it easier to introduce new digital services because applications no longer operate as isolated islands.

For public sector organisations, this is particularly important where services depend on information moving between teams, departments or organisations.

**Modernisation is often less about making every application new and more about making the technology estate work together properly.**

## Technical debt needs to be understood differently

Technical debt is often used as a catch-all term for old technology.

I think it is more useful to think of it as the **accumulation of decisions and constraints that make future change more difficult, expensive or risky.**

Some technical debt is visible.

An unsupported framework or obsolete infrastructure is easy to identify.

Other technical debt is hidden in the way the organisation works.

It can exist in undocumented business rules, manual workarounds, duplicated data, tightly coupled applications or dependencies on individuals who have become the only people who understand a particular system.

This hidden technical debt can be particularly difficult to address because it is not always recorded as an IT problem.

It is an operational problem as well.

That is why modernisation programmes should look at the wider process and organisational environment rather than simply assessing the application code.

### Modernisation should reduce risk, not move it

There is a temptation to think of transformation risk as something that exists during the project and disappears once the new system goes live.

In reality, risk can simply move.

A large migration may remove the technical risk associated with the legacy platform but introduce operational risk through a difficult transition.

A new application may provide better functionality but create a data migration problem.

A cloud migration may improve infrastructure flexibility while exposing weaknesses in the application’s architecture.

A new AI capability may improve productivity but create governance and data-quality challenges.

Good **legacy system modernisation** therefore involves understanding how risk changes as the technology changes.

The objective is not to remove every risk. That is rarely possible.

It is to ensure that the risks are understood, proportionate and manageable.

## Why phased modernisation can be more practical

For a business-critical public service, there is a significant difference between changing everything at once and creating a controlled path from the current environment to the desired future state.

A phased approach can allow organisations to:

> **• Test assumptions before committing to wider change
> • Deliver benefits earlier
> • Learn from the first implementation
> • Reduce the size of individual migration events
> • Manage operational disruption
> • Capture and validate undocumented business knowledge
> • Give users time to adapt
> • Adjust the roadmap based on evidence**

It also creates an opportunity to demonstrate value.

If the first phase reduces manual processing by a measurable amount or improves a particular service outcome, that evidence can help inform the next investment decision.

This is particularly relevant in the public sector, where transformation often needs to be justified through defined business cases, funding cycles and governance processes.

![Legacy system modernisation roadmap showing current constraints, desired outcomes, dependencies, modernisation options, delivery risk and next steps. We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/TL-Article-Preview-Banner-47.webp "Legacy System Modernisation Roadmap: Why, Value and How - We Are Neem")

## What does a good legacy modernisation roadmap look like?

#### A modernisation roadmap should not simply be a list of applications and target dates.

It should explain why each change is being made and what the organisation expects to achieve from it.

For each priority, I would want to understand:

### The current constraint

What is preventing the organisation from operating or changing as effectively as it needs to?

### The desired outcome

What should be measurably better after the modernisation?

The dependencies

Which systems, data, processes and people are connected to the application?

The modernisation option

Does the application need integration, replatforming, a new interface, data modernisation, component replacement or full replacement?

The delivery risk

What could disrupt the service and how can that risk be managed?

The next step

What is the smallest sensible intervention that can test the approach and create useful evidence?

This creates a roadmap that is much more useful than simply saying:

“Application X will be replaced in 2028.”

The organisation knows why it is being changed, what value it should create and how it will get there.

## What does this mean for public sector organisations?

The principle applies across different public sector environments, although the systems and services involved will obviously vary.

For an **NHS Trust**, modernisation might focus on improving interoperability between systems supporting clinical or operational workflows, reducing manual information handling or improving the accessibility of information.

For a **university**, the priority might be connecting student, academic and administrative systems so that information can move more effectively across the student lifecycle.

For a **borough council**, modernisation might involve improving the systems behind resident-facing services, reducing repeated data entry or connecting information across departments.

In each case, the technology challenge is different.

The principle remains the same:

**Understand what the current environment is preventing the organisation from achieving, then select the least disruptive route to remove that constraint.**

## The case for modernising before replacing

There is no argument here that public sector organisations should never replace legacy systems.

Some applications have genuinely reached the end of their useful life, and attempting to keep them going can create more risk than replacing them.

The point is that **replacement should be a conclusion reached through assessment rather than an assumption made at the beginning.**

Modernisation gives organisations more choices.

It can create interoperability without replacement, improve user experience without rewriting the core application, improve data access without changing the transactional system and provide a pathway towards replacement where replacement is ultimately necessary.

That flexibility matters.

It allows organisations to align technology investment more closely with business outcomes and manage the reality that critical public services cannot simply be paused while a new technology estate is built.

For me, that is the real value of a modernisation approach.

It gives the organisation a way forward without forcing it to pretend that everything needs to change at the same time.

## Frequently Asked Questions

### Qs. 1 \| What is legacy system modernisation?

Legacy system modernisation is the process of improving an existing technology environment so that applications, data and processes can better support current and future organisational needs. It can involve integration, replatforming, data modernisation, interface improvements, component replacement or full application replacement.

### Qs. 2 \| Does legacy modernisation mean replacing the system?

No. Replacement is one possible modernisation strategy. Organisations can also use APIs, integration layers, modern data architectures, replatforming and component-based approaches to improve legacy systems while retaining parts of the existing technology.

### Qs. 3 \| How can public sector organisations modernise legacy systems without disrupting services?

Phased modernisation, controlled migration, parallel operation, component-based replacement and improved integration can help organisations reduce disruption. The appropriate approach depends on the criticality of the system, its dependencies, data requirements and the outcomes being targeted.

### Qs. 4 \| What is the difference between legacy modernisation and legacy replacement?

Legacy replacement involves retiring an existing application and introducing a new one. Legacy modernisation is broader and includes approaches that improve the existing environment without necessarily replacing the whole system.

### Qs. 5 \| How does interoperability support legacy modernisation?

Application interoperability allows legacy and modern systems to exchange information and support connected workflows. It can reduce manual data entry, duplication and processing delays while creating a foundation for new digital services and automation.

### Qs. 6 \| How should organisations decide whether to modernise or replace a legacy system?

The decision should consider business criticality, user impact, technical debt, security and resilience risk, integration dependencies, cost, skills availability and the capabilities required in the future. Replacement should be assessed alongside less disruptive modernisation options.

### Qs. 7 \| Where should your modernisation journey begin?

If you have a legacy application that is becoming difficult to integrate, costly to maintain or restrictive to change, the first step does not have to be a replacement programme.

A discovery exercise can help establish what is actually creating the constraint, what options are available and where modernisation could deliver the greatest value with manageable risk.

![Legacy system modernisation creating a more adaptable technology environment through connected systems, better data and future-ready digital services. We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/ChatGPT-Image-Sep-18-2026-at-08_00_46-PM.webp "Legacy System Modernisation: Building a Future-Ready Technology Environment - We Are Neem")

## Modernisation is a journey, not a migration event

A successful legacy modernisation programme should leave an organisation in a better position to make its next change.

That means the new architecture should be easier to integrate. Data should be more accessible and reliable. Users should have better experiences. Security should be stronger. The technology should be easier to maintain and evolve.

Most importantly, the organisation should have greater freedom to respond when its needs change.

That is a better measure of modernisation than simply asking whether an old application has been switched off.

The real question is:

> **Has the organisation become more capable of delivering the services its users and citizens need?**

If the answer is yes, then the technology investment has achieved something worthwhile.

**Book a discovery session today.**

# Is your legacy system really the problem?

[Book Consultation](https://weareneem.com/contact/)

Understand the constraints, dependencies and opportunities before deciding whether to integrate, replatform, modernise or replace.

**Categories:** Public Sector

**Tags:** Digital Transformation, Public Sector

---

### [The Four Shelves: Why Glance Readability Matters Across Physical, Digital, LLM and Social Commerce shelves](https://weareneem.com/all-4-shelves-glance-readability/)

**Published:** September 17, 2026
**Author:** Oliver Bradley

**Excerpt:** Glance readability matters across every shelf - physical, digital, LLM and social.

Design for every shelf. Test for every decision.

**Content:**

### Glance readability is becoming one of the most important disciplines in commerce because real shoppers rarely experience a product in the way brands experience it during the brand workflow approval process.

A brand team might review a pack on a large screen, examine a beautifully produced product image at full resolution and spend considerable time debating typography, colour and layout.

The shopper does none of that.

They see the product from several metres away on a supermarket shelf. They see it as a small thumbnail while scrolling through a retailer’s mobile site. They encounter it in a sponsored retail media placement. They ask an AI assistant for a recommendation and see it alongside competing products. Or they come across it in a fast-vertical scrolling social feed while doing something else entirely.

The product is the same.

The decision environment isn’t.

This is becoming one of the most important challenges for brands operating across today’s increasingly fragmented commerce landscape. We have moved beyond the idea of a single “shelf”. There is the physical shelf, the Digital Commerce shelf, the emerging LLM shelf and the social shelf. Each one creates a unique moment of truth, with a different amount of attention and a unique expectation of what the product needs to communicate.

The answer is not to blindly create more content for every channel using GenAI and hope something sticks.

It is to make sure the product can still communicate when the context changes.

That is the thinking behind The Four Shelves: design for every shelf, but test for every decision.

![Glance readability across four shelves: physical, Digital Commerce, LLM and social commerce We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/TL-Article-Preview-Banner-39.webp "Glance Readability Across the Four Shelves - We Are Neem")

## The product has one identity. The shopper sees it in many different ways.

For years, the industry has talked about omnichannel experiences as though the objective were simply to make every touchpoint feel consistent.

Consistency matters, but it is only part of the challenge.

A supermarket shopper does not interact with a product in the same way as somebody searching a retailer’s mobile app. A shopper browsing an Rufus/Alexa LLM recommendation does not behave like someone watching a TikTok video.

Someone clicking a sponsored product in a high-intent retail environment has a different mindset again.

Trying to solve all of these situations by taking the same creative asset and resizing it is not really an omnichannel strategy. It is an adaptation exercise.

The better question is:

What does the shopper need to understand on this “shelf”?

That question takes us back upstream, to the product itself.

Pack design establishes the visual language. Brand identity establishes recognition. Product information establishes meaning. Those decisions then travel into the Digital Commerce image, the product page, retail media, AI LLM Search product recommendations and social content.

When those upstream decisions are strong, they give every downstream execution something useful to work with.

When they are not, the problem gets reproduced everywhere.

![NOVA+ electrolyte water on a physical shelf, illustrating glance readability and rapid product recognition We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/ChatGPT-Image-Sep-17-2026-at-06_16_57-PM.webp "Glance Readability on the Physical Shelf - We Are Neem")

## 1. The physical shelf: recognition before consideration

The physical shelf remains one of the clearest examples of why visual communication matters.

A shopper approaches a category and is confronted an overwhelmingly large number of competing products. They are not reading every label. They are not analysing every claim. They are scanning for things they recognise and information that helps them narrow their choice.

Pack shape, colour, distinctive brand assets, category cues and hierarchy all contribute to that recognition.

But there is a point that is often overlooked: **the pack needs to work at the distance of the decision.**

A design that is perfectly legible when held in someone’s hands may not be equally effective when viewed from the other side of an aisle.

That is why glance readability should not be thought of as a Digital Commerce problem. It is a broader discipline of communication.

The physical shelf asks a very practical set of questions:

> **Can I recognise the brand?
> Can I tell what the product is?
> Can I distinguish this variant from the one next to it?
> Can I see the information that matters before I have decided to pick it up?**

This is also where product visual hierarchy becomes important. The front of a pack can contain an enormous amount of information, but adding information is not the same as improving communication.

In fact, there is a point at which every additional message competes with the message that actually matters.

The objective should therefore not be to make the pack say everything.

It should be to make sure the right things are understood first.

![Mobile-ready hero image showing NOVA+ on the Digital Commerce shelf, demonstrating glance readability at thumbnail size We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/TL-Article-Preview-Banner-40.webp "Glance Readability on the Digital Commerce Shelf - We Are Neem")

## 2. The Digital Commerce shelf: when the pack becomes a thumbnail

Move that same product onto a mobile screen and the context changes completely.

The physical shelf gives a product physical scale. A bottle can look obviously larger than a smaller bottle next to it. A shopper can pick it up, turn it around and examine the packaging.

A Digital Shelf removes much of that context.

Products are presented in a relatively uniform visual space. A tall bottle and a short box will occupy a 20mm square image tile. The shopper may see several competing products at once, often while scrolling quickly on a small screen.

This is where GS1 [**mobile-ready hero images**](https://weareneem.com/mobile-ready-hero-images/) become commercially important.

[**GS1’s Mobile Ready Hero Image guidance** ](https://ref.gs1.org/guidelines/mrhi/1.0.0/)was developed specifically to address the challenge of presenting products on small screens. It defines an MRHI as a representation of a real-world product that may differ from a conventional pack shot while retaining the key elements of its physical design, shape and colour so that the product remains recognisable on a Digital Shelf.

GS1 also identifies the 4Ws that shoppers need to understand quickly:

> - **Who** is the brand?
> - **What** is the product?
> - **Which** variant is it?
> - **hoW much** is it?

These sound obvious.

They are not.

They become surprisingly difficult to communicate when a physical pack is reduced to a small mobile image.

GS1 specifically recommends that the **4Ws** should be perceivable quickly and with certainty in normal mobile use. It also recommends decluttering imagery where necessary and making the Digital Pack as large as practical within the available image space.

That leads to a useful distinction between a **pack shot** and a **[Digital Commerce asset.](https://weareneem.com/digital-shelf-optimisation/)**

A pack shot documents the product. What the pack looks like.

A mobile-ready hero image is designed to help a shopper quickly and easily identify the product from the thumbnail alone, without forcing them to read the product title.

Those are related jobs, but they are not necessarily the same job. The pack shot cannot do what mobile-ready hero images do.

## Take a hypothetical product: NOVA+

Consider the hypothetical product we have been using as an example: **NOVA+ Lemon + Lime Electrolyte Water.**

Imagine the physical bottle clearly communicates:

> **NOVA+ Electrolyte Water Lemon + Lime Natural Flavors Fast Hydration Essential Electrolytes Zero Sugar 16.9 FL OZ (500 mL)**

At full size, there is plenty of information available to the shopper.

Now put the bottle into a small mobile product tile.

The question changes from:

> **Is all the information there?**

to:

> **Which of that information can the shopper actually perceive?**

The bottle might still be recognisable because of its shape and colour. The logo might still be visible. But perhaps “Lemon + Lime” has become difficult to read. Perhaps “Electrolyte Water” has disappeared into the background. Perhaps the pack size is effectively invisible.

The information is technically present.

The communication has failed.

That distinction matters enormously.

[**GS1’s guidance**](https://ref.gs1.org/guidelines/mrhi/1.0.0/) makes a similar point: a standard pack shot designed for larger-screen presentation may become ineffective when reduced to a small Shelf Item, particularly where text forms part of the product’s key differentiating information.

![Three devices showing Amazon product listings for NOVA+ Lemon + Lime Electrolyte Water, with a central bottle image between screens. We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/TL-Article-Preview-Banner-41.webp "NOVA+: Glance Readability Across the Digital Shelf - We Are Neem")

## The problem with “beautiful” product imagery

This is where the conversation about Digital Commerce imagery needs to become more sophisticated.

There is nothing wrong with beautiful product photography.

The problem is assuming that beauty and effectiveness are the same thing.

They aren’t.

A product image can be beautifully photographed, perfectly retouched and completely aligned to brand guidelines while still failing to communicate the information that a shopper needs.

The reason is that there are several different jobs taking place.

**Attention** gets the shopper to notice the image.

**Branding** helps the shopper recognise who it belongs to.

**Communication** helps the shopper understand what they are looking at & why it is relevant.

All three matter.

None of them should be confused with the others.

This is particularly relevant to product image testing. An image that wins attention but leaves the shopper uncertain about the variant has not necessarily done its job. Likewise, a product that is unmistakably branded but whose critical text disappears at thumbnail size still has a communication problem.

This is why glance readability deserves to sit alongside attention and brand recognition rather than underneath them.

The question is not simply whether the image is noticed.

It is whether the information that matters survives the glance.

### Glance readability is not simply a contrast problem

Contrast is an important part of product image readability, but it is only one part of the equation.

Text can have adequate contrast and still be too small to process comfortably.

It can be large enough but sit against a visually complex background.

It can be technically legible but compete with several other pieces of information.

It can work beautifully at full resolution and become ineffective when reduced to the size at which the shopper actually encounters it.

Typography, weight, scale, spacing, background complexity, placement and overall visual hierarchy all influence how quickly information can be understood.

Established accessibility standards matter here. [**WCAG 2.2**](https://ref.gs1.org/guidelines/mrhi/), for example, sets a minimum contrast ratio of 4.5:1 for normal-sized text and 3:1 for large text.

But a contrast ratio should not be mistaken for a complete measure of commercial readability.

This is particularly important when discussing **APCA contrast.** APCA represents a different, perceptual approach to evaluating text contrast, and the subject is part of the ongoing evolution of contrast guidance. It should therefore be discussed as a testing methodology rather than presented as though it were a replacement for the established WCAG 2.2 requirements.

For brands, the practical lesson is more useful than the technical debate:

**Don’t ask only whether the text passes a contrast test. Ask whether the shopper can actually understand it in context.**

That is the real test.

![NOVA+ in an LLM product recommendation, showing why glance readability matters for AI product discovery We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/TL-Article-Preview-Banner-42.webp "Glance Readability in LLM Product Discovery - We Are Neem")

## 3. The LLM shelf: when AI becomes part of product discovery

#### The next shelf is changing the way product discovery happens.

Instead of starting with a retailer’s search bar, a shopper might start with a question:

> **“What is a good electrolyte water for everyday hydration?”**

Or:

> **“Which electrolyte water has zero sugar?”**

Or:

> **“What should I look for in an electrolyte drink?”**

The answer may come from an AI assistant that interprets product information, compares attributes and presents a selection of products.

This is **LLM product discovery.**

And it creates a new requirement for product content.

The product needs to be understandable to machines, but it still needs to be understandable to people.

That means product content optimisation cannot simply be about adding more keywords.

The stronger approach is to make the product’s meaning explicit.

> **What is the product?
> What category does it belong to?
> What is it designed for?
> Who is it intended for?
> What makes it different?
> Which variant is it?
> What is the pack size?
> Which claims can be supported with evidence?**

These are the questions that people ask, and they are also the kinds of questions an AI system needs to interpret when determining whether one product is relevant to a particular request.

This is why structured product attributes, clear product descriptions, concise decision-oriented bullets, FAQs and evidence-backed claims matter.

It is also why content written around genuine questions can be more useful than content written around an arbitrary list of keywords.

**Write for the question the shopper is actually asking.**

## But the thumbnail comes back

#### There is an interesting irony in the LLM shelf.

AI may do much more of the information processing for the shopper, but it does not necessarily remove visual communication from the experience.

Quite the opposite.

An AI shopping result can still present several product cards, each with an image, brand, product name, rating, price and short description.

Which means the product image is back in the decision.

Imagine NOVA+ appearing in an AI shopping result next to two or three competing electrolyte products.

The assistant may have correctly understood the product information.

But the shopper still has to look at the screen and decide which product to investigate.

That means **product image readability remains relevant even when AI is doing the discovery work.**

The machine may understand the product.

The shopper still needs to recognise it.

That is an important distinction.

![NOVA+ social commerce creative demonstrating glance readability in a fast-moving social feed We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/TL-Article-Preview-Banner-43.webp "Glance Readability on the Social Shelf - We Are Neem")

## 4. The social shelf: when the shelf is moving

Social commerce creates another version of the same problem, but with considerably less time to solve it.

A shopper scrolling through TikTok is not necessarily looking for your product. They may be watching something completely unrelated. They may be in a noisy environment. They may have sound turned off. And they can move past the content with a single movement of the thumb.

That means the first visual communication has to work before the viewer has consciously decided to pay attention.

The product needs to be recognisable.

The proposition needs to be understandable.

The creative needs to make the role of the product obvious.

And any text overlay needs to reinforce the message rather than compete with the product.

The point is not that every TikTok video needs to become a static product advertisement. It is the opposite.

Dynamic, informal and creator-led content can work extremely well.

But informality does not remove the need for disciplined communication.

If anything, it makes that discipline more important.

The commercial sequence is straightforward: the opening needs to stop the scroll, the proposition needs to become clear quickly, the product needs to be demonstrated or contextualised, and the viewer needs to understand why they should continue or act.

This is where **glance readability in social commerce** becomes particularly valuable.

A message can be on screen and still not be communicated.

That is the difference between visible and understood.

## One product. Four shelves. Four different decisions.

This is where the Design for All Four shelves idea becomes useful.

Take NOVA+ again.

The product itself has not changed.

But what the shopper needs to understand has.

![Four-shelf framework showing how glance readability shapes physical, Digital Commerce, LLM and social commerce decisions We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/TL-Article-Preview-Banner-44.webp "One Product. Four Shelves. Four Different Decisions. - We Are Neem")

This is why the idea of simply “repurposing” creative across channels is becoming increasingly problematic.

The brand should remain recognisable.

The product truth should remain consistent.

But the execution should reflect the decision environment.

**The physical pack** needs to:

Prioritise recognition at distance as well as extra details when picked up and inspected close up.

**The mobile-ready hero image** needs to:

Make the 4W’s of BRAND-FORMAT-VARIANT-SIZE glance-readable

**The LLM-facing hero image** needs to:

Make the 4W’s of BRAND-FORMAT-VARIANT-SIZE glance-readable.

**The social asset** needs to:

Communicate the product proposition in an instant, make the product and proof easy to understand through use, close-up, or demonstration, as well as give a glance-readable (in 300 ms) reason to tap or buy.

### One product. Four Shelves. All require glance-readable critical text.

That is the real meaning of designing for every shelf.

## Retail media is another moment of truth

Retail media deserves particular attention because the shopper is already in a commercial environment.

They may have searched for a category, opened a retailer, selected a department or demonstrated some other form of purchase intent.

The job of the creative is therefore not simply to interrupt.

It is to help convert existing intent.

That changes the role of the product image.

When a sponsored result appears alongside organic products, the hero image becomes part of the shopper’s evaluation process. The product needs to be immediately recognisable and sufficiently clear for the shopper to decide whether it is worth investigating.

This is where retail media, Digital Commerce and product image testing intersect.

The creative team may think they are producing an advertisement.

The shopper may simply see another product in a list.

That difference in perspective matters.

The more retail media becomes embedded in the shopping experience, the less useful it is to think about creative as something separate from the Digital Shelf.

It is part of the shelf.

## The answer isn’t more content. It is better-tested content.

There is an understandable temptation to respond to all of these new environments by producing more assets.

> **More product images.
> More videos.
> More retailer variants.
> More social posts.
> More AI-generated copy.
> More creative versions.**

But volume creates a second problem.

**How do you know which assets actually work?**

This is where AI has an opportunity that is considerably more interesting than simply generating content faster.

AI can help brands test assets at scale.

It can help identify potential problems with readability, contrast, hierarchy and visual clarity before those assets reach the shopper.

That changes the role of AI.

Instead of treating it purely as a content-generation engine, brands can begin to use it as part of an **operating system for creative decision-making.**

That distinction is important.

Generating 10,000 assets is not a strategy if 10,000 assets are released without adequate testing.

The real advantage comes from creating a repeatable process in which assets can be created, tested, improved and approved at scale.

### The future of AI in creative isn’t simply more output. It is better decisions about what gets released.

## From pack design to a glance-readable system

The biggest opportunity sits further upstream.

Most organisations still have different people responsible for different parts of the product experience.

Packaging may sit with one team.

Digital Commerce with another.

Retail media with another.

Social with another.

The product page may be owned by yet another group.

Each team can do its job well and still create a fragmented experience.

The shopper does not see those organisational boundaries.

They see one product.

That is why pack design should be treated as an upstream commercial decision, not simply a packaging decision.

The choices made on the pack influence how easily the product can be translated into a mobile-ready hero image. Those same choices influence what can be communicated in retail media, how easily a product can be recognised in an AI result and how effectively the brand can appear in social content.

The objective is not to make every execution identical.

It is to create a **connected visual system** in which the product remains recognisable and understandable as the environment changes.

That requires governance.

It requires testing.

And, importantly, it requires somebody to take responsibility for the experience beyond a single channel.

## What should brands test?

A practical Design for All 4 Shelves framework can start with five questions.

### 1. Is the product recognisable?

Does the digital representation still feel like the physical product?

GS1 places particular emphasis on maintaining recognisable design, shape and colour between the physical product and its Digital Pack.

### 2. Can the shopper understand the 4Ws?

Can they quickly establish **Who, What, Which and hoW much?**

If not, what information needs to be made more prominent?

### 3. Is the critical information glance-readable?

Can the information actually be perceived at the size and speed at which the shopper encounters it?

This is a different question from whether somebody can read it when the artwork is displayed at full resolution.

### 4. Does the visual hierarchy work in context?

Is the information presented in the order the shopper needs it?

Or is the design asking the shopper to work too hard?

### 5. Can the approach scale?

Can the same testing principle be applied across hundreds or thousands of assets, rather than relying on someone manually checking every image?

That final question is increasingly important.

A good creative test is useful.

A repeatable testing system is a capability.

## The future isn’t simply omnichannel. It’s about Winning on All 4 Shelves.

The shopper does not think in channels.

They think in needs.

They may notice a product in store, search for it later, see it in a retailer’s sponsored result, encounter an AI recommendation and then see somebody using it on social media.

From their perspective, these are not separate brand experiences.

They are different moments in the same journey.

That is why the next stage of Digital Commerce optimisation cannot be limited to better search rankings, better product descriptions or better photography in isolation.

The entire product system needs to work together.

The physical pack has to communicate.

The Digital Commerce image has to communicate.

The product page has to answer questions.

The retail media creative has to capture demand.

The LLM-facing content has to make the product understandable.

The social content has to earn attention quickly enough to create a next action.

And underneath all of it is a simple commercial requirement:

### Make the important thing understandable when it matters.

That is what glance readability really means.

## Design for every shelf. Test for every decision.

The industry has spent years optimising individual channels.

The next opportunity is to optimise the **decision.**

For the physical shelf, that means testing the pack at the distance at which the shopper actually makes a choice.

For Digital Commerce, it means treating mobile-first product imagery as the default rather than an afterthought.

For the LLM shelf, it means treating mobile-first product imagery as the default rather than an afterthought.

For retail media, it means treating the hero image as part of demand capture rather than simply another advertising asset.

For social commerce, it means communicating the proposition in glance readable titles before the thumb moves on.

### Design for every shelf. Test for every decision.

## Frequently Asked Questions

### Qs. 1 \| What is glance readability?

**Glance readability is the ability to recognise and understand important visual information quickly, at the size, distance and speed at which a person encounters it.**

For brands, this can include the product name, brand, variant, category, key benefit or pack size. It becomes particularly important when shoppers scan rather than deliberately read, such as on physical shelves, mobile Digital Commerce listings, retail media placements, AI product recommendations and social feeds.

### Qs. 2 \| Why does glance readability matter in Digital Commerce?

Digital Commerce often presents multiple products together on a small screen, which means shoppers can make decisions from relatively small product images.

A conventional pack shot may contain all the necessary information but still become difficult to interpret when reduced to thumbnail size. GS1’s Mobile Ready Hero Image guidance specifically addresses this problem, recommending that the 4Ws – Who, What, Which and hoW much – should be communicated clearly within the mobile shopping experience.

### Qs. 3 \| What are the 4Ws of a Mobile Ready Hero Image?

The GS1 4Ws are:

- **Who** – who is the brand?
- **What** – what is the product?
- **Which** – which variant is it?
- **hoW much** – how much product does the shopper receive?

They are intended to help shoppers identify and distinguish products quickly on a Digital Shelf.

### Qs. 4 \| What is a Mobile Ready Hero Image?

A **Mobile Ready Hero Image (MRHI)** is a digital representation of a physical product that is designed to remain recognisable in a small-screen Digital Commerce environment.

GS1’s guidance allows an MRHI to differ from a conventional pack shot, provided that the physical product’s key design, shape and colour remain recognisable and the relevant 4Ws are communicated.

### Qs. 5 \| Does glance readability only apply to Digital Commerce?

No.

The principle applies anywhere a person needs to recognise, understand or act on information quickly.

That includes packaging, point-of-sale material, retail media, in-store screens, Digital Commerce imagery, AI product recommendations, social commerce and short-form video.

The viewing environment changes, but the underlying communication challenge remains.

### Qs. 6 \| Why does product image testing matter?

Because an image can look effective during the approval process and behave differently in the environment where the shopper encounters it.

Product image testing can help assess whether important visual information remains sufficiently clear when the asset is viewed at the relevant scale and within the relevant context.

For mobile Digital Commerce, this means evaluating the image as part of the Digital Shelf rather than looking at the artwork in isolation. GS1 explicitly recommends evaluating MRHI objectives within the context of a Digital Shelf where multiple products appear together.

### Qs. 7 \| Is contrast enough to make an image glance-readable?

No.

Contrast is important, but readability can also be affected by text size, typography, visual complexity, hierarchy, placement and viewing scale.

WCAG 2.2 provides established minimum contrast requirements for text, including 4.5:1 for normal-sized text and 3:1 for large text.

For commercial product imagery, however, passing a contrast requirement should not automatically be treated as proof that the entire image communicates effectively.

### Qs. 8 \| What is APCA contrast?

APCA, or the Accessible Perceptual Contrast Algorithm, is a perceptual approach to evaluating contrast that considers aspects of how text and background combinations are perceived.

It can be useful as part of broader **product image readability** and visual testing, but it should not be presented as though it has replaced the established WCAG 2.2 contrast requirements. Brands should distinguish between current normative accessibility requirements and emerging or alternative perceptual testing methodologies.

### Qs. 9 \| Why does glance readability matter for LLM product discovery?

AI assistants can interpret product information and potentially surface products in response to natural-language questions. That makes clear product data, structured attributes and evidence-backed information increasingly important.

However, the shopper may still encounter the recommendation through a visual product card.

That means LLM product discovery has two related requirements: the product needs to be understandable to the AI system, and it needs to remain understandable to the human looking at the recommendation.

### Qs. 10 \| Why does glance readability matter in social commerce?

Social commerce is often experienced through fast-moving mobile feeds where the viewer can move past content almost instantly.

A product therefore needs to communicate its identity and proposition quickly. Text that is technically present but too small, low contrast, visually crowded or displayed for too little time may not perform its intended communication role.

The principle is simple: **being on screen is not the same as being understood.**

## Is your product built for every shelf?

The question for brands is no longer whether the product looks good in isolation.

It is whether the product continues to communicate when the shopper encounters it:

**from the aisle,**

**on the mobile screen,**

**inside a retail media placement,**

**within an AI recommendation,**

**or during a fast-moving social scroll.**

That is the challenge RHINO is designed to address: bringing measurable testing to the visual communication layer so brands can assess readability, contrast and clarity across the assets that increasingly shape product discovery.

**Because the future of commerce will not be won by creating more content.**

**It will be won by making the right information work, wherever the shopper sees it.**

**Design for every shelf. Test for every decision.**

**Explore [RHINO](https://weareneem.com/glance-readability-with-rhino/) →**

# Is Your Product Glance Readable Everywhere?

[Book Consultation](https://weareneem.com/contact/)

Use RHINO to test product image readability across every shelf, from physical packaging and Digital Commerce to LLM product discovery and social commerce.

**Categories:** Creative, dCOM, Rhino, Social Media

**Tags:** dCom, glance readability, Rhino

---

### [The Business Case for AI Application Modernisation: Costs, ROI and When to Modernise Legacy Applications](https://weareneem.com/business-case-ai-application-modernisation/)

**Published:** September 10, 2026
**Author:** Glyn Roberts

**Excerpt:** What does it really cost to keep a legacy application? Explore the business case for AI application modernisation, including legacy software costs, technical debt, modernisation ROI, operational risk and the business value of creating a more adaptable application foundation.

**Content:**

### *Most legacy applications do not fail overnight.*

They continue to run, support important business processes, and provide value to the organisation. But over time, they can become increasingly expensive to maintain and more difficult to change. **This is where [AI application modernisation](https://weareneem.com/ai-application-modernisation-legacy-innovation/) becomes a business consideration – not simply a technology decision.**

A feature that once took weeks may now take months. A seemingly simple integration can require significant development effort. Developers spend more time understanding dependencies and working around technical constraints. Users find that the application no longer supports the way they expect to work.

This creates a difficult question for business and technology leaders: **when does continuing to invest in an existing application make less financial sense than modernising it?**

The answer cannot be based on the cost of a modernisation programme alone.

A meaningful **application modernisation business case** needs to consider the full economics of the current platform including maintenance, technical debt, missed opportunities, operational risk and the organisation’s ability to respond to future requirements.

In other words, doing nothing has a cost too.

Our broader **AI Application Modernisation guide** looks at how organisations can approach modernisation, from assessing the existing application through to choosing the right delivery strategy.

**This article focuses on a different question: how do you build the business case for making that investment in the first place?**

![AI application modernisation showing how legacy systems, data silos and technical debt can be transformed through a modernised architecture We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/ChatGPT-Image-Sep-10-2026-at-04_54_42-PM.webp "AI Application Modernisation: From Legacy Systems to AI-Ready Applications - We Are Neem")

## Why “It Still Works” Is Not a Business Case for AI Application Modernisation

One of the easiest arguments for retaining a [legacy application](https://weareneem.com/ai-application-modernisation-legacy-innovation/) is also one of the least useful:

> **“But it still works.”**

Functional software can continue delivering its original purpose for years. The question is whether it can support what the business needs next.

There is an important difference between **functional** and **future-ready**.

An application may process transactions correctly while making it difficult to introduce new products, integrate with other systems, or respond quickly to customer feedback. It may provide the required information while forcing employees to navigate outdated workflows or rely on spreadsheets and manual processes alongside it.

This is where maintenance can begin competing with innovation.

If an increasing proportion of development capacity is being used to preserve existing functionality, there is less capacity available to build new capabilities. The business may still be investing in its technology, but increasingly that investment is maintaining the status quo rather than creating something new.

Development friction can also influence which ideas get pursued.

A product team may have a valuable feature in mind but decide against it because the technical effort appears disproportionate to the expected return. An integration that could improve a service may be delayed because the existing application is difficult to connect to. A customer experience improvement may remain on the roadmap because changing the underlying workflow is too risky.

The application hasn’t failed.

But it has started influencing business decisions.

That is an important point when considering **legacy application modernisation**. The question is not simply whether the current system continues to operate. It is whether it remains economically sensible as the platform through which the organisation delivers its future plans.

## The Hidden Costs Behind AI Application Modernisation

The direct costs of legacy software are usually relatively easy to identify.

There are maintenance contracts, infrastructure costs, support requirements, and development resources.

The less visible costs can be more significant.

![Software engineer reviewing legacy code and application architecture as part of AI application modernisation We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/ChatGPT-Image-Sep-10-2026-at-05_05_52-PM.webp "AI Application Modernisation: Reviewing Legacy Code and Application Architecture - We Are Neem")

### Developer productivity

Engineers working with a complex or poorly understood codebase often need more time to investigate dependencies, understand existing behaviour and assess the consequences of seemingly small changes.

That doesn’t necessarily mean the development team is less productive. It means more of their expertise is being consumed by the complexity of the existing platform.

Over time, this can reduce the capacity available for product development and innovation.

### Technical debt

Technical debt accumulates when earlier decisions, shortcuts and workarounds make future change more difficult.

Not all technical debt needs to be removed. Some of it may be entirely rational given the circumstances in which an application was originally built.

The problem comes when the cost of carrying that debt begins to outweigh the value of continuing with the existing platform.

At that point, technical debt becomes a business consideration rather than simply an engineering concern.

### Delayed product launches

If changes consistently take longer to deliver, opportunities can be delayed.

That might mean a new service reaches customers later, an internal process remains manual for longer, or a competitive opportunity is missed.

The financial impact will vary from organisation to organisation, but the principle is straightforward: **time has value.**

### Integration limitations

Modern businesses rarely operate through a single application.

They need to connect systems, data sources, services, and third-party capabilities.

Legacy applications can make these connections difficult where APIs are limited, data structures are inconsistent, or integrations depend on bespoke solutions.

Every additional integration can then introduce more complexity into an already difficult environment.

### Customer experience

Technology limitations are often visible to customers even when they aren’t visible in an IT budget.

Slow or cumbersome workflows, inconsistent interfaces, and limited digital capabilities can affect how customers perceive the organisation.

An application that technically performs its function may still create a poor experience.

### Operational risk

Older applications can also become harder to govern as security, accessibility, regulatory and operational requirements evolve.

The risk isn’t necessarily that something will fail tomorrow.

It is that the organisation has fewer straightforward options when requirements change.

### AI-readiness constraints

AI adds another consideration.

Some AI capabilities can be added to existing applications relatively easily. But deeper integration can depend on foundations such as well-structured data, reliable interfaces, appropriate permissions, and an architecture capable of supporting those capabilities.

###  

If those foundations are missing, an organisation may find that promising AI initiatives repeatedly become more complicated than expected.

The result is a broader cost equation:

**The cost of legacy software is not just what the organisation spends maintaining it. It is also what the organisation cannot do, or cannot do quickly enough, because of it.**

## When Does AI Application Modernisation Make Financial Sense?

**AI application modernisation makes financial sense when the cost and risk of continuing with the existing platform begin to outweigh the investment required to create a more adaptable one.**

There is no single financial threshold at which an application suddenly becomes too expensive to keep. The decision is more likely to emerge from a pattern of indicators.

### Maintenance effort is increasing

If more development capacity is being consumed by maintaining existing functionality, the balance between maintenance and innovation may be changing.

### New features are taking longer

If the effort required to deliver new capabilities continues to increase, the application may be creating an opportunity cost for the business.

### Integration is becoming difficult

If connecting the application to new services, platforms, or data sources requires increasing amounts of custom work, the existing architecture may be becoming a constraint.

### Architecture is limiting growth

An application may be technically stable but poorly suited to the scale, flexibility or capabilities the organisation now requires.

### AI initiatives are repeatedly blocked

If teams can identify valuable AI use cases but cannot implement them effectively because of data, integration, or architectural limitations, modernisation may need to form part of the AI strategy.

### User experience is falling behind expectations

When users increasingly rely on workarounds or external tools to complete tasks, the cost of maintaining the existing experience can extend beyond the technology team.

None of these indicators automatically means the application should be rebuilt.

They are signals that the organisation should assess the alternatives.

![Presenter explains an 'Application Modernisation Roadmap' slide to a seated team in a bright conference room with a city view outside the window, four steps shown: Assess, Plan, Modernise, Optimise. We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/ChatGPT-Image-Sep-10-2026-at-05_27_08-PM.webp "AI Application Modernisation Strategy: Rebuild, Refactor, Replace or Retain - We Are Neem")

## Rebuild, Refactor, Replace or Retain: Choosing the Right AI Application Modernisation Strategy?

**The right modernisation strategy depends on business value, technical risk and long-term economics – not simply on the age of the application.**

Application modernisation isn’t synonymous with rebuilding everything.

There are several possible strategies, and the appropriate choice depends on the condition of the platform and what the organisation needs it to do next.

![AI application modernisation strategy showing when to retain, refactor, replace or rebuild a legacy application We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/TL-Article-Preview-Banner-35.webp "AI Application Modernisation Strategy: Rebuild, Refactor, Replace or Retain - We Are Neem")

The application’s age is therefore only part of the decision.

A relatively old application may still be worth retaining if it performs well and supports the business.

Conversely, an application that isn’t particularly old may already be constraining growth.

The better question is:

**Which option gives the organisation the strongest combination of business value, technical resilience, and long-term flexibility?**

## How AI Changes the Business Case for Application Modernisation

AI application modernisation adds another dimension to the modernisation business case.

It can potentially reduce effort in parts of the modernisation process itself.

Engineering teams can use [AI-assisted development and testing](https://weareneem.com/development/) to explore unfamiliar codebases, trace dependencies, analyse application structures, create documentation, accelerate selected development tasks, and suggest test scenarios.

That can help teams understand and change complex applications more efficiently.

AI can also become part of the modernised product.

Depending on the business problem, that might include intelligent search, assisted reporting, automated analysis, workflow assistance, or other AI-enabled capabilities.

But AI should not be treated as a substitute for engineering judgement.

Architecture still needs to account for security, performance, scalability, integration, and future flexibility. Data needs to be understood and governed. AI-generated outputs need to be reviewed and tested.

The economics therefore aren’t simply about using AI to reduce development time.

They are also about what becomes possible when a modernised platform can support capabilities that were previously difficult to deliver.

That distinction is important.

**AI can accelerate parts of modernisation, but the business case still needs to be based on business outcomes.**

For organisations looking at the data foundations behind these capabilities, Neem’s [**Data Engineering & AI capability**](https://weareneem.com/data-ai-solutions/) provides a related area of expertise.

## Twinnedit – When Rebuilding Became the Better Business Decision

[Twinnedit](https://weareneem.com/our-work/ai-application-modernisation-case-study-twinnedit/) provides a practical example of how this decision can work.

The building assurance and safety-management platform was functional. The decision to modernise wasn’t driven by a catastrophic failure.

Instead, the existing platform was becoming increasingly constrained.

The user experience could be improved, while the underlying technology and data structures were making future development more difficult. There were also limitations around future AI functionality and potential third-party integrations.

The team therefore assessed the longer-term options and concluded that continuing with incremental improvements would produce diminishing returns.

A rebuild became the better business decision.

Neem worked with Twinnedit’s internal team for approximately six months, beginning with new UI and UX designs and focusing on how users actually needed to interact with the platform.

The resulting platform provided a stronger foundation for future development and enabled capabilities including AI-driven search and assisted safety case reporting.

The significance of the project isn’t simply that an application was rebuilt in six months.

It is that the decision to rebuild was connected to the future needs of the business.

The new platform created greater flexibility to improve the product, introduce new capabilities, and continue evolving without being constrained by the same underlying limitations.

You can explore the project in more detail in the **[Twinnedit case study](https://weareneem.com/our-work/ai-application-modernisation-case-study-twinnedit/)**.

## How to Build an AI Application Modernisation Business Case

A strong modernisation business case should compare the investment required to change the application with the cost, risk and lost opportunities associated with continuing as you are.

One simple way to structure that thinking is:

### Current cost → opportunity cost → technical risk → future requirements → modernisation investment → expected business value

![AI application modernisation business case showing the path from current costs and risks to modernisation investment and business value We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/TL-Article-Preview-Banner-36.webp "AI Application Modernisation Business Case: From Cost and Risk to Business Value - We Are Neem")

### 1. Current cost

Establish what the existing platform actually costs to operate and change.

Consider maintenance, development effort, infrastructure, support and other relevant costs.

### 2. Opportunity cost

Look beyond direct expenditure.

What features are being delayed? Which integrations aren’t being pursued? Where are teams relying on manual processes? What improvements are difficult to deliver because of the existing platform?

### 3. Technical risk

Assess the risks associated with continuing as you are.

Consider technical debt, unsupported technologies, security, resilience, scalability, data, and key-person dependencies.

### 4. Future requirements

Define what the business expects from the platform over the next several years.

This should include customer expectations, new services, integrations, data requirements, and relevant AI opportunities.

### 5. Modernisation investment

Evaluate the realistic investment required for the available options.

This might be a targeted refactor, component replacement, phased modernisation or complete rebuild.

### 6. Expected business value

Finally, consider what the chosen approach enables.

That might include faster development, improved user experience, lower operational friction, new revenue opportunities, greater scalability, reduced risk, or the ability to introduce new capabilities.

This framework doesn’t produce a universal ROI calculation.

Instead, it helps leadership teams compare the economics of different choices using information that matters to their organisation.

That is a more useful way to think about **modernisation ROI** than applying a generic percentage to a complex technology programme.

## Frequently Asked Questions

### Qs. 1 \| Is application modernisation worth the investment?

AI application modernisation can be worth the investment when the cost and risk of continuing with the existing platform begin to outweigh the benefits of retaining it. The assessment should consider maintenance costs, technical debt, delayed opportunities, operational risk, future requirements, and the business value enabled by a modernised platform.

### Qs. 2 \| How do you calculate the ROI of application modernisation?

There is no universal ROI calculation. A useful starting point is to compare the current cost of the application and the opportunity cost of its limitations with the investment required to modernise it and the expected business value of doing so.

### Qs. 3 \| When should you rebuild rather than refactor a legacy application?

A rebuild may make more sense when multiple areas of the application – such as architecture, UX, data, integrations and maintainability – are constrained, and targeted changes would not address the underlying problems. Refactoring can be more appropriate when the core architecture remains viable, and specific components are causing friction.

### Qs. 4 \| Can AI reduce the cost of application modernisation?

AI can accelerate selected modernisation activities, including code exploration, documentation, development and testing. However, it does not remove the need for experienced engineering, architecture, security, governance, and quality assurance. The business case should consider both potential delivery efficiencies and the new capabilities the modernised platform enables.

### Qs. 5 \| How long does application modernisation take?

There is no standard timeframe. Duration depends on application complexity, code quality, integrations, data migration, UX requirements, security considerations, and the scope of the modernisation. Twinnedit’s platform, for example, was rebuilt over approximately six months, but that should be treated as a project-specific example rather than a standard benchmark.

### The Business Case Is About More Than the Application

The strongest argument for [AI application modernisation](https://weareneem.com/development/) is rarely that an application has become old.

It is that the application is becoming an increasingly poor fit for the business that depends on it.

Continuing to invest in an existing platform can absolutely be the right decision. Modernisation isn’t automatically the answer, and rebuilding isn’t automatically better.

But the decision should be made deliberately.

If maintenance is increasing, innovation is slowing, integrations are becoming harder, and future requirements are increasingly difficult to support, then the organisation should understand what those constraints are costing.

That is the real modernisation ROI question.

Not simply:

> **“How much will modernisation cost?”**

But:

> **“What will it cost us if we don’t?”**

# Ready to assess your options?

[Book Consultation](https://weareneem.com/contact/)

Neem’s Application Modernisation Discovery Session can help organisations assess their existing application, understand the constraints and explore the most appropriate path forward – whether that means retaining, refactoring, replacing or rebuilding.

**Categories:** Development

**Tags:** Application Development, Application Modernisation

---

### [Product Image Testing: How to Improve Mobile Readability](https://weareneem.com/product-image-testing-mobile-readability/)

**Published:** September 8, 2026
**Author:** Oliver Bradley

**Excerpt:** Product image testing helps brands understand whether critical text remains readable when product images appear as small mobile thumbnails. Discover how mobile readability testing, OCR, APCA and CamCAST can help teams objectively assess product image readability and optimise digital shelf content.

**Content:**

Product images are designed to sell.

They introduce the product, communicate key information and help shoppers decide whether an item is worth exploring further. But the way those images are created and reviewed is often very different from the way shoppers actually experience them.

A creative team may review an image on a large, high-resolution monitor.

A shopper may encounter the same image as a small thumbnail on a smartphone, alongside several competing products.

That difference in viewing conditions can have a significant impact on how easily critical information can be read.

A product image can look perfectly clear during the design process and still become difficult to read when displayed at the size and scale used on a digital shelf.

This is why product image testing needs to consider the environment in which shoppers actually encounter the content.

The question is not simply:

> **“Does the image look clear?”**

It is:

> **“Can the critical text within the image potentially be read at a glance when displayed in a mobile shopping environment?”**

![Infographic explaining why glance readability matters in product image testing, showing how mobile viewing affects product image readability, shopper understanding, confidence and conversion. We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/Why-Glance-Readability-Matters-2-scaled.webp "Why Glance Readability Matters for Product Image Testing - We Are Neem")

## Why Product Images Need Mobile Readability Testing

Mobile commerce has changed the way shoppers interact with product imagery.

Consumers increasingly browse products on smartphones, where screen space is limited and product images are often displayed at relatively small sizes.

On a product listing page, shoppers may scroll rapidly through multiple products, comparing packaging, product names, variants, sizes and benefits.

They rarely have the time or inclination to stop and study every image.

This creates a particular challenge for brands.

The information contained within a product image needs to remain sufficiently readable when the image is encountered at the scale and viewing conditions that shoppers actually experience.

A product image might contain:

- **Brand**
- **Product type**
- **Variant**
- **Size or pack count**
- **Key benefit**

If critical text becomes difficult to distinguish when the image is reduced to mobile size, the image may fail to communicate important information even if the overall design remains visually attractive.

### Mobile readability testing provides a way to identify these potential problems before assets are published.

## What Should You Test in a Product Image?

Product image testing should look beyond whether the image appears visually appealing.

Several measurable characteristics can influence the potential readability of text within an image.

### 1. Text Character size

Character size is one of the most important considerations.

When an image is reduced to thumbnail size, the apparent height of every character decreases.

Text that looks comfortably readable on a desktop monitor may therefore become difficult to distinguish on a smartphone.

Testing character size provides an objective way to identify text that may struggle to remain readable at its intended display size.

### 2. Contrast

Text also needs to be sufficiently distinguishable from its background.

Poor contrast can make even relatively large characters difficult to distinguish, particularly when text is placed over photography, packaging or complex visual elements.

RHINO uses the **Advanced Perceptual Contrast Algorithm (APCA)** alongside other image measurements to assess text contrast.

Contrast should not be considered independently from character size. A small character with strong contrast may present a different readability challenge from a larger character with weak contrast.

### 3. Font weight or Stroke Thickness

Font weight is another characteristic that can influence potential readability.

Text that is extremely light may become harder to distinguish when displayed at a smaller size, while heavier text can present a stronger visual form.

Testing font weight alongside character size and contrast provides a more complete assessment than relying on a single design rule.

Even when the foreground colour remains unchanged, variations in the background can alter how clearly the text is distinguished.

### 4. Text presentation

Product images can contain uppercase text, lowercase text and numerals.

These different forms of text can perform differently under glance-reading conditions.

A robust testing approach therefore considers whether text is presented as uppercase, lowercase or numerals rather than treating all characters as equivalent.

## Why reviewing at Mobile Size Matters

One of the most common mistakes in product image approval is evaluating the asset at the wrong scale.

A designer might open a 2000-pixel image on a large monitor and see text that appears perfectly readable.

The shopper does not necessarily experience the image that way.

The same asset may appear as a much smaller representation within a product listing.

![Mobile shopping example showing product image testing conditions, including a small product thumbnail, competing products, rapid scrolling and limited time to understand product information. We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/TL-Article-Preview-Banner-29.webp "Product Image Testing: What Shoppers See on Mobile - We Are Neem")

As the image shrinks:

> **Characters become smaller.
> Fine details become harder to distinguish.
> Contrast problems can become more noticeable.
> Text can compete with other visual elements.
> Critical information can become difficult to recognise quickly.**

This means that reviewing an image at its original design scale does not necessarily tell you how it will perform when encountered by a shopper.

The viewing condition matters.

Testing therefore needs to consider the intended display environment rather than relying solely on the size at which the creative team happens to review the original asset.

## Manual vs Automated Product Image Testing

Manual review has an important role in creative production.

Designers and brand teams need to assess whether an image is visually compelling, consistent with brand guidelines and appropriate for the product.

But manual review becomes less reliable when the question is specifically about potential readability at scale.

![RHINO product image testing interface showing automated glance readability analysis of product image text, including contrast, text size and pass or fail results for mobile viewing. We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/TL-Article-Preview-Banner-30.webp "Automated Product Image Testing for Mobile Glance Readability - We Are Neem")

### **Manual testing**

A manual process might involve:

1. Opening the image.
2. Reducing it to an approximate mobile size.
3. Inspecting the critical text.
4. Checking whether it appears sufficiently clear.
5. Making subjective recommendations.
6. Repeating the process for every asset.

This can work for a small number of images.

However, it becomes difficult to maintain consistency across hundreds or thousands of assets.

Different reviewers may reach different conclusions.

The same reviewer may also assess an image differently depending on familiarity with the content.

### Automated testing

RHINO AI-powered image analysis provides a more consistent approach.

Instead of relying entirely on visual judgement, automated systems can identify text within an image and measure characteristics that influence potential readability.

RHINO uses **Optical Character Recognition (OCR)** to detect text within product imagery.

It can then analyse characteristics including:

- Character size
- Font weight
- Contrast testing of text vs. background
- Uppercase, lowercase or numerals

These measurements can be evaluated consistently across large image libraries.

The purpose is not to replace creative review.

It is to provide objective evidence that complements creative judgement.

## How RHINO AI Can Analyse Product Images

Automated product image testing typically begins by identifying the text contained within an image.

This is where **Optical Character Recognition (OCR)** plays an important role.

OCR allows text within imagery to be detected automatically rather than requiring someone to manually identify every word.

Once text has been identified, the image can be assessed against measurable characteristics.

For example:

### Step 1: Detect the text

OCR identifies words and short phrases within the image.

### Step 2: Measure character size

The system assesses the size of the characters within the image.

### Step 3: Analyse text characteristics

The assessment can consider font weight, foreground colour, background colour and text presentation.

### Step 4: Assess contrast

The relationship between foreground and background can be evaluated using APCA.

### Step 5: Interpret the measurements

The measured characteristics can then be considered against relevant experimental evidence from the Cambridge Contrast And Size Tests (CamCAST).

This moves the process from simply asking whether text “looks readable” towards an assessment grounded in measurable characteristics and experimental evidence.

### The Role of APCA in Product Image Testing

Contrast is an important part of product image readability.

Text can become difficult to distinguish when it is placed over backgrounds with insufficient contrast or significant visual complexity.

RHINO uses the **Advanced Perceptual Contrast Algorithm (APCA)** as part of its image assessment methodology.

APCA provides a perceptual approach to evaluating the relationship between foreground and background colours.

This is particularly relevant to digital commerce imagery, where text may appear over:

- Product photography
- Packaging
- Coloured backgrounds
- Gradients
- Lifestyle imagery
- Other visually complex areas

However, contrast should not be treated as a standalone measure of glance readability.

Character size, font weight and text presentation also contribute to the potential readability of the text.

For a deeper explanation of APCA and its role in product imagery, see:

**What Is APCA Contrast and Why Does It Matter for Product Images?**

## The Role of CamCAST and PGI

#### Objective product image testing becomes more meaningful when measurements can be interpreted using experimental evidence.

The **Cambridge Contrast And Size Tests (CamCAST)** provide experimental data relating factors such as character size, contrast, font weight and text presentation to glance readability under controlled conditions.

RHINO uses the relevant CamCAST evidence when assessing text within digital imagery.

The methodology can also express potential readability through **Potential Glance Inclusion (PGI)**.

PGI is an estimate of the proportion of UK adults who could potentially read specified handheld text at a glance under the conditions represented by the calculation.

Importantly, PGI measures **potential readability, not comprehension**.

It does not guarantee that someone will notice, successfully read, understand or act on the information.

For a detailed explanation of PGI and how it relates to CamCAST and RHINO:

**What Is Potential Glance Inclusion (PGI) and How Is It Calculated?**

![Product image testing workflow showing how AI uses OCR to identify image text, measure text size, contrast and font weight, and combine APCA with CamCAST research to assess glance readability. We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/TL-Article-Preview-Banner-31.webp "How AI-Powered Product Image Testing Measures Glance Readability - We Are Neem")

## A Practical Product Image Testing Workflow

#### For brands managing large digital image libraries, product image testing can be incorporated into the existing content workflow. 

### Step 1: Identify the critical information

Determine which words within the image are important to product identification or understanding.

This could include the brand, product type, variant, size or key benefit.

### Step 2: Consider the intended display environment

Assess the image in the context in which shoppers will encounter it.

For mobile commerce, this means considering how the image appears when reduced to an appropriate mobile or thumbnail display size.

### Step 3: Detect the text

Use OCR or another image-analysis method to identify text within the image.

### Step 4: Measure the relevant characteristics

Assess:

- Character size
- Font weight
- Foreground colour
- Background colour
- Text presentation
- Contrast

### Step 5: Interpret the measurements

Use relevant experimental evidence, including CamCAST, to understand the potential readability of the measured text.

### Step 6: Identify assets that require optimisation

Where the assessment indicates potential readability issues, creative teams can review the design and determine whether changes are appropriate.

This could involve:

- Increasing character size
- Adjusting contrast
- Increasing font weight
- Simplifying the background, removing noise or gradients
- Changing the text treatment, e.g. not using handwritten typefaces.
- Reducing competing visual elements

### Step 7: Retest the revised asset

Testing should form part of an iterative process.

The objective is not simply to identify an issue.

It is to provide evidence that can help teams make better design decisions and then assess the revised asset consistently.

## What Should Brands Do When an Image Performs Poorly?

A poor glance readability assessment should not automatically mean that an image needs to be redesigned from scratch.

Instead, it should prompt a closer examination of the specific characteristics affecting the text.

For example, if character size is the main issue, increasing the text size may help.

If contrast is the issue, changing the foreground text colour or background colour may improve distinction.

If a photograph is competing with the text, simplifying the area behind the text may provide a clearer visual field.

If several elements are competing for attention, reducing unnecessary information may help the critical message stand out.

The appropriate solution will depend on the design and brand requirements.

The value of objective testing is that it gives creative teams **evidence to investigate**, rather than simply telling them that an image “doesn’t look clear”.

## From Product Image Testing to Digital Shelf Optimisation

Product image testing should not exist in isolation.

Digital commerce teams already evaluate multiple aspects of digital shelf performance, including:

- Search visibility
- Product content
- Product titles
- Pricing
- Ratings and reviews
- Availability
- Images
- Conversion

Image readability adds another dimension to this ecosystem.

A product can be visible without being understandable.

It can attract attention without communicating its critical information.

It can meet brand guidelines while still presenting text that is difficult to read at mobile scale.

Testing helps brands identify this potential gap.

The broader objective is to make product content work harder within the limited time and space available on the digital shelf.

## Why Automated Testing Matters at Scale

Manual review becomes increasingly difficult as the number of product assets grows.

A retailer or manufacturer may manage thousands of images across:

- Multiple brands
- Product categories
- Retailers
- Marketplaces
- Countries
- Campaigns

Reviewing every image manually is time-consuming.

It can also introduce inconsistency.

AI-powered assessment allows organisations to apply the same measurement process across large image libraries.

This can help teams:

- Identify potential issues more quickly.
- Compare assets using consistent criteria.
- Prioritise images for review.
- Establish more objective quality-assurance processes.
- Monitor image quality across large catalogues.

The role of automation is therefore not to replace designers.

It is to make objective assessment practical at the scale required by modern digital commerce.

## Product Image Testing Should Reflect the Shopper Experience

The most useful image test is not necessarily the one that is easiest for the design team to perform.

It is the one that most closely represents the conditions under which the shopper encounters the content.

> **That means considering:
> Where will the image appear?
> How large will it be?
> How quickly will the shopper encounter it?
> What information needs to be read?**

Can that information potentially be read under those conditions?

These questions shift product image testing from a purely creative exercise towards an evidence-based evaluation of digital shelf content.

![Product image testing example showing a designer reviewing a product image on a large desktop screen, highlighting the difference between the designer’s view and the shopper’s mobile viewing experience. We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/TL-Article-Preview-Banner-32.webp "Product Image Testing: The Designer’s View vs the Shopper’s View - We Are Neem")

## The Shopper Doesn’t See What Your Designer Sees

Product imagery has become one of the most important forms of communication on the digital shelf.

But the way brands create and review images does not always reflect the way shoppers encounter them.

A large image reviewed on a desktop monitor may become a small thumbnail on a smartphone. Critical text that looks perfectly clear during creative approval can become difficult to distinguish when the image is reduced.

**Product image testing helps identify this gap.**

By measuring characteristics such as character size, contrast, font weight, foreground and background colour and text presentation, brands can assess potential readability more objectively.

OCR and AI-powered image analysis make it possible to automate these measurements across large image libraries, while experimental evidence from CamCAST provides a basis for interpreting them.

PGI can then provide an estimate of the proportion of UK adults who could potentially read specified handheld text at a glance under the conditions represented by the calculation.

The goal is not to replace creative judgement.

It is to give creative, ecommerce and digital shelf teams better evidence with which to make decisions.

Because on a mobile-first digital shelf, **an image that looks readable to the design team is not necessarily an image that has been objectively tested for the way shoppers actually encounter it.**

**Read next: How Brands Measure Glance Readability: A Complete Guide for Digital Commerce Teams**

# Make Product Image Testing Measurable. Before It Reaches Your Digital Shelf.

[Book Consultation](https://weareneem.com/contact/)

Use RHINO to test the glance readability of your ecommerce imagery, identify where critical information may be difficult to read, and build objective image testing into your content workflow.

**Categories:** dCOM, Rhino

**Tags:** dCom, glance readability, Rhino

---

### [Why Public Sector Digital Transformation Is About More Than Technology](https://weareneem.com/insights-why-public-sector-digital-transformation-is-about-more-than-technology/)

**Published:** September 8, 2026
**Author:** Chris Telfer

**Excerpt:** Digital transformation in the UK public sector is about more than implementing new technology. From legacy systems and fragmented data to cybersecurity, skills and citizen expectations, organisations face interconnected challenges that require a practical, outcome-led approach. Explore the key challenges and the opportunities they create for building better, more resilient public services.

**Content:**

### Digital transformation in the public sector is often framed as a technology challenge.

![UK public sector professionals collaborating on digital transformation across connected digital systems, data and public services We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/Gemini_Generated_Image_3kw9sn3kw9sn3kw9.webp "Digital Transformation in the UK Public Sector - We Are Neem")

Move applications to the cloud.

Replace legacy systems.

Introduce AI.

Build a new digital service.

All of these can be important. None, on their own, constitutes transformation.

For government organisations, healthcare providers, local authorities and other public bodies, **public sector digital transformation is fundamentally a systems and process challenge**. Technology has to work alongside people, data, workflows, governance and service design to deliver meaningful outcomes.

A modern application that still relies on duplicated data entry is not delivering its full potential.

A cloud migration that simply moves an inefficient process from on-premise infrastructure to the cloud has not necessarily transformed the service.

An AI solution built on inaccurate or disconnected data can create more problems than it solves.

And a technically sophisticated citizen service that is difficult to access or understand has not achieved its intended outcome.

The real question is therefore not:

> **What technology should we implement?**

It is:

> **What needs to change, and how can technology help deliver that change safely, sustainably and measurably?**

That distinction sits at the heart of effective digital transformation in the UK public sector.

## What is public sector digital transformation

### Public sector digital transformation is the use of technology, data, modern architectures and improved processes to make public services more efficient, secure, interoperable and responsive to the needs of users and citizens.

It goes beyond digitising an existing process.

Transformation looks at how an organisation operates as a whole: how information moves, how systems interact, how people work, how citizens access services and how decisions are made.

That means a successful **public sector digital transformation strategy** needs to consider several connected areas:

- Citizen expectations and service experience
- Legacy technology and technical debt
- Data quality and interoperability
- Process automation
- Cloud and modern architecture
- Cyber resilience and security
- Governance and delivery risk
- Workforce capability
- AI and emerging technologies
- Measurable organisational and citizen outcomes

The strongest transformation programmes do not treat these as separate technology projects.

They consider how they fit together.

![Public sector digital transformation connecting people, processes, data and technology to deliver better outcomes We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/image-6.webp "Public Sector Digital Transformation: People, Processes, Data and Technology - We Are Neem")

## Why technology alone does not deliver transformation

Technology can create new possibilities, but it does not automatically improve the way an organisation operates.

Consider a public service where an employee receives information through one application, manually enters it into another, checks a third system for additional information and then sends an email to another department.

Introducing a new front-end application may make the service look more modern.

But if the underlying data flows remain unchanged, much of the inefficiency remains.

The transformation opportunity lies in connecting the **systems, data and workflows behind the service.**

This is why public sector modernisation needs to look beyond individual applications.

### Transformation needs to connect five things

**\#People**

Users, employees, operational teams, technology teams and citizens all experience a service differently. Their needs and behaviours need to inform the transformation.

**\#Processes**

The organisation needs to understand how work actually happens, not simply how it is documented.

**\#Data**

Information needs to be accurate, accessible and able to move securely between the systems and people that need it.

**\#Technology**

Applications, architectures, integration layers and infrastructure need to support the desired operating model.

**\#Governance**

Transformation needs appropriate oversight around security, risk, policy, investment, delivery and accountability.

When these elements are considered together, technology becomes an enabler of organisational change rather than the objective itself.

## The first challenge: modernising legacy systems without disrupting services

Legacy technology remains one of the most significant barriers to **government digital transformation.**

Many public sector organisations depend on applications that have evolved over years or even decades. These systems may still perform essential functions, but they can be difficult to integrate, expensive to maintain and increasingly constrained by technical debt.

That creates a difficult choice.

Do you replace the system entirely?

Or do you find a way to modernise it while continuing to deliver the service?

The answer will depend on the organisation, the application, its criticality, dependencies, security requirements and the value that modernisation is expected to create.

A complete replacement is not always necessary.

![UK public sector legacy systems being modernised alongside digital services to support continuous service delivery We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/Gemini_Generated_Image_rntposrntposrntp.webp "Legacy Systems Modernisation in the UK Public Sector - We Are Neem")

### Modernisation can happen incrementally

Organisations can improve existing technology foundations through approaches such as:

- API-enabling legacy applications
- Introducing integration and middleware layers
- Modernising data layers
- Replatforming selected components
- Moving suitable applications to cloud infrastructure
- Componentising larger applications
- Introducing new digital services around existing systems
- Replacing individual capabilities rather than an entire estate

This approach can improve application interoperability while reducing the disruption associated with a single large-scale replacement.

It also creates an opportunity to deliver value progressively.

Instead of waiting several years for a new platform to be completed, organisations can improve individual workflows, services and user experiences as the transformation progresses.

### Interoperability is often more important than replacement

One of the most important principles in public sector digital transformation is that **systems do not necessarily need to be replaced to work better together.**

A legacy application may continue to provide an important business function while modern APIs, integration services or middleware allow it to participate in a wider digital ecosystem.

This can improve:

- Information flow between applications
- Data accuracy
- Workflow efficiency
- Cross-department collaboration
- Service responsiveness
- Decision-making
- Citizen experiences

For example, where users previously have to re-key information between systems, an automated data flow can allow information to move between applications without repeated manual intervention.

That reduces workload and creates fewer opportunities for error.

More importantly, it changes the underlying process rather than simply giving the user a newer interface.

This is why **systems integration and application interoperability should be considered part of public sector modernisation**, not as separate technical activities.

### The second challenge: designing around citizens, not organisational structures

Public sector organisations are often structured around departments, responsibilities and systems.

Citizens do not experience services that way.

A citizen may think about getting a licence, accessing healthcare, applying for support or updating their details.

They generally do not think about which department owns each stage of the process or which underlying application stores their information.

This creates an important principle for **citizen-centred digital services**:

> **Design the service around the outcome the user needs, rather than the internal process the organisation currently follows.**

That can mean reducing the number of forms a citizen completes, avoiding repeated requests for information, providing clearer status updates or allowing information to move securely between connected services.

The objective is not simply to create a better website.

It is to make the underlying service easier to navigate and more effective.

### Accessibility and digital inclusion must be designed in

A digital service cannot be considered successful simply because it works technically.

It needs to work for the people who depend on it.

Public sector digital services therefore need to consider:

- Accessibility
- Different devices and channels
- Digital confidence
- Connectivity
- Assistive technologies
- Different user needs and behaviours
- Non-digital alternatives where appropriate

Device-independent services can support citizens and increasingly mobile workforces across different environments.

Accessibility should be considered from the beginning of service design rather than treated as a final compliance exercise.

The same principle applies to digital inclusion.

Digital transformation should remove barriers to services, not create new ones.

## The third challenge: connecting data across the organisation

#### Data is often described as the foundation of digital transformation.

But having large quantities of data does not necessarily mean an organisation has useful information.

Data may be:

- Held in separate systems
- Duplicated across departments
- Inconsistent
- Difficult to access
- Manually transferred
- Poorly validated
- Structured differently across applications

This creates a significant barrier to data-driven decision-making.

A modern digital transformation strategy therefore needs to consider the complete data lifecycle.

![Public sector professionals analysing data dashboards to support data-driven decision-making and digital transformation We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/executive-manager-modern-office-engaged-infographics-analysis-scaled.webp "Data-Driven Decision-Making in Public Sector Digital Transformation - We Are Neem")

### From citizen to decision

Information may originate with a citizen, employee or external organisation.

It may then pass through several applications and processes before reaching a central repository or decision-maker.

Every manual hand-off creates an opportunity for:

- Delay
- Duplication
- Error
- Inconsistency
- Lost information
- Additional administrative workload

Improving these information pathways can therefore deliver value without necessarily replacing every underlying application.

## AI is only as effective as the environment around it

AI is increasingly becoming part of the public sector transformation conversation.

It can support activities including:

- Data processing
- Document classification
- Workflow automation
- Reporting
- Triage
- Information retrieval
- Decision support
- Citizen service navigation

But AI should not be treated as a standalone answer to transformation.

A useful AI capability requires an environment where:

> **Data is trusted.
> Processes are understood.
> Systems can exchange information.
> Governance is established.
> Security is designed in.
> Human oversight is appropriate.**

Without these foundations, AI can simply automate an inefficient process or produce insights from poor-quality information.

This is why AI in government needs to be considered within a wider digital transformation strategy.

The question should not simply be:

> **“Where can we use AI?”**

It should be:

> **“Where can AI create measurable value within a process that is ready to support it?”**

## Cloud migration is an enabler, not the end goal

Cloud migration is another area where transformation can become overly technology-focused.

Moving an application from on-premise infrastructure to the cloud can provide benefits around infrastructure management, scalability, security and commercial flexibility.

But migration alone does not necessarily transform the application or service.

The more valuable question is:

> **What does the organisation want to be able to do differently once the application is running in a modern environment?**

A well-designed cloud architecture can provide a stronger foundation for applications to evolve.

It can support:

- More flexible infrastructure
- Scalable digital services
- Modern integration
- Application enhancement
- Emerging technologies
- Improved operational management
- New consumption-based models

The opportunity is therefore not simply cloud migration.

It is using modern architecture to create a platform that can continue to evolve.

![Cybersecurity and data protection built into digital transformation through secure connected technology We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/TL-Article-Preview-Banner-24.webp "Cyber Resilience in Public Sector Digital Transformation - We Are Neem")

## Cyber resilience needs to be built into transformation

Public sector organisations hold highly sensitive information and operate services that citizens depend upon.

Security therefore cannot be added at the end of a transformation programme.

It needs to influence architecture, integration, data management, application development and operational processes from the beginning.

Transformation programmes should consider:

- Security architecture
- Access and identity
- Data protection
- Supply-chain considerations
- Application security
- Infrastructure resilience
- Monitoring
- Incident response
- Appropriate governance and assurance

The objective is not to choose between innovation and security.

### Good transformation should strengthen both.

Modern architectures can provide opportunities to improve security and resilience while creating greater flexibility for future change.

## Governance is what keeps transformation aligned

Transformation involves difficult decisions.

> **Which systems should be modernised first?
> Which risks are acceptable?
> What should be delivered now?
> What should wait?
> Where should AI be used?
> How should data be shared?
> What needs to remain under human control?**

These are not purely technical decisions.

They require organisational, operational and governance perspectives.

Effective governance creates the framework within which these decisions can be made.

It should provide clarity around:

- Decision-making
- Accountability
- Security
- Risk
- Delivery
- Stakeholder involvement
- Change control
- Expected outcomes

But governance should also be proportionate.

The objective is not to create layers of approval that prevent delivery.

It is to ensure transformation remains aligned with the organisation’s objectives and the needs of its users and citizens.

## A better model for public sector transformation

If technology is only one part of transformation, how should organisations approach it?

A useful starting point is to treat transformation as a continuous cycle rather than a single technology programme.

Neem’s approach follows four core stages:

**Discover**

Understand the organisation’s challenges, stakeholders, existing technology, processes, data and objectives before committing significant investment.

Discovery reduces the risk of building the wrong thing.

**Design**

Develop a practical solution architecture and user experience that addresses the identified challenge and remains aligned with organisational outcomes.

Design reduces the risk of building it the wrong way.

**Deliver**

Implement the agreed solution through iterative development, testing, stakeholder validation, release management and operational support.

Delivery reduces the risk of the solution not working as intended.

**Optimise**

Measure performance, usage, cost, efficiency and benefits, then use those insights to identify further improvements.

Optimisation reduces the risk of the solution stopping being valuable over time.

And then the cycle begins again.

**Discover → Design → Deliver → Optimise → Discover**

This is particularly important in public sector environments because organisational, user and citizen needs do not remain static.

## Measuring transformation by outcomes, not technology

One of the easiest ways to lose sight of the purpose of transformation is to measure what has been delivered rather than what has changed.

A programme can deliver:

- A new application
- A cloud migration
- An AI capability
- An integration platform
- A redesigned website

and still fail to deliver meaningful organisational value.

The more useful measures relate to outcomes.

**Operational outcomes**

- • Reduced manual workload
- • Faster processing
- • Fewer errors
- • Increased throughput
- • Reduced support demand
- • Better use of skilled staff

**Citizen outcomes**

- Easier access to services
- Reduced waiting times
- Fewer repeated requests for information
- Improved accessibility
- Better service satisfaction
- Greater transparency

**Organisational outcomes**

- Lower operational cost
- Better use of existing technology
- Improved resilience
- Greater scalability
- Better data quality
- Faster decision-making

The purpose of transformation is therefore not simply to reduce cost or introduce new technology.

It is to create **additional capacity and value** that can be reinvested into better services, better outcomes and continued innovation.

![Six factors for setting digital transformation priorities in the UK public sector: risk, value, dependencies, technical debt, feasibility and people We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/TL-Article-Preview-Banner-25.webp "How UK Public Sector Organisations Can Prioritise Digital Modernisation - We Are Neem")

## What should public sector organisations modernise first?

There is no universal answer.

The oldest system is not necessarily the highest priority.

Instead, organisations should consider a combination of:

### Risk

Which systems present the greatest security, resilience or compliance concerns?

### Value

Which systems or processes most constrain service improvement, productivity or citizen experience?

### Technical debt

Which components are becoming increasingly difficult or expensive to maintain?

### Dependencies

Which applications, data and processes are connected, and what would happen if one changed?

### User impact

Which areas create the greatest friction for employees or citizens?

### Feasibility

Where can the organisation deliver meaningful improvement without creating unacceptable operational disruption?

This creates a much stronger basis for a **public sector digital transformation strategy** than simply deciding to replace the oldest technology first.

## The real objective of public sector digital transformation

The ultimate objective is not to have newer technology.

It is to create organisations that can deliver better outcomes and continue to evolve.

That means:

- Systems that work together
- Data that can be trusted
- Processes that do not depend unnecessarily on manual intervention
- Services designed around users and citizens
- Technology that can evolve
- Security and resilience built into the architecture
- Governance that supports responsible decision-making
- Teams equipped to use new capabilities effectively

Technology provides the foundation.

But transformation happens when that technology changes how an organisation works and improves the experience and outcomes it delivers.

For public sector organisations, this distinction matters.

The pressure to modernise is unlikely to disappear. Legacy systems will continue to create constraints, citizen expectations will continue to evolve, data will become increasingly important, and AI will create new opportunities.

The organisations that benefit most will not necessarily be those that adopt the most technology.

They will be those that understand **where technology can create the greatest measurable value – and transform around that opportunity.**

## Frequently Asked Questions

### Qs. 1 \| What is public sector digital transformation?

Public sector digital transformation is the use of technology, data, modern architectures and improved processes to make public services more efficient, secure, interoperable and responsive to users and citizens. It involves changing how organisations operate rather than simply introducing new technology.

### Qs. 2 \| Why is digital transformation important for government organisations?

Digital transformation can help government organisations improve productivity, manage technical debt, strengthen cyber resilience, improve interoperability and deliver more accessible and efficient services to citizens.

### Qs. 3 \| Does public sector digital transformation require replacing legacy systems?

No. Organisations can often modernise legacy systems incrementally through APIs, integration layers, data modernisation, replatforming, componentised replacement and other approaches. The appropriate strategy depends on risk, value, dependencies, technical debt and service requirements.

### Qs. 4 \| What role does AI play in public sector transformation?

AI can support automation, data processing, reporting, triage, information retrieval and decision support. However, successful public sector AI adoption also requires trusted data, appropriate governance, security, human oversight and clearly defined outcomes.

### Qs. 5 \| How can public sector organisations reduce transformation risk?

Organisations can reduce risk by investing in discovery, understanding dependencies, designing before building, delivering incrementally, testing continuously, involving stakeholders and measuring outcomes throughout the transformation lifecycle.

## How Neem approaches public sector digital transformation

Neem works with organisations to understand their current technology and process landscape, identify opportunities for improvement, assess technical and delivery risks, and develop practical pathways towards transformation.

Neem has a comprehensive methodology that addresses the questions raised earlier.

The outcome of the Discovery exercise will therefore address the five key elements that will feed into a more effective Design phase:

1. People
2. Processes
3. Data
4. Technology
5. Governance.

From legacy modernisation and application interoperability to citizen-centred services, data and AI, cloud architecture and agile delivery, the focus is on creating technology foundations that can evolve with changing organisational and citizen needs.

# Planning your next digital transformation initiative?

[Book Consultation](https://weareneem.com/contact/)

Start by understanding where you are today, where the greatest opportunities lie and what needs to change before committing significant investment.

**Categories:** Public Sector

**Tags:** Digital Transformation, Public Sector

---

### [EN 301 549 V4.1.1 Is Now Published: What It Means for Digital Commerce](https://weareneem.com/en-301-549-v4-1-1-ecommerce-accessibility/)

**Published:** September 2, 2026
**Author:** Oliver Bradley

**Excerpt:** EN 301 549 V4.1.1 is now published. For ecommerce teams, accessibility has moved from preparation to action. Discover what the updated European standard means for the European Accessibility Act, WCAG 2.2, product imagery and accessibility across the digital shelf.

**Content:**

***EN 301 549 V4.1.1 is now published. For eCommerce and digital commerce teams, the conversation has moved from preparation to action.***

On 2 September 2026, ETSI published **EN 301 549 V4.1.1,** the latest revision of the European standard for accessibility requirements for ICT products and services. It is the revision of EN 301 549 V3.2.1.

That publication matters because EN 301 549 provides the technical accessibility framework associated with European accessibility legislation, including the **European Accessibility Act (EAA).**

And for digital commerce teams, the timing matters.

The EAA has already applied since 28 June 2025, with e-commerce among the services covered by the legislation.

So this is no longer simply a question of:

> **“Are we ready for the EAA?”**

The more useful question is:

> **“How are we measuring and managing accessibility across our digital commerce experience?”**

That includes the parts of eCommerce that are easy to overlook.

Not just navigation.

Not just forms and checkout.

Not just buttons and menus.

But also the visual information shoppers encounter throughout their journey — including product imagery.

For brands managing thousands of digital assets, this creates a practical challenge:

**How do you know whether the information communicated through your digital shelf is accessible, perceivable and clear at scale?**

### What is EN 301 549 V4.1.1?

**EN 301 549** is the European standard that specifies accessibility requirements for ICT products and services.

The latest published version, **EN 301 549 V4.1.1 (2026-09)**, was published by ETSI on 2 September 2026.

For web content, EN 301 549 incorporates accessibility requirements based on **WCAG 2.2**.

This distinction is important.

The **European Accessibility Act is legislation.**

**EN 301 549** is a European technical standard that provides accessibility requirements for ICT products and services.

**WCAG 2.2** provides internationally recognised web accessibility guidelines and success criteria.

Together, they give organisations a framework for understanding and assessing digital accessibility.

For eCommerce teams, that means accessibility can no longer be treated simply as a design preference or a final-stage website audit.

It needs to become something that can be **understood, tested and managed as part of the digital content lifecycle.**

![European Accessibility Act, EN 301 549 and WCAG 2.2 explained as three different accessibility frameworks: law, technical standard and web accessibility guidelines. We Are Neem](https://weareneem.com/wp-content/uploads/2026/08/TL-Article-Preview-Banner-32.webp "European Accessibility Act vs EN 301 549 vs WCAG 2.2: Three Different Jobs - We Are Neem")

## What does EN 301 549 V4.1.1 mean for digital commerce?

The publication of the updated standard gives digital teams a clearer technical reference point.

But eCommerce organisations face a particular challenge.

The digital experience is much bigger than the website interface.

A shopper may encounter:

- Homepage banners
- Product detail pages
- Product galleries
- Promotional tiles
- Retail media
- Enhanced product content
- [Mobile commerce imagery](https://weareneem.com/glance-readability-hero-image-performance/)
- Marketplace content
- Social commerce assets
- Infographics
- Product comparison visuals

And many of these assets contain information that helps a shopper decide what to buy.

**Brand.**

**Product name.**

**Variant.**

**Flavour.**

**Format.**

**Size.**

**Benefits.**

**Claims.**

**Instructions.**

**Promotional information.**

If important information is communicated visually, accessibility needs to consider how that information is perceived and understood.

That is where the conversation becomes particularly relevant to the digital shelf.

## The part of digital commerce accessibility teams may be overlooking

Most accessibility programmes naturally begin with the interface.

> **Can users navigate the page with a keyboard?
> 
> Are forms labelled correctly?
> 
> Can assistive technologies understand the interface?
> 
> Is the contrast sufficient?
> 
> Can users complete the checkout journey?**

These questions remain essential.

But shoppers don’t experience eCommerce as a collection of interface components.

They experience it as a stream of information.

And increasingly, that information is visual.

Consider a product image on a mobile screen.

A shopper may only see it for a fraction of a second while scrolling.

Within that image, the brand, product type, variant and pack size might all be communicated through typography, colour, positioning and imagery.

If those elements become difficult to distinguish, the problem is not necessarily that the image is aesthetically poor.

The problem is that **the information may no longer be communicating effectively.**

This is why eCommerce accessibility needs to consider not only **whether an asset exists, but whether the information within it remains perceivable and understandable in the context in which it is consumed.**

## The 4Ws are still useful

There is a reason this matters particularly for mobile-ready hero imagery.

The digital shelf often has to answer four basic questions very quickly:

> **What brand is this? What is the product or format?**
> **Which variant is it?**
> **What size or count is it?**

These are the basic pieces of information that help a shopper understand what they are looking at.

And they need to work at **glance speed**.

If those details are difficult to perceive because the type is too small, the contrast is poor or the visual hierarchy is doing too much at once, the asset may have achieved **visibility without achieving understanding**.

And that is a poor trade.

You have spent time, money and creative effort getting the shopper to look at the image.

**Why make them work to understand it?**

For digital commerce teams, this is where accessibility and glance readability start to intersect.

The question isn’t only whether an element can technically be seen.

It is whether the information a shopper needs can be **distinguished, understood and acted on quickly**.

That matters even more when the same product image has to work across mobile screens, search results, category pages, marketplaces and other compressed digital shelf environments.

### 4.5:1 is a threshold, not a guarantee of visual clarity

One of the most familiar accessibility measurements for digital content is colour contrast.

For normal text, WCAG 2.2 AA generally requires a contrast ratio of **at least 4.5:1.**

For large text, the requirement is generally **3:1.**

These thresholds are important.

But passing a contrast test does not automatically mean that a shopper will find the content easy to perceive.

A product image can pass a conventional contrast calculation and still become difficult to understand when:

- Viewed on a small mobile screen.
- Reduced to a thumbnail.
- Encountered during a fast scroll.
- Placed over a complex photograph.
- Surrounded by competing visual elements.
- Viewed by someone with reduced visual acuity.

That is why digital commerce teams increasingly need to distinguish between **technical conformance and practical visual clarity.**

One answers:

> **“Does this asset meet a defined threshold?”**

The other asks:

> **“Does this content actually work for the person seeing it?”**

Both questions have value.

## From one-off audits to scalable accessibility testing

#### This becomes particularly challenging for large brands.

A single eCommerce site may contain thousands – or hundreds of thousands – of product and promotional assets.

Manually reviewing every image is neither scalable nor particularly useful.

The bigger opportunity is to identify **patterns.**

For example:

- **Are product labels consistently too small?**
- **Are text overlays repeatedly placed over low-contrast areas?**
- **Are certain templates creating recurring problems?**
- **Are specific categories more difficult to read?**
- **Are mobile assets performing differently from desktop assets?**
- **Are the same accessibility issues appearing across multiple markets?**

This changes accessibility from a one-off compliance exercise into a **content quality process**.

Instead of asking:

> **“Which image failed?”**

teams can begin asking:

> **“What is causing hundreds of images to fail or underperform in the same way?”**

That is a much more useful question for digital commerce operations.

![Ecommerce accessibility ownership diagram showing Design, Digital Commerce, Marketing and Legal roles around a mobile product detail page. We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/32.webp "Who Owns Ecommerce Accessibility? Design, Marketing, Digital Commerce and Legal - We Are Neem")

## 5 things digital commerce teams should do now

#### With EN 301 549 V4.1.1 now published, digital commerce teams should focus on turning accessibility requirements into repeatable processes.

### 1. Identify your EU-facing digital commerce assets

Start by understanding which eCommerce experiences and digital assets fall within your organisation’s European operations and applicable accessibility obligations.

Don’t limit the exercise to the corporate website.

Consider product detail pages, mobile experiences, promotional content and other digital commerce touchpoints.

### 2. Who actually owns this?

There is another uncomfortable question hiding here.

**Marketing creates the message.**

**Design creates the asset.**

**Digital commerce uploads it.**

**The retailer publishes it.**

**Legal owns the risk.**

So who actually checked the image?

This isn’t a theoretical question.

For services covered by the European Accessibility Act, organisations need to be able to demonstrate how applicable accessibility requirements are being addressed and how their service-delivery processes support compliance.

That doesn’t mean Legal needs to approve every PDP image.

It means the organisation needs to know **how accessibility is being managed.**

- Who tests?
- What gets tested?
- Against which criteria?
- When?
- What happens when something fails?
- Who decides whether it gets fixed?
- And where is that information recorded?

These are governance questions.

And governance is what turns accessibility from something everyone supports in principle into something an organisation actually does.

For digital commerce organisations, that means accessibility cannot sit entirely with one team.

**It needs ownership across the content lifecycle.**

Marketing needs to understand the implications for messaging.

Design needs clear accessibility criteria.

Digital commerce needs a way to test and manage assets.

Legal and compliance teams need visibility into how requirements are being addressed.

And leadership needs confidence that the process is repeatable.

Because when you are managing thousands of product images across markets, channels and retailers, **“someone should check it” is not a process.**

You need to know **who checks, what they check, how they check it and what happens next.**

### 2. Identify information embedded in imagery

Review where important product information is communicated visually.

Look for:

- Brand names
- Product names
- Variants
- Pack sizes
- Claims
- Benefits
- Instructions
- Promotional messages
- Product differentiators

The more important the information is to the shopper, the more important its presentation becomes.

### 3. Test representative, high-volume assets

You don’t necessarily need to begin by analysing every asset.

Start with your highest-volume products, most important categories, key markets and commonly used creative templates.

This can reveal recurring problems quickly.

### 4. Look for patterns rather than isolated failures

If the same issue appears across hundreds of product images, the problem may not be individual assets.

It may be a template.

It may be a design system.

It may be a creative guideline.

It may be an approval process.

Finding those patterns allows teams to fix problems upstream rather than repeatedly correcting individual images.

### 5. Move accessibility testing upstream

The most effective accessibility process is not necessarily the one that catches the most problems at the end.

It is the one that prevents recurring problems from being created in the first place.

That means incorporating accessibility and visual clarity checks into:

### Create → Review → Approve → Publish

rather than:

### Publish → Discover problem → Remediate

![Ecommerce accessibility workflow showing how PDP images move from Create, Approve, Publish and Fix to a proactive Create, Test, Fix, Approve and Publish process. We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/34.webp "Ecommerce Accessibility Testing Workflow for PDP Images - We Are Neem")

## Compliance is the starting point. Visual clarity is the opportunity.

The publication of EN 301 549 V4.1.1 gives organisations an important technical reference point.

But digital commerce teams have another question to answer.

> **Does the content actually work when a shopper encounters it?**

That is particularly important on the digital shelf, where product information is frequently compressed into images and consumed on small screens.

This is where RHINO can help.

**RHINO brings together multiple approaches to visual assessment, including WCAG 2.2 contrast ratio testing, APCA and BridgePCA, alongside Cambridge visual clarity assessment.**

Rather than relying on a single measurement, RHINO helps teams understand different dimensions of visual performance.

That makes it possible to move beyond:

> **“Does this image pass?”**

towards:

> **“What does this shopper actually see?”**

And, importantly for large organisations:

> **“Can we measure it across the digital shelf?”**

## Accessibility needs to become measurable

EN 301 549 V4.1.1 is now published.

The EAA is already applicable to covered services, including e-commerce.

The next challenge is operational.

How do you turn accessibility requirements into something your digital commerce, eCommerce, creative and content teams can consistently measure?

How do you identify recurring problems?

How do you prioritise what needs fixing?

And how do you prevent the same visual accessibility issues from appearing in the next campaign, product launch or content refresh?

For organisations managing thousands of digital assets, these questions cannot be answered effectively through occasional manual reviews alone.

They require **measurement, repeatability and scale.**

The goal is not simply to make individual images compliant.

It is to build a digital commerce ecosystem where accessibility and visual clarity are considered from the beginning.

![Shopper viewing a mobile ecommerce product detail page with product imagery and features, illustrating digital shelf accessibility and visual clarity. We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/33.webp "Mobile Ecommerce Product Images and Digital Shelf Accessibility - We Are Neem")

## EN 301 549 V4.1.1 is published. Now measure your digital shelf.

The conversation has changed.

EN 301 549 V4.1.1 is no longer an upcoming revision.

It is now published.

The European Accessibility Act is no longer something eCommerce organisations are simply preparing for either. It has applied since June 2025, with e-commerce among the services covered.

For digital commerce leaders, the next step is practical:

**Understand what accessibility means for your digital experience.**

**Measure the content shoppers actually encounter.**

**Identify recurring problems.**

**Fix the patterns upstream.**

And don’t stop at the website.

Because accessibility on the digital shelf is ultimately about more than whether an interface works.

It is about whether the information a shopper needs is **visible, distinguishable and understandable when they encounter it.**

**The question is no longer whether accessibility matters.**

**It’s whether you can measure it across the digital shelf.**

**[Explore RHINO →](https://weareneem.com/glance-readability-with-rhino/)**

![Digital shelf accessibility workflow showing the shift from subjective visual judgement to measurable testing of contrast, text size and visual clarity before ecommerce content is published. We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/35.webp "Measuring Digital Shelf Accessibility and Visual Clarity - We Are Neem")

## Frequently Asked Questions

### Qs. 1 \| What is EN 301 549 V4.1.1?

EN 301 549 V4.1.1 is the latest published version of the European standard specifying accessibility requirements for ICT products and services. ETSI published the revision on 2 September 2026.

### Qs. 2 \| When was EN 301 549 V4.1.1 published?

ETSI published **EN 301 549 V4.1.1 on 2 September 2026.** It is the revision of EN 301 549 V3.2.1.

### Qs. 3 \| Does EN 301 549 apply to eCommerce?

EN 301 549 provides accessibility requirements for ICT products and services, including requirements relevant to web content. eCommerce is also explicitly among the services covered by the European Accessibility Act.

The exact legal obligations applicable to an organisation depend on the scope and circumstances of the relevant service and national implementation.

### Qs. 4 \| Is the European Accessibility Act already in effect?

Yes. The European Accessibility Act entered into application on **28 June 2025**. The European Commission identifies eCommerce among the services covered by the Act.

### Qs. 5 \| What is the relationship between EN 301 549, the EAA and WCAG 2.2?

They play different roles.

The **European Accessibility Act (EAA)** is European legislation establishing accessibility requirements for specified products and services.

**EN 301 549** is a European technical standard specifying accessibility requirements for ICT products and services.

**WCAG 2.2** provides accessibility guidelines and success criteria for web content.

For web content, EN 301 549 incorporates WCAG-based requirements.

### Qs. 6 \| Does EN 301 549 mean every product image with text is non-compliant?

No. The presence of text within an image does not, by itself, establish non-compliance.

WCAG includes requirements concerning Images of Text, but those requirements include specific exceptions and contextual considerations.

For eCommerce teams, the more useful approach is to understand what information the image communicates and whether users can perceive that information effectively.

### Qs. 7 \| What is the WCAG 2.2 contrast ratio requirement?

For normal-sized text, WCAG 2.2 Level AA generally requires a contrast ratio of at least **4.5:1**. Large text generally requires **3:1**.

However, passing a contrast threshold does not necessarily mean that an image or digital asset provides optimal visual clarity in every context.

### Qs. 8 \| Is 4.5:1 contrast enough for eCommerce images?

Not necessarily.

A conventional contrast ratio is an important accessibility measurement, but [eCommerce imagery](https://weareneem.com/mobile-ready-hero-images/) can introduce additional challenges such as small text, complex backgrounds, mobile viewing and rapid scrolling.

A broader assessment can help teams understand whether visual information remains clear in the context where shoppers encounter it.

### Qs. 9 \| What is APCA?

APCA, or Accessible Perceptual Contrast Algorithm, is a newer perceptual approach to evaluating contrast that is designed around aspects of human visual perception.

It differs from the traditional WCAG contrast ratio calculation and should not simply be treated as a replacement for existing WCAG requirements.

### Qs. 10 \| What is BridgePCA?

BridgePCA is another contrast assessment approach that can provide additional insight into visual contrast and readability alongside conventional WCAG contrast ratio testing and APCA.

Using multiple contrast perspectives can help teams understand visual performance more comprehensively.

### Qs. 11 \| How can eCommerce brands test accessibility across thousands of images?

Large eCommerce organisations can combine automated testing with prioritisation and human review.

A scalable approach can include:

1. Testing large numbers of assets automatically.
2. Identifying recurring accessibility and visual clarity problems.
3. Prioritising high-impact assets.
4. Reviewing representative examples.
5. Feeding recurring issues back into creative and content workflows.

This allows teams to move from one-off audits towards continuous content quality management.

### Qs. 12 \| How can RHINO help with digital shelf accessibility?

RHINO helps organisations assess visual content at scale using multiple approaches to contrast and visual clarity, including **WCAG 2.2 contrast ratio, APCA, BridgePCA and Cambridge visual clarity assessment, CamCAST.**

This can help digital commerce teams identify where product imagery and other visual assets may require attention – and identify patterns that can be addressed across templates, workflows and content creation processes.

### Qs. 13 \| What should eCommerce teams do after the publication of EN 301 549 V4.1.1?

The immediate priority should be to understand which accessibility requirements apply to the organisation, assess the relevant digital experiences and establish a repeatable testing process.

For brands with large digital shelves, that should include product imagery and other visual content – not just website interfaces.

**EN 301 549 V4.1.1 provides the updated technical reference. The next step is making accessibility measurable in practice.**

## Ready to measure your digital shelf?

If you are producing thousands of PDP images, mobile-ready hero images, retail media assets or other visual digital commerce content, **you don’t need to start by reviewing everything manually.**

Start by understanding what is already on your digital shelf.

**RHINO helps teams assess visual content at scale using WCAG 2.2 contrast ratio, APCA and BridgePCA, alongside Cambridge visual clarity assessment.**

The objective isn’t simply to find failures.

It is to understand **where visual content becomes difficult to perceive, read or understand – and identify the patterns that can be addressed before content reaches the shopper.**

Because accessibility shouldn’t be something you discover at the end of the content lifecycle.

**It should be something you can measure.**

**See how RHINO can help you measure your digital shelf.**

Explore [**RHINO**](https://weareneem.com/glance-readability-with-rhino/) and [**Glance Readability**](https://weareneem.com/10-reasons-why-glance-readability-matters-in-digital-commerce/).

# Make Accessibility Measurable. Before It Reaches Your Digital Shelf.

[Book Consultation](https://weareneem.com/contact/)

Use RHINO to assess the visual accessibility and glance readability of your ecommerce imagery, identify where attention is needed, and build testing into your content workflow.

**Categories:** Creative, dCOM

**Tags:** accessibility, creative studio, dCom, EN 301 549, glance readability, Rhino

---

### [Why Legacy Applications Become Barriers to Innovation And How AI Application Modernisation Solves the Problem](https://weareneem.com/ai-application-modernisation-legacy-innovation/)

**Published:** September 1, 2026
**Author:** Glyn Roberts

**Excerpt:** Legacy applications don't have to fail to become a business constraint. Discover how AI application modernisation can reduce technical debt, improve agility and create stronger foundations for innovation and AI.

**Content:**

Most legacy applications continue to function.

The problem is not whether they work.

The problem is whether they allow the business to evolve.

An application can remain business-critical and operational while becoming increasingly expensive to maintain, difficult to change and poorly equipped to support new customer expectations, integrations or AI capabilities.

This is where technical debt gradually becomes business debt. As applications become harder to evolve, developers spend more time understanding dependencies and working around earlier design decisions. Product teams delay ideas because implementation feels too difficult. Opportunities take longer to reach customers.

The result is an application that still works, but increasingly limits what the organisation can do next.

AI Application Modernisation provides a strategic way forward. By combining modern software engineering, appropriate modern architecture and carefully governed AI capabilities, organisations can transform existing software into platforms that are easier to maintain, faster to evolve and better prepared for continuous innovation.

### For a broader introduction, read our complete AI Application Modernisation guide.

## What is a Legacy Application?

Legacy does not necessarily mean old.

An application becomes limiting when its design, technology or data structures make change slow, expensive or risky. Many organisations rely on functional, business-critical software that continues to perform its core purpose but has become increasingly difficult to maintain or extend.

The warning signs are often gradual.

New features take longer to build. Integrations become more difficult. User expectations move ahead of the existing experience. Developers spend increasing amounts of time understanding dependencies and testing changes. The underlying architecture may also make it difficult to introduce **new services or AI-enabled workflows.**

The application may still be delivering value, but the economics of continuing to enhance it begin to change.

This is why **legacy application modernisation** should not be viewed simply as replacing old technology. The objective is to create a platform that better supports current business needs while remaining flexible enough to evolve as those needs change.

![Legacy application holding business innovation back through missed opportunities, slow time-to-market and increasing maintenance overhead. We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/TL-Article-Preview-Banner-17.webp "Legacy Applications: When Working Software Becomes a Business Constraint - We Are Neem")

## Five Signs Your Application Is Holding Your Business Back

### 1. Maintenance Is Becoming the Job

When developers spend more time fixing, investigating and working around an application than building new capabilities, innovation begins to stall.

As software becomes harder to change, a growing share of the technology budget is spent preserving the status quo. Developers need more time to understand dependencies, test changes and work around earlier design decisions.

Modernisation can redirect that investment towards product evolution rather than increasingly expensive incremental fixes.

### 2. Every New Feature Takes Longer

When every enhancement requires disproportionate effort, technology begins to influence business strategy rather than support it.

Product teams may avoid valuable ideas because implementation feels too difficult. Customer feedback takes longer to reach production. Opportunities to introduce new services, integrations or **AI software development** are delayed.

A modern application architecture restores the ability to make decisions based on business value rather than technical friction.

![Application development team reviewing user interface designs and code to modernise a business application and accelerate new feature development. We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/Application-Modernisation-From-Product-Ideas-to-Development.webp "Application Modernisation From Product Ideas to Development - We Are Neem")

### 3. Your Architecture Cannot Support What’s Next

Modern businesses increasingly depend on cloud services, APIs, scalable infrastructure and AI-enabled workflows.

But many legacy applications were never designed around these capabilities.

If introducing new technology requires extensive workarounds or changes to the underlying platform, today’s architecture may already be becoming tomorrow’s legacy.

Modernisation creates the architectural foundations needed to support future integration, scalability and valuable AI capabilities.

### 4. Your Application Is Not Ready for AI

While some AI capabilities can be added to existing applications relatively easily, deeper integration often depends on foundations such as well-structured data, reliable interfaces and appropriate permissions.

Without those foundations, organisations may struggle to move beyond experimentation and introduce AI where it solves genuine user or business problems. modern software engineering, cloud-native architecture and carefully governed AI capabilities

AI Application Modernisation addresses both sides of the challenge: creating the foundations for AI-enabled products while using AI to accelerate selected engineering activities.

### 5. Your Business Has Evolved. Your Software Hasn’t.

Perhaps the clearest warning sign is a growing gap between what the business needs and what the application can support.

Customer expectations change. New services emerge. Regulatory requirements evolve. Employees expect better digital tools.

If the platform cannot adapt at the same pace, technology becomes a constraint on business ambition.

The objective of modernisation is therefore not simply to make software newer. It is to make it more capable of evolving with the organisation.

### The Hidden Cost of Doing Nothing

The cost of a legacy application is not limited to its maintenance budget.

There is also the opportunity cost of everything the organisation cannot do – or cannot do quickly enough – because the platform makes change difficult.

### Developer productivity

Engineers spend more time understanding dependencies, investigating unfamiliar code and working around architectural limitations.

### Lost opportunities

Ideas that could improve products, customer experiences or operational efficiency may be delayed because implementation is considered too difficult or risky.

### Customer Experience

Older architectural patterns can make it harder to create responsive interfaces, reusable components and intuitive user journeys. The application continues to function, but the experience falls behind user expectations.

### Technical Debt

Every workaround can add another layer of complexity. Over time, the cost of further investment becomes progressively less efficient.

### Operational and regulatory risk

Security, accessibility and regulatory expectations continue to evolve. Older systems may lack the structures, automation and transparency needed to support effective governance efficiently.

The important point is that inaction is also a decision.

Continuing to patch a limiting application may appear to reduce short-term risk. But when maintenance continues to rise and innovation continues to slow, the longer-term cost can be greater.

[Twinnedit](https://weareneem.com/our-work/ai-application-modernisation-case-study-twinnedit/) provides a useful example. Its original platform still worked and remained functional, but its technology, user experience and data structures increasingly constrained what the business could create next. The long-term cost-benefit therefore favoured a full rebuild.

![Technology team discussing software development and application modernisation, highlighting the business impact of legacy technology and technical constraints. We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/TL-Article-Preview-Banner-18.webp "Application Modernisation: Turning Technology Constraints into Business Opportunity - We Are Neem")

## Why Traditional Modernisation Doesn’t Always Work

Modernisation programmes can fail when they are treated primarily as technology replacement.

Moving an application to a new framework or cloud platform does not automatically solve the underlying business problem.

Legacy applications contain years of business decisions, exceptions and workarounds. Documentation may be incomplete. Important knowledge may sit with a small number of people. Processes may also depend on spreadsheets, emails and manual activities outside the application itself.

A successful **enterprise application modernisation** programme therefore needs to understand how the organisation actually works – not simply how the existing code works.

There are five common failure points:

- **The existing system is poorly understood.** Important behaviours and dependencies can be missed.
- **Documentation does not reflect reality.** The formal documentation may not capture how users actually work.
- **The programme becomes too large.** Scope and dependencies grow faster than value is delivered.
- **Delivery timelines drift.** Problems discovered late become more expensive to correct.
- **Technical and business teams become disconnected.** Translation delays weaken decisions and reduce business context.

The answer is a business-first approach combining modern engineering, iterative delivery, governance and continuous collaboration between business and technical teams.

### **This is a central principle of Neem’s AI Application Modernisation framework.**

## How AI Changes Legacy Application Modernisation

AI changes modernisation in two important ways.

First, AI introduces new capabilities that can become part of the modernised application itself. These can include intelligent search, assisted reporting, automated analysis and AI-powered user experiences.

Second, AI can support experienced engineering teams throughout delivery.

AI-assisted tools can help teams:

- explore legacy code and trace dependencies;
- analyse application architecture and data structures;
- create and maintain technical documentation;
- accelerate selected coding and investigation tasks;
- suggest test scenarios and identify potential defects;
- improve feedback cycles during development.

But AI does not remove the need for experienced engineers.

Architects remain responsible for decisions affecting security, performance, scalability and future flexibility. Developers remain accountable for implementation, quality and governance. AI provides acceleration; human expertise provides judgement.

#### This distinction is important. Effective software modernisation is not about adding AI everywhere. It is about using AI where it solves a genuine problem and where the underlying architecture can support it safely and effectively.

![Software engineer working with application code as part of legacy application modernisation and software development We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/NeemTwinnedIt2.webp "Legacy Application Modernisation and Software Engineering - We Are Neem")

## Twinnedit: A Practical Example of Application Modernisation

Twinnedit is a building assurance and safety-management platform that brings together building information and evidence.

Its modernisation was not driven by product failure.

The original application worked.

The challenge was that its technology, user experience and data structures limited what Twinnedit could create next. The front end was not built around modern component-based frameworks, code reuse was limited and future maintenance was likely to become increasingly difficult. The underlying technology and data structures were also not optimal for AI functionality or potential third-party integrations.

The decision was therefore made to rebuild the platform largely from scratch.

Neem worked closely with Twinnedit’s internal team over approximately six months. The programme began with new UI and UX designs and focused on understanding user journeys rather than simply reproducing existing screens.

The rebuilt platform introduced a responsive Vue 3 front end, a .NET Core API and an appropriate Azure-based architecture using Azure App Services, Azure SQL and Azure Blob Storage.

The result was a faster, more responsive platform with clearer user journeys and a stronger foundation for future development.

Most importantly, the new architecture enabled practical AI capabilities.

Global AI-driven search allows users to find information across multiple parts of the application through a single intuitive experience. The platform also assists with safety case reporting by bringing together relevant evidence and organising it against known reporting requirements.

The business value extends beyond the new features.

Information that may previously have been spread across paper records, spreadsheets, Word documents, inspection reports and specialist safety studies can be brought together within the platform. Where information already exists in the system, activities that previously required weeks of manual effort can potentially be reduced to hours.

### [Twinnedit](https://weareneem.com/our-work/ai-application-modernisation-case-study-twinnedit/) demonstrates that the objective of modernisation is not simply to replace technology – it is to create a platform that can continue evolving.

## Rebuild, Refactor, Replace or Retain?

Not every legacy application needs a complete rebuild.

The right approach depends on the application’s architecture, business importance, technical risk and long-term objectives.

![Application modernisation decision framework comparing retain, refactor, replace and rebuild strategies based on application constraints, future needs and long-term innovation We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/TL-Article-Preview-Banner-21.webp "Application Modernisation Decision Framework: Retain, Refactor, Replace or Rebuild - We Are Neem")

## The decision should not be based simply on how old the application is.

It should be based on the long-term economics of continuing with the existing platform versus creating a stronger foundation for future business needs.

Twinnedit chose a rebuild because continuing incremental improvements would have produced diminishing returns and would not have addressed the underlying architectural constraints.

## Modernise Before Your Application Becomes a Crisis

Organisations do not need to wait for applications to fail before taking action.

By the time software becomes unstable, unsupported or impossible to change, many of the costs of inaction have already accumulated.

A better approach is to recognise the earlier signals:

- maintenance is consuming more development capacity;
- new features are taking longer;
- integrations are becoming harder;
- user expectations are moving ahead of the application;
- AI opportunities are difficult to implement;
- the architecture is limiting business ambition.

**AI Application Modernisation** provides a strategic route forward.

By combining modern software engineering, appropriate modern architecture and carefully governed AI capabilities, organisations can create applications that perform better today while remaining ready for tomorrow’s opportunities.

The Twinnedit project shows what this looks like in practice: a functional but increasingly constrained platform transformed into a faster, more intuitive and AI-enabled application with stronger foundations for intelligent search, assisted reporting and future innovation.

The most important lesson is simple:

### Modernisation should begin with the business challenge – not the technology.

When the right architecture, engineering expertise and AI capabilities come together, software stops being a constraint on innovation and becomes an enabler of what the organisation can build next.

### Read our complete AI Application Modernisation guide or speak with Neem’s technology specialists about an [Application Modernisation Discovery Session](https://weareneem.com/contact-us/).

# Is Your Application Ready for What Your Business Needs Next?

[Book A Discovery Session](https://weareneem.com/contact/)

Explore how application modernisation can reduce technical constraints, improve agility and create the foundations for purposeful AI-enabled capabilities.

**Categories:** Development

**Tags:** AI, Application, Application Development, Application Modernisation, Artificial Intelligence, Legacy Application, Technology

---

### [How AI Evaluates Glance Readability of Text Within Images](https://weareneem.com/how-ai-evaluates-glance-readability-text-within-images/)

**Published:** August 12, 2026
**Author:** Meenakshi

**Excerpt:** Can AI determine whether shoppers can read critical text within an image at a glance? Explore how AI, OCR, APCA, CamCAST and PGI can objectively evaluate glance readability across digital commerce images and mobile thumbnails.

**Content:**

### Can AI evaluate [glance readability](https://weareneem.com/glance-readability-visual-commerce/) of text within images?

Artificial intelligence can now recognise objects, detect text, analyse images and even generate visual content. But can it determine whether shoppers can actually read the text within an image at a glance?

The answer depends on what the AI is measuring.

Many AI tools like Microsoft Azure “computer vision” can identify text in an image using Optical Character Recognition (OCR). Some can estimate whether text appears readable based on visual characteristics.

However, evaluating **glance readability** requires something fundamentally different. It requires predicting whether people can successfully read critical information within a **300 millisecond glance** on a mobile screen under realistic viewing conditions.

This distinction is particularly important in digital commerce.

![Person viewing Amazon product search results on a smartphone, illustrating glance readability of text and product information on a mobile screen We Are Neem](https://weareneem.com/wp-content/uploads/2026/08/TL-Article-Preview-Banner-23.webp "AI Evaluates Glance Readability of Text on Mobile Commerce Images - We Are Neem")

Today’s shoppers rarely pause to study product images in detail. Instead, they scroll, scan and compare products rapidly, often viewing dozens of listings within a matter of seconds. Hero images, promotional banners and product thumbnails are frequently seen on mobile devices where screen space is limited and every pixel matters.

In this environment, success is no longer determined simply by whether an image attracts attention. The more important question is whether the shopper can immediately understand the information that matters most.

- Can they identify the product?
- Can they distinguish between variants?
- Can they recognise the key benefit?
- Can they understand the message before they continue scrolling?

These are the questions that glance readability seeks to answer.

As digital commerce becomes increasingly mobile-first, brands are beginning to move beyond subjective design reviews towards objective methods of evaluating whether critical information can actually be understood at a glance. AI has an important role to play in this transition, but only when it is grounded in validated image analysis and scientific measurement rather than opinion alone.

This article explores how AI evaluates glance readability, why traditional readability metrics are unsuitable for ecommerce images, and how RHINO AI from Neem combines computer vision, OCR, APCA contrast analysis and the Cambridge Contrast and Size Tests (CamCAST) to provide an evidence-based assessment of glance readability.

## Why Traditional Readability Measures Do Not Apply to Digital Commerce Images

The word ***readability*** has traditionally been associated with written language.

Conventional readability assessments evaluate continuous passages of text, measuring factors such as sentence length, vocabulary complexity and reading difficulty. Their purpose is to estimate the level of education or reading ability required to understand a document.

This approach works well for books, reports and long-form content.

It does not work for digital commerce images.

Product imagery rarely contains paragraphs of text. Instead, it typically includes only a handful of carefully selected words designed to communicate essential information as quickly as possible.

These may include:

- **Product type**
- **Variant**
- **Size or pack count**
- **Quantity**
- **Key benefit**
- **Usage occasion**
- **Promotional claim**

![Infographic showing how product images communicate critical information through brand, format, variant and size for glance readability We Are Neem](https://weareneem.com/wp-content/uploads/2026/08/TL-Article-Preview-Banner-24.webp "Critical Product Information for Glance Readability in Digital Commerce - We Are Neem")

Rather than reading continuously, shoppers are expected to understand these messages almost instantly while scanning product listings.

This changes the problem completely.

The challenge is no longer determining whether someone can read a paragraph.

The challenge is determining whether someone can identify a few critical words before moving on to the next product.

This is why glance readability has emerged as an important area of measurement within digital commerce.

Instead of asking:

> **“Is this text easy to read?”**

Brands are increasingly asking:

> **“Can shoppers read this information quickly enough for it to influence their purchasing decision?”**

That subtle shift changes how readability should be measured.

It requires consideration of factors that conventional readability formulas were never designed to assess, including:

- **Character size**
- **Font weight**
- **Foreground and background colour contrast**
- **Uppercase, lowercase and numerical characters**
- **Display size on mobile devices**
- **Viewing conditions at thumbnail scale**

These characteristics determine whether text remains readable when a product image is reduced to the small dimensions commonly used on digital commerce websites, marketplaces and retailer apps.

As Oliver Bradley’s work with ‘Rhino AI by Neem’ highlights, many assets are designed and approved on large desktop monitors before being viewed by shoppers on smartphone screens. Text that appears perfectly readable during the design process can become significantly harder to read when displayed as a mobile thumbnail.

Without objective measurement, these issues often remain unnoticed until after publication.

![Rhino AI readability test showing product image text passing contrast and clarity checks for mobile commerce We Are Neem](https://weareneem.com/wp-content/uploads/2026/08/TL-Article-Preview-Banner-25.webp "Rhino AI Test for Product Image Text Readability and Contrast - We Are Neem")

## What Is Glance Readability?

Glance readability refers to the ability of a visual asset to communicate critical information within a brief visual glance.

Unlike traditional readability, which evaluates continuous text, glance readability focuses on whether essential words within an image can be understood rapidly under realistic viewing conditions.

In digital commerce, this is particularly important because product images often perform the role that packaging performs in physical retail.

A shopper browsing an online marketplace may only see a small thumbnail before deciding whether to investigate a product further. If critical information cannot be read at that moment, the opportunity to influence the purchasing decision may already have been lost.

For this reason, glance readability has become an increasingly important consideration for:

- **[Hero images](https://weareneem.com/mobile-ready-hero-images-the-key-to-winning-the-digital-shelf-in-2025/)**
- **PDP Carousel Secondary image**
- **A+ Enhanced Content banners**
- **Product listing images**
- **Media Ad banners**
- **Digital shelf assets**
- **Marketplace imagery**

The concept also highlights an important distinction between **attention** and **understanding**.

An image may successfully attract a shopper’s attention.

That does not necessarily mean the shopper can understand the information it contains.

For example, an eye-catching product image may encourage someone to look towards it, but if the product variant, size or key benefit is presented using text that is too small or lacks sufficient contrast, the shopper may still be unable to extract the information needed to make a confident purchasing decision.

Attention is necessary, but not sufficient.

Understanding what you are being shown is mission critical for success.

This distinction aligns with the broader shopper journey described through Neem’s collaboration with Cambridge University’s Inclusive Design team.

The first challenge is ensuring that shoppers notice the image.

The second is ensuring they can read the information presented within it.

If either stage fails, the effectiveness of the image is reduced.

Glance readability provides a way of objectively evaluating that second stage.

![Comparison of two ecommerce product images showing unreadable versus glance-readable critical product information We Are Neem](https://weareneem.com/wp-content/uploads/2026/08/TL-Article-Preview-Banner-26.webp "Glance Readability in Digital Commerce Product Images - We Are Neem")

## Why Consumer Behaviour Has Changed

The growing importance of glance readability is closely linked to changes in how people consume digital content.

Consumers today are exposed to an extraordinary volume of information across digital commerce platforms, retailer websites, marketplaces and social media.

Faced with so many competing messages, people naturally rely on rapid visual assessment rather than detailed reading.

Instead of carefully analysing every product, shoppers often ask themselves a series of simple questions.

- What is this product?
- Is it relevant to me?
- What benefit does it offer?
- Can I understand it immediately?

If those answers are not obvious, many consumers simply continue scrolling.

This behaviour is particularly noticeable on mobile devices.

Limited screen space means product images are frequently displayed at thumbnail size, while users often browse quickly, compare multiple products simultaneously and switch between applications throughout the shopping journey.

Under these conditions, reading every word becomes impractical.

Scanning becomes the default behaviour.

This is why [glance readability](https://weareneem.com/digital-commerce-disruption-mobile-ready-hero-images/) has become increasingly relevant within digital commerce.

Rather than expecting shoppers to invest time decoding product imagery, brands must communicate essential information immediately.

Reducing cognitive effort makes it easier for shoppers to understand products quickly.

When information is easy to recognise, shoppers can compare products more efficiently and make decisions with greater confidence.

This shift represents an important change in how visual content should be evaluated.

Historically, creative reviews often focused on branding, aesthetics and visual appeal.

Increasingly, they must also consider whether the information shoppers need can actually be understood during the brief moment they spend looking at the image.

Glance readability provides a measurable way of assessing that capability.

![Shopper viewing Amazon product listings on a smartphone, illustrating mobile-first digital commerce behaviour We Are Neem](https://weareneem.com/wp-content/uploads/2026/08/TL-Article-Preview-Banner-27.webp "Mobile-First Consumer Behaviour in Digital Commerce - We Are Neem")

## Why Measuring Glance Readability Matters

For many years, brands measured digital content using metrics such as impressions, click-through rates, engagement and visual attention.

These measures remain valuable.

However, they do not answer a critical question.

***Can shoppers actually read the information that influences purchasing decisions?***

An image may generate attention while still failing to communicate the product benefit, size, flavour, variant or usage information that differentiates one product from another.

This is particularly important for digital commerce hero images, where a relatively small amount of text often carries a disproportionately large amount of commercial value.

Measuring glance readability allows brands to move beyond subjective opinions and evaluate visual assets using objective criteria.

Instead of asking whether an image ***looks*** readable (on a laptop screen), organisations can begin assessing whether it is likely to perform under real-world viewing conditions (on a mobile screen in fast scroll).

As AI continues to evolve, this transition from subjective design review to evidence-based image evaluation is becoming an increasingly important part of digital commerce optimisation.

The next step is understanding how AI performs that assessment and why scientifically validated image analysis differs from simply asking a generative AI model whether text appears easy to read.

## How AI Evaluates Glance Readability

Not all AI evaluates images in the same way.

Many generative AI tools can identify the text within an image and offer an opinion about whether it appears easy to read. While this may provide a useful starting point, it is not the same as objectively evaluating glance readability.

Evaluating glance readability requires AI to move beyond recognising text. It must assess measurable characteristics that influence whether shoppers are likely to read that text within a **300 millisecond glance.**

RHINO AI approaches this challenge by combining computer vision, Optical Character Recognition (OCR), APCA contrast analysis and multidimensional interpolation of experimental data from the Cambridge Contrast and Size Tests (CamCAST). Rather than relying on subjective judgement, the platform evaluates measurable visual characteristics that influence glance readability.

The assessment begins by analysing the image itself.

### Step 1: Computer Vision and Optical Character Recognition

Before glance readability can be evaluated, the AI must first understand what is contained within the image.

RHINO uses computer vision together with Optical Character Recognition (OCR) to identify and analyse text elements automatically.

OCR enables the system to detect the presence of text, while computer vision examines the visual characteristics of that text within the wider image.

This automated analysis allows RHINO to identify information that would otherwise require manual inspection across potentially thousands of assets.

During this process, the platform evaluates characteristics including:

- Character size
- Font weight
- Foreground colour
- Background colour
- Whether the text is uppercase, lowercase or numerical

These measurements form the foundation of the glance readability assessment.

Importantly, the system is not simply determining whether text exists within an image. It is measuring the characteristics that influence how easily that text can be read when viewed under realistic ecommerce conditions.

Because this process is automated, brands can assess large image libraries consistently without relying on subjective manual reviews.

### Step 2: Measuring Contrast Using APCA

Once the text has been identified, the next stage is evaluating its visual contrast.

Contrast plays a significant role in determining whether text can be distinguished quickly from its background.

If the contrast difference is insufficient, even relatively large text may become difficult to recognise at thumbnail size.

RHINO evaluates contrast using the **Advanced Perceptual Contrast Algorithm (APCA).**

Rather than relying solely on traditional accessibility measurements, APCA provides a perceptual approach to evaluating contrast based on how people actually perceive differences between foreground and background colours.

Within RHINO, contrast is considered alongside the other visual characteristics measured during image analysis.

This is important because contrast alone does not determine glance readability.

For example, increasing contrast cannot fully compensate for text that is too small, while increasing character size alone cannot overcome poor contrast.

Instead, these characteristics work together.

Evaluating them collectively provides a more realistic indication of likely performance than considering any single factor in isolation.

### Step 3: Applying the Cambridge Contrast and Size Tests (CamCAST)

Once the image characteristics have been measured, RHINO evaluates them using the **Cambridge Contrast and Size Tests (CamCAST).**

Developed through research led by **Dr Sam Waller** at the University of Cambridge’s Inclusive Design team, CamCAST provides experimental data describing how common words perform under different visual conditions.

The experiments measured the glance readability performance of common three and four-letter words presented for a **300 millisecond glance.**

Rather than varying only one characteristic, the experiments examined multiple visual variables, including:

- **Character size**
- **Contrast level**
- **Font weight**
- **Uppercase text**
- **Lowercase text**
- **Numerals**

By measuring performance across combinations of these characteristics, CamCAST provides experimental evidence describing how changes in visual presentation influence glance readability.

This experimental dataset forms an important part of RHINO’s evaluation process.

Rather than making subjective assumptions about whether text appears readable, RHINO compares the measured characteristics of an image with the experimental evidence contained within CamCAST.

This provides an objective foundation for predicting likely glance readability performance.

### Step 4: Multidimensional Interpolation

No two digital commerce images are identical.

Character sizes vary.

Contrast varies.

Font weights vary.

Some text is uppercase.

Some is lowercase.

Some contains numbers.

The exact combination present within an image is unlikely to correspond precisely with one of the individual experimental conditions measured during CamCAST.

This is where multidimensional interpolation becomes important.

RHINO uses multidimensional interpolation of the CamCAST experimental data to estimate glance readability for the specific combination of measured characteristics present within an image.

Rather than relying on opinion, the system predicts performance using the closest available experimental evidence.

This approach enables RHINO to assess a wide range of digital commerce assets while remaining grounded in experimentally measured glance readability data.

The result is an evidence-based prediction rather than a subjective assessment.

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/08/Pepsi-hero-images-6.webp "CamCAST Experiments: Multidimensional Readability Interpolation - We Are Neem")

## Calculating the Potential Glance Inclusion (PGI)

Once the image has been analysed using computer vision, OCR, APCA and CamCAST, RHINO calculates the **Potential Glance Inclusion (PGI).**

PGI is defined by Dr Sam Waller as an approximate prediction of the percentage of the population who are potentially able to read the text at a glance while wearing the glasses or contact lenses they normally use during everyday life.

The prediction is based on the measured characteristics of the text together with population-based vision data from the **Better Design Survey**, a UK household postcode-sampled survey that assessed people’s real-world vision ability within their own homes.

Rather than representing ideal laboratory eyesight, the survey reflects the visual capabilities of people in everyday conditions.

This makes PGI particularly useful when evaluating digital content intended for broad consumer audiences.

The score is expressed as a percentage between 0 and 100.

For digital commerce hero images displayed as mobile thumbnails, however, approximately **80% represents a realistic upper limit** because of the physical size constraints associated with thumbnail imagery.

Instead of viewing the score simply as a percentage, brands can use it as an objective measurement when comparing different versions of the same asset or identifying images that may require optimisation.

![Rhino readability test showing product image text passing Triple AAA clarity at mobile thumbnail size We Are Neem](https://weareneem.com/wp-content/uploads/2026/08/TL-Article-Preview-Banner-28.webp "Rhino Triple AAA Glance Readability Test at Thumbnail Size - We Are Neem")

## Understanding RHINO’s Performance Levels

To make interpretation simpler, PGIP scores are grouped into performance bands.

For hero images displayed at thumbnail size on mobile devices, RHINO currently uses the following thresholds:

- **Level A: around 25% can glance read it**
- **Level AA: around 50% can glance read it**
- **Level AAA: around 75% can glance read it**

Level AA represents the target that is typically achievable for most products.

Images achieving Level AA comply with the GS1 definition of a mobile-ready hero image.

Level AAA represents a more ambitious target that is often achievable for full-square images that make use of the available image area.

Secondary images benefit from considerably more available screen space than hero image thumbnails.

As a result, higher glance readability performance is generally achievable, and RHINO therefore applies different performance thresholds to secondary images.

- **Level A: 77% to 88%**
- **Level AA: 88% to 94%**
- **Level AAA: over 94%**

Images achieving Level AAA for secondary images satisfy the European Accessibility Act’s requirements relating to adequate text size and sufficient contrast for images of text, according to the technical definition contained within EN301549.

These performance levels provide brands with a consistent framework for evaluating image quality and prioritising improvements across large digital asset libraries.

## Why Objective Measurement Matters

For many organisations, image approval still relies heavily on design reviews and stakeholder opinion.

Creative teams review assets on large, high-resolution monitors.

Marketing teams approve campaigns based on branding, aesthetics and messaging.

Yet the shopper’s experience is often very different.

Images that appear perfectly readable during desktop review may become difficult to interpret once reduced to the small thumbnail sizes commonly used across digital commerce platforms.

Without objective measurement, these issues can remain hidden until products reach the [digital shelf](https://weareneem.com/our-work/digital-shelf-optimisation-case-study-sodastream/).

By combining computer vision, OCR, APCA, CamCAST and PGIP into a single evaluation process, RHINO enables brands to assess glance readability using consistent, repeatable criteria.

Rather than asking whether text ***looks*** readable, organisations can evaluate whether it is likely to be readable under the conditions in which shoppers will actually encounter it.

This shift from subjective opinion to evidence-based evaluation represents one of the most significant developments in digital commerce content optimisation.

The next question, however, is why manual review is often unreliable in the first place, and why even experienced designers can unintentionally overestimate the glance readability of their own work.

![Infographic comparing creative team review on a large screen with shopper experience of product images on a small mobile thumbnail We Are Neem](https://weareneem.com/wp-content/uploads/2026/08/Why-Humans-MISJUDGE-Product-Image-Readability-Article-2.webp "Why Humans Misjudge Product Image Glance Readability - We Are Neem")

### The influence of prior knowledge

There is another challenge that is less obvious.

Everyone involved in creating an image already knows what it says.

Designers know the headline.

Brand managers know the product claims.

Marketing teams know the promotional message.

Because the information is already familiar, it becomes difficult to judge how easily someone encountering the image for the first time will be able to read it.

As highlighted in Neem’s research, unconscious visual processes help people recognise familiar words more quickly than unfamiliar ones. This can create the impression that text is easier to read than it actually is for first-time viewers.

The result is an unintended bias during creative reviews.

Teams believe an image communicates clearly because they already know the answer.

The shopper does not.

### Why objective evaluation matters

AI does not bring prior knowledge or personal preference to the evaluation process.

It assesses measurable characteristics consistently across every asset using the same criteria.

This objectivity allows organisations to evaluate thousands of product images without variations in judgement between reviewers, agencies or internal teams.

Rather than replacing creative expertise, AI provides an evidence-based layer of quality assurance that supports better design decisions.

## Why AI Is Better Than Manual Evaluation

Manual reviews remain an important part of the creative process.

They help ensure that imagery reflects brand identity, communicates the intended message and supports wider marketing objectives.

However, manual review becomes increasingly difficult when organisations manage hundreds or thousands of digital commerce assets across multiple retailers, product categories and international markets.

This is where AI offers significant advantages.

### Consistency

Human judgement naturally varies.

Different reviewers may reach different conclusions about the same image depending on their experience, preferences or familiarity with the product.

AI applies the same evaluation process every time, ensuring consistency across large image libraries.

### Scalability

Reviewing thousands of product images manually is both time-consuming and resource intensive.

Automated image analysis enables organisations to evaluate large numbers of assets efficiently while maintaining the same assessment criteria throughout.

This makes glance readability evaluation practical at enterprise scale.

### Repeatability

Objective measurement makes it possible to compare assets using consistent performance metrics.

Instead of relying on subjective feedback such as **“the text looks a little small”** or **“this version feels clearer”**, brands can compare measurable scores generated using the same methodology.

This supports more informed decision-making throughout the content optimisation process.

### Evaluation under realistic conditions

One of the most valuable characteristics of RHINO is that it evaluates whether text is likely to perform at the size at which shoppers will actually encounter it.

This allows organisations to assess hero images intended for mobile thumbnails without relying solely on visual inspection.

As digital shelves continue to become more competitive, this capability provides brands with a practical way of identifying readability issues before assets are published.

## The Commercial Value of Measuring Glance Readability

Glance readability is not simply a technical measurement.

It has practical implications throughout the ecommerce content lifecycle.

Product images are often responsible for communicating information that cannot be conveyed through packaging photography alone.

A hero image may need to explain:

- **Brand**
- **Product type**
- **Variant**
- **Size or pack count**
- **Key product benefit**
- **Usage occasion**
- **Important differentiators**

If this information cannot be understood quickly, shoppers may struggle to distinguish between similar products or identify the option that best meets their needs.

Objective evaluation helps organisations identify assets that may require improvement before they appear on retailer websites or digital marketplaces.

This creates opportunities to:

- **Improve the consistency of product imagery.**
- **Prioritise optimisation across large asset libraries.**
- **Support mobile-first content development.**
- **Reduce subjective debate during creative approval.**
- **Establish measurable quality standards across internal teams and external agencies.**

As brands increasingly manage digital shelves across multiple channels, objective image evaluation becomes an increasingly valuable component of content governance.

## AI and the Future of Digital Commerce Content Optimisation

Artificial intelligence is changing how brands create, review and optimise digital content.

Early applications focused largely on automation and content generation.

Today, AI is increasingly being used to evaluate content quality.

Within digital commerce, this represents an important shift.

Historically, image approval relied heavily on visual judgement and creative opinion.

Increasingly, organisations are seeking measurable evidence that product imagery performs effectively under real-world viewing conditions.

This reflects a broader move from subjective approval towards objective validation.

Rather than asking whether an image looks attractive, brands are beginning to ask more commercially relevant questions.

Can shoppers understand the product quickly?

Can they distinguish between variants?

Can they identify the information that matters before they continue scrolling?

These questions sit at the heart of glance readability.

As digital commerce continues to evolve, AI-powered evaluation is likely to become an increasingly important part of content optimisation workflows, helping organisations complement creative expertise with measurable evidence.

## The Bottom Line

AI can identify text within images.

It can analyse visual characteristics.

It can measure contrast.

It can evaluate character size.

But evaluating glance readability requires more than recognising what appears on the screen.

It requires predicting whether shoppers are likely to read critical information during the brief moment they spend looking at an image.

By combining computer vision, Optical Character Recognition (OCR), APCA contrast analysis and multidimensional interpolation of experimental data from the Cambridge Contrast and Size Tests (CamCAST), [RHINO](https://weareneem.com/glance-readability-with-rhino/) provides an objective approach to evaluating glance readability.

This enables organisations to move beyond subjective design reviews and assess product imagery using consistent, evidence-based measurements.

As digital commerce becomes increasingly mobile-first and competition for consumer attention continues to grow, the ability to communicate essential information quickly is becoming an increasingly important aspect of digital content performance.

Glance readability reflects this changing reality.

It recognises that attracting attention is only the first step.

What ultimately matters is whether shoppers can understand the information they need before they move on.

For brands seeking to optimise hero images, product listings and digital shelf content, measuring glance readability offers a practical way to evaluate whether visual assets are likely to communicate effectively under real-world conditions.

### Continue exploring the science of glance readability

Understanding how AI evaluates glance readability is only one part of creating high-performing ecommerce content. Explore our related resources to learn how brands measure glance readability, why consumers scan instead of read, how mobile-first design influences product image performance, and how [RHINO](https://weareneem.com/glance-readability-with-rhino/) helps teams optimise hero images and secondary images, using objective, evidence-based evaluation.

# Can Shoppers Read Your Images at a Glance?

[Book Consultation](https://weareneem.com/contact/)

Measure glance readability. Improve digital shelf performance.

**Categories:** dCOM

---

### [Visibility Is Not Glance Readability: Why Getting Noticed Isn't Enough to Win on the Digital Shelf](https://weareneem.com/https-weareneem-com-visibility-is-not-glance-readability/)

**Published:** August 4, 2026
**Author:** Oliver Bradley

**Excerpt:** Discover how Glance Readability helps brands optimise hero images, improve shopper understanding and win on the digital shelf.

**Content:**

The digital shelf has a visibility problem.

Or at least, that’s what most brand teams think.

When a hero image attracts attention, generates clicks or performs well in visual attention testing, it is often assumed to be successful. The thinking goes something like this:

> ***“If shoppers notice the image, the job is done.”***

But that assumption overlooks a critical distinction.

**Visibility is not [glance readability](https://weareneem.com/glance-readability-pdp-optimisation-conversion/).**

A product image can be highly visible and still fail to communicate critical information shoppers need to make a purchase decision.

And in today’s mobile-first shopping environment, that difference matters more than ever.

![RHINO AI glance readability analysis showing four hero images that fail readability tests because critical product information is difficult to read on mobile devices. We Are Neem](https://weareneem.com/wp-content/uploads/2026/08/Screenshot-2026-08-04-at-53128-PM.webp "RHINO AI Glance Readability Analysis of Ecommerce Hero Images - We Are Neem")

## The Difference Between Visibility and Glance Readability

Visibility answers one question:

Did the shopper notice the image?

Glance readability answers a different question:

> **Can the shopper successfully read and understand the critical text within the image at-a-glance?**

These are not the same thing.

A visually striking hero image may attract attention because of its colours, contrast, packaging design or visual prominence. But if the product type, variant or size cannot be read quickly on a mobile device, the image may fail to communicate the information shoppers are actively looking for.

It’s like shouting at someone in a language they don’t understand. They look at you quizzically and walk away.

This distinction is becoming increasingly important as brands invest in [hero image optimisation](https://weareneem.com/why-ai-generated-hero-images-fail-miserably/), digital shelf performance and AI-powered content testing.

![Shopper browsing Tillamook cream cheese products on a Walmart mobile app, illustrating why glance readability is critical for recognising hero images on small screens. We Are Neem](https://weareneem.com/wp-content/uploads/2026/08/Visibility-Isnt-the-Problem-Understanding-Is.webp "Mobile Shopping Demonstrates the Importance of Glance Readability - We Are Neem")

## Why Attention Alone Doesn’t Drive Conversion

For many years, [digital commerce](https://weareneem.com/digital-commerce/) teams focused heavily on visibility metrics.

Common measures included:

- Impressions
- Click-through rates
- Attention scores
- Visual saliency analysis
- Heatmaps

These metrics help determine whether a visual asset captures attention.

What they do not reveal is whether shoppers can actually understand the information presented within that image.

A hero image may receive high attention scores while still performing poorly in terms of content comprehension.

This is where glance readability becomes essential.

According to the Neem’s glance readability test featuring the Cambridge Contrast And Size Tests (CamCAST) developed by Sam Waller, the objective is not simply to attract attention. The objective is to ensure critical information can be successfully read within a fraction of a second under realistic mobile viewing conditions.

![RHINO AI Glance Readability assessment showing a Tillamook hero image with individual text elements analysed for contrast, text size clarity and pass/fail readability results. We Are Neem](https://weareneem.com/wp-content/uploads/2026/08/TL-Article-Preview-Banner-19.webp "RHINO AI Measures Glance Readability Using Objective Readability Analysis - We Are Neem")

**The Mobile Commerce Reality**

Most shoppers are no longer browsing product pages on large desktop monitors.

They are scrolling rapidly through product listings on smartphones.

Within these environments, hero images are frequently displayed as thumbnails.

The amount of information that can be communicated effectively becomes significantly constrained.

What appears perfectly clear during a desktop design review can become difficult or impossible to read when displayed at mobile thumbnail size.

This creates a challenge for brand teams.

Many assets are approved based on how they look on large screens rather than how they perform on the digital shelf.

As a result, product visibility may be high while glance readability remains low.

## The Four Questions Every Hero Image Must Answer aka the 4W’s

When shoppers scan product listings, they are typically trying to answer a small set of practical questions.

These questions can be summarised as the “4Ws”:

**\#1. What Brand Is It?**

Brand recognition remains one of the strongest drivers of shopper confidence.

If shoppers cannot quickly identify the brand, they may move on to a competitor that is easier to recognise.

**\#2. What Product Type Is It?**

- Is it a facial serum?
- A moisturiser?
- A shampoo?
- A supplement?

Shoppers should not need to zoom in or read the product title to determine what the product actually is.

**\#3. What Variant Is It?**

Different variants often solve different consumer needs.

The ability to quickly identify the correct formulation, flavour, scent or functional benefit is critical to shopper recognition.

**\#4. What Size Is It?**

Pack size influences value perception, price comparison and purchase intent.

If shoppers cannot easily identify the quantity or volume, comparison becomes more difficult.

A hero image that fails to communicate these four elements at-a-glance may create friction during the purchase journey.

![Diagram illustrating the 4Ws of Glance Readability, showing unreadable product information including brand, product type, variant and size on a Tillamook hero image. We Are Neem](https://weareneem.com/wp-content/uploads/2026/08/Pepsi-hero-images-4.webp "The 4Ws of Glance Readability: Brand, Product Type, Variant and Size - We Are Neem")

## Why Product Titles Cannot Be Expected to Do the Work 

A common assumption among brand teams is that shoppers will simply read the product title if they need more information.

However, mobile shopping behaviour often tells a different story.

Shoppers typically scan visual content first.

The hero image is often the most prominent and immediately accessible source of information within search results, category pages and marketplace listings.

If critical information cannot be obtained from the image itself, many shoppers may never invest the effort required to investigate further.

This is why hero image optimisation has become such an important component of digital shelf strategy.

The objective is not merely to display the product.

The objective is to communicate the product.

![Shopper squinting at a smartphone while trying to interpret product information, illustrating how poor glance readability and high cognitive load can affect mobile shopping and hero image optimisation. We Are Neem](https://weareneem.com/wp-content/uploads/2026/07/Gemini_Generated_Image_hzs78ahzs78ahzs7-scaled.webp "How Cognitive Load Affects Glance Readability in Mobile Commerce - We Are Neem")

## What Is Glance Readability?

Glance readability measures whether critical text within an image can be successfully read and understood at-a-glance.

Unlike traditional readability scoring systems, which evaluate the reading level required to understand paragraphs of text, glance readability focuses on short pieces of information presented within visual assets.

Examples include:

- Product names
- Product types
- Variant descriptors
- Size information
- Key benefits
- Promotional messages

The challenge is not whether shoppers could eventually read this information if they studied the image carefully.

The challenge is whether they can read it quickly during real-world shopping behaviour.

## Measuring Glance Readability with Potential Glance Inclusion Percentage

One of the most important developments in this area is the introduction of Potential Glance Inclusion Percentage (PGIP).

PGIP estimates the percentage of the population likely to be able to successfully read text at-a-glance under defined viewing conditions.

The prediction is based on factors including:

- Character size
- APCA contrast difference
- Font weight / stroke width
- Uppercase characters
- Lowercase characters
- Numerals

This allows brands to move beyond subjective opinions and evaluate visual communication using objective, evidence-based measurements.

Rather than asking:

> **“Does this look readable?”**

Teams can ask:

> **“What percentage of shoppers are likely to be able to read this information at-a-glance?”**

## The Science Behind Glance Readability

Glance readability assessment is supported by the Cambridge Contrast And Size Tests (CamCAST), developed by Dr Sam Waller.

CamCAST investigated how people perform when reading common words displayed for a glance duration of approximately 300 milliseconds.

The research explored variables including:

- Text size
- Contrast levels
- Font weight
- Uppercase text
- Lowercase text
- Numerical content

This experimental data provides a scientific foundation for predicting glance readability performance within ecommerce imagery.

It also helps explain why some hero images perform significantly better than others despite appearing visually similar during creative reviews.

## Why Glance Readability Influences [Digital Shelf Performance ](https://weareneem.com/digital-commerce/)

Digital shelf performance depends on more than visibility.

A product that is noticed but not understood faces a significant disadvantage.

Glance readability can support:

### \# Faster Product Identification

Shoppers can quickly determine whether a product is relevant to their needs.

### \# Improved Shopper Recognition

Products become easier to distinguish from competing alternatives.

### \# Reduced Cognitive Effort

Less effort is required to interpret critical information.

### \# Better Content Comprehension

Key messages can be understood more quickly and accurately.

### \# Stronger Hero Image Performance

Important information remains accessible even at mobile thumbnail sizes.

Collectively, these factors contribute to a more effective shopping experience.

## The Future of Hero Image Optimisation

The digital shelf is becoming increasingly competitive.

As brands produce more content and product ranges continue to expand, the ability to communicate clearly within limited screen space will become a defining advantage.

This is why glance readability is emerging as a critical performance indicator for digital commerce teams.

The question is no longer:

> **“Can shoppers see the image?”**

The question is:

> “**Can shoppers read and understand what matters within a fraction of a second?”**

Because visibility creates an opportunity.

Glance readability determines whether that opportunity is converted into understanding.

And understanding is what ultimately supports product selection.

# Great Hero Images Don’t Guess. They Communicate.

[Book Consultation](https://weareneem.com/contact/)

Evaluate your hero images with RHINO’s AI-powered Glance Readability assessment and optimise your digital shelf for mobile-first shopping.

**Categories:** dCOM

**Tags:** dCom

---

### [Why Do Some Hero Images Perform Better Than Others? The Science Behind Glance Readability](https://weareneem.com/glance-readability-hero-image-performance/)

**Published:** July 9, 2026
**Author:** Oliver Bradley

**Excerpt:** Discover the science behind glance readability and learn why visual hierarchy, cognitive load and hero image optimisation are essential for success on today's mobile-first digital shelf.

**Content:**

**Visibility answers one question.**

> ***“Did shoppers notice your product?”***

**Glance Readability answers another.**

> ***“Can shoppers understand your product so they choose it before they scroll past?”***

These are not the same challenge.

**Being noticed and then CHOSEN are two separate challenges.**

Yet much of digital commerce still measures success by visibility (getting noticed) alone.

A hero image can attract attention, appear prominently in search results and comply with every retailer requirement, yet still fail to communicate critical information shoppers need to make a confident purchase decision.

![Mobile ecommerce hero images on Walmart showing how shoppers evaluate products from thumbnails, illustrating the importance of glance readability, hero image optimisation and mobile readability on the digital shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/07/Untitled-design-15.webp "Mobile Hero Images Showing Why Glance Readability Matters in eCommerce - We Are Neem")

The brands that consistently outperform on the digital shelf aren’t always the ones with the biggest marketing budgets or the most eye-catching packaging.

More often, they’re the ones whose hero images communicate clearly, quickly and effortlessly.

That difference is becoming increasingly important as digital commerce evolves.

Today’s shoppers browse rapidly through product listings on smartphones, while AI-powered shopping assistants and large language models (LLMs) are beginning to influence how products are discovered and recommended. Whether shoppers arrive through a retailer’s search results or an AI-curated recommendation, the hero image remains one of the first visual cues they encounter.

Its role is no longer simply to display a product.

Its role is to communicate the product.

Every Digital Commerce team has experienced it.

Two products are almost identical.

Their prices are similar.

Their ratings are comparable.

Their availability is the same.

Even their advertising investment may be equal.

Yet one product consistently attracts more clicks, more engagement and more conversions.

Many brands attribute this difference to stronger branding, better pricing or increased marketing spend.

In reality, the explanation often begins much earlier.

It starts with the hero image.

Before a shopper reads a product title, compares specifications or explores customer reviews, they encounter a single image that shapes their first impression. On crowded digital shelves, this image has only a brief moment to communicate what the product is, why it matters and whether it deserves attention.

This is where **Glance Readability** becomes critical.

Glance Readability is the ability of shoppers to recognise and understand essential product information during a brief visual glance under realistic mobile viewing conditions.

Research into visual perception, including two comprehensive [Tobii eye-tracking studies](https://www.tobii.com) of how online shoppers navigate and choose from search results were conducted with eye-tracking specialist **Jon Ward**.

Eye tracking demonstrates that shoppers fixate on a product image in fast scroll in just **400 milliseconds and ignore product titles almost entirely using the image alone to work out if it’s the correct product**. Within that fleeting moment, the hero image must help shoppers recognise the brand, identify the product format and if it’s the correct size and variety they want.

Sorry, your browser doesn't support embedded videos.

Rather than focusing on aesthetics alone, Glance Readability considers how effectively a hero image supports rapid recognition, comprehension and confident decision-making, particularly on mobile devices where available screen space is extremely limited.

Understanding why some hero images consistently outperform others requires more than creative judgement.

It requires understanding how people actually see.

## The Hero Image Is Your Digital Front of Pack

In a physical store, packaging performs multiple roles simultaneously.

- It identifies the brand.
- It communicates the product variant.
- It highlights key benefits.
- It builds trust.
- It differentiates one product from dozens of competitors sitting beside it.
- It showcases size or count.

![Pepsi products displayed on a supermarket shelf showing how physical packaging supports brand recognition, product recognition and shopper behaviour before products transition to the digital shelf and hero image optimisation. We Are Neem](https://weareneem.com/wp-content/uploads/2026/07/Gemini_Generated_Image_pa4og8pa4og8pa4o-scaled.webp "Physical Shelf Packaging and Product Recognition Before the Digital Shelf - We Are Neem")

Online, the hero image serves exactly the same purpose, but under far more demanding conditions.

Instead of standing proudly on a supermarket shelf, products compete within search results, category pages, retailer marketplaces, quick commerce apps and recommendation engines. Often, the hero image is the only visual information shoppers evaluate before deciding whether to explore further.

For many products, this first impression happens inside a thumbnail measuring only a few hundred pixels wide.

That makes the hero image the digital equivalent of front-of-pack packaging.

The challenge is no longer simply making products visible.

The challenge is making them immediately understandable.

A beautifully designed image that requires shoppers to pause, zoom or reread has already introduced friction into the buying journey.

The highest-performing hero images minimise this friction by communicating essential information almost instantly.

This distinction forms the foundation of Glance Readability.

![Three Pepsi ecommerce hero images that fail glance readability testing, illustrating poor hero image optimisation and reduced mobile readability on the digital shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/07/Pepsi-hero-images.webp "Examples of Hero Images That Fail Glance Readability Testing - We Are Neem")

## Why Some Hero Images Sell More Than Others

Most purchasing decisions begin with rapid visual recognition.

Shopping has always been a visually led experience, regardless of channel, platform or mission. Voice commerce never fundamentally changed that behaviour because people still want to \*see\* what they are buying before committing to a purchase.

When shoppers browse hundreds of products, they do not consciously evaluate every option in equal detail. Instead, the human brain relies on rapid pattern recognition to reduce mental effort and identify familiar visual cues.

Psychologists often describe this intuitive mode of thinking as System 1 processing. Rather than carefully analysing every detail, System 1 enables people to make quick decisions based on recognition, familiarity and visual simplicity.

This has profound implications for hero image design.

This has profound implications for hero image design.

When shoppers immediately recognise four things:

- **the brand**
- **the product category**
- **the product variant**
- **the pack size or count**

…they can progress confidently through the purchasing journey.

When they cannot, uncertainty increases.

Instead of encouraging exploration, unclear hero images force shoppers to stop and interpret visual information that should already be obvious.

![Example of a Pepsi hero image with unreadable product information, showing how poor glance readability makes it difficult to recognise the brand, product variant and pack size on a mobile digital shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/07/Pepsi-hero-images-2.webp "How Poor Glance Readability Reduces Product Recognition in Hero Images - We Are Neem")

## Attention Doesn’t Always Lead to Understanding

One of the biggest misconceptions in Digital Commerce is assuming that attracting attention automatically creates understanding.

It doesn’t.

A product can dominate the screen, satisfy every retailer specification and attract immediate visual attention while still leaving shoppers unsure about what they’re looking at.

The problem isn’t visibility.

The problem is communication.

If shoppers have to pause to identify the product variant, decipher the pack size or search for key information, the hero image has already introduced friction into the buying journey.

On mobile devices, this challenge becomes even more pronounced.

As hero images are reduced to thumbnail size, typography becomes harder to read, important descriptors disappear and visual hierarchy begins to break down. Packaging elements that appear perfectly balanced during a desktop design review can quickly become cluttered or illegible on a smartphone.

The result is a hero image that is technically compliant but functionally ineffective.

This is why RHINO evaluates more than visual prominence.

It focuses on **Glance Readability**, how effectively a hero image communicates essential information during those critical first moments of shopper attention.

Success on the digital shelf isn’t determined by whether shoppers notice a product.

It’s determined by whether they understand it quickly enough to make a confident decision.

## The Science of Glance Readability

Glance Readability is influenced by several interconnected visual principles that determine how quickly information can be recognised and understood.

Among the most important are:

- **Text size**
- **Contrast**
- **Font weight**
- **Visual hierarchy**

Together, these factors shape how easily shoppers can interpret a hero image under realistic mobile viewing conditions.

**Text Size**

On desktop displays, small typography may remain readable.

On mobile thumbnails, the same text often becomes illegible.

Critical product information including flavour, size, formulation or variant, can disappear entirely once hero images are scaled for smartphone browsing.

If shoppers cannot read essential information without zooming, the hero image is no longer supporting fast decision-making.

Instead, it is forcing shoppers to compensate for design choices that were never intended for a mobile-first environment.

**Contrast**

Contrast determines how clearly text and graphical elements separate from their background.

Low contrast reduces legibility, particularly under variable lighting conditions or when viewed on smaller screens.

Strong contrast improves recognition while reducing visual effort.

Importantly, contrast should support comprehension rather than simply creating visual impact.

A hero image can look bold and visually striking while still making critical information difficult to distinguish.

The objective isn’t simply to attract attention.

It’s to ensure that attention results in understanding.

**Font Weight**

Thin typography often performs well in brand guidelines, packaging mock-ups and presentation decks.

It performs far less effectively once a product appears as a small thumbnail on a retailer’s digital shelf.

Appropriate font weight helps preserve readability when hero images are reduced in size, ensuring important information remains distinguishable across different devices, resolutions and viewing conditions.

Small adjustments to stroke width can have a significant impact on how easily shoppers recognise essential product information.

**Visual Hierarchy**

Not every element deserves equal attention.

High-performing hero images guide the eye deliberately.

Instead of competing for attention, individual elements work together to communicate information in a logical sequence.

- Brand.
- Product.
- Variant.
- Pack size.

This natural visual hierarchy allows shoppers to interpret products rapidly without consciously searching for information.

Together, these design principles improve Glance Readability by reducing ambiguity and increasing recognition speed.

Rather than asking shoppers to decode information, effective hero images present it clearly from the very first glance.

## How Cognitive Load Influences Hero Image Performance

Every decision requires mental effort.

Psychologists refer to this effort as cognitive load.

The more information people must process simultaneously, the more difficult decision-making becomes.

In Digital Commerce, cognitive load is often created unintentionally.

A hero image may contain multiple promotional messages, competing graphics, overlapping typography, decorative icons and several focal points, all attempting to communicate importance at the same time.

Ironically, the result is often the opposite.

Instead of clarifying the product, excessive visual information increases uncertainty.

Shoppers must work harder to identify the product, distinguish the variant and understand the key benefit.

This additional mental effort slows recognition and interrupts the natural flow of online shopping.

![Shopper squinting at a smartphone while trying to interpret product information, illustrating how poor glance readability and high cognitive load can affect mobile shopping and hero image optimisation. We Are Neem](https://weareneem.com/wp-content/uploads/2026/07/Gemini_Generated_Image_hzs78ahzs78ahzs7-scaled.webp "How Cognitive Load Affects Glance Readability in Mobile Commerce - We Are Neem")

High-performing hero images reduce cognitive load rather than increase it.

They remove unnecessary complexity.

They prioritise essential information.

They organise visual elements according to how people naturally scan images.

By lowering mental effort, they allow shoppers to make faster, more confident decisions without feeling overwhelmed.

This is one of the fundamental reasons why some hero images consistently outperform others.

Their advantage isn’t simply better design.

It’s better communication.

On today’s digital shelf, shoppers don’t reward products that are merely visible.

They reward products they can understand immediately.

That’s why the future of hero image optimisation isn’t about attracting more attention.

It’s about improving **Glance Readability**.

As digital commerce continues to evolve, hero images will become even more influential. Mobile shopping is now the default experience for millions of consumers, while AI-powered product discovery is reshaping how products are surfaced and evaluated. In this environment, brands have fewer opportunities than ever to make a strong first impression.

The hero image is no longer just a visual asset.

It is a communication asset.

The brands that consistently outperform won’t necessarily have the brightest packaging, the boldest colours or the largest media budgets.

They will be the brands that reduce cognitive effort, communicate essential information instantly and help shoppers make confident decisions with minimal friction.

Because on the digital shelf, visibility creates the opportunity.

**Glance Readability helps shoppers act on it.**

Great Hero Images Don’t Guess.

They Communicate.

[Book Consultation](https://weareneem.com/contact/)

Find out what Shoppers can Actually Understand at a Glance. Evaluate Your Hero Images Today!

**Categories:** dCOM

**Tags:** dCom

---

### [10 Reasons Why Glance Readability Matters in Digital Commerce](https://weareneem.com/10-reasons-why-glance-readability-matters-in-digital-commerce/)

**Published:** July 2, 2026
**Author:** Meenakshi

**Excerpt:** Discover why glance readability is becoming a critical metric for digital commerce, mobile-ready hero images and digital shelf performance.

**Content:**

The digital shelf has changed.

Today’s shoppers are not carefully reading product pages on desktop screens. They are scrolling rapidly through product listings on mobile devices, comparing options and making decisions in fractions of a second.

In this environment, brands face a new challenge:

***Can shoppers successfully read and understand the critical text in an image at-a-glance?***

This challenge is known as **glance readability.**

Glance readability measures whether key information within a visual asset can be read and understood within a fraction of a second, particularly when viewed on a mobile device. It is becoming one of the most important considerations in digital shelf optimisation because attention alone is no longer enough.

A shopper may notice an image.

But if they cannot read the key information within that image at-a-glance, the communication has failed.

Here are ten reasons why glance readability is becoming a critical performance metric in eCommerce.

![Shopper browsing product thumbnails on a mobile ecommerce app, highlighting the importance of glance readability in digital commerce. We Are Neem](https://weareneem.com/wp-content/uploads/2026/06/Gemini_Generated_Image_9rlw8u9rlw8u9rlw-scaled.webp "Mobile Commerce and Glance Readability on the Digital Shelf - We Are Neem")

## \#1. Mobile Commerce Has Changed How Shoppers Consume Information

Most eCommerce journeys now begin on smartphones.

Product images that appear clear on a large desktop monitor are often displayed as small thumbnails on mobile devices. Critical information such as product type, variant, size or key benefits must compete within a very limited amount of screen space.

***Glance readability helps brands evaluate whether important text remains understandable when viewed under real-world mobile conditions.***

## \#2. Attention Does Not Guarantee Understanding

For years, marketers focused heavily on attention metrics.

However, attracting attention is only the first step.

An image may capture a shopper’s attention while still failing to communicate essential information if the text is too small, poorly contrasted or difficult to process at thumbnail size.

***Glance readability bridges the gap between attention and understanding by assessing whether shoppers can successfully read critical text when they notice it.***

## \#3. Shoppers Make Decisions at a Glance

Consumers rarely stop to analyse every product image.

Instead, they scan rapidly and make decisions based on the information they can absorb almost instantly.

This is particularly true for:

- Hero images (Product thumbnails)
- Sponsored product ads
- Mobile commerce listings

***If critical information cannot be read during these rapid decision-making moments, shoppers may move on without engaging further.***

![Example of a mobile-ready hero image that improves glance readability and shopper recognition compared with a standard product pack shot. We Are Neem](https://weareneem.com/wp-content/uploads/2025/08/LinkedIn-Article-banner-for-MS-19.webp "Glance Readability and Mobile-Ready Hero Images - We Are Neem")

## \#4. Glance Readability Provides an Objective Performance Measure

Historically, design approval often relied on subjective opinions.

Comments such as “it looks fine” or “the text seems clear enough” were frequently used to approve visual assets.

***Glance readability introduces a more evidence-based approach.***

Using scientific data and automated analysis, brands can assess whether visual content is likely to perform effectively under real-world viewing conditions rather than relying solely on human judgment.

## \#5. Potential Glance Inclusion Percentage (PGIP) Creates a New Standard

One of the most significant developments in glance readability measurement is the introduction of Potential Glance Inclusion Percentage (PGIP).

***PGIP estimates the percentage of the population likely to be able to successfully read text at-a-glance while wearing any vision correction they normally use.***

Rather than measuring reading age or reading difficulty, PGIP predicts glance readability performance based on factors including:

- Character size
- APCA contrast difference
- Font weight
- Uppercase text
- Lowercase text
- Numerals

This gives brands a practical way to benchmark and improve visual communication performance.

## \#6. Scientific Research Now Supports Glance Readability Assessment

Glance readability is no longer based on assumptions.

***The Cambridge Contrast And Size Tests (CamCAST), developed by Dr Sam Waller, systematically measured how people perform when reading common words presented for a glance duration of just 300 milliseconds.***

The research examined:

- Fifteen text sizes
- Multiple contrast levels
- Different font weights
- Uppercase characters
- Lowercase characters
- Numerical content

This experimental foundation provides a scientific basis for predicting glance readability performance in digital commerce environments.

![RHINO evaluating a mobile-ready hero image using APCA contrast assessment and CamCAST-based modelling to measure glance readability at thumbnail size. We Are Neem](https://weareneem.com/wp-content/uploads/2026/06/LinkedIn-Article-banner-for-MS-33.webp "CamCAST and RHINO Assessment of Glance Readability Performance - We Are Neem")

## \#7. AI Can Evaluate Thousands of Images at Scale

Modern eCommerce brands manage enormous volumes of visual content.

Manually reviewing every hero image, banner, promotional asset and marketplace listing is simply not practical.

AI-powered platforms such as RHINO use:

- Computer vision
- Optical Character Recognition (OCR)
- APCA contrast assessment
- CamCAST-based predictive modelling

to evaluate glance readability across large image libraries quickly and consistently.

***This allows brands to identify weak-performing assets before they reach consumers.***

## \#8. Better Glance Readability Supports Mobile-Ready Hero Images

Hero images are often the first visual interaction shoppers have with a product.

These images typically communicate:

- Product identity
- Product type
- Size
- Variant
- Key benefit

Many hero images perform poorly because important text becomes difficult to read when displayed at mobile thumbnail size.

***Improving glance readability helps brands create mobile-ready hero images that communicate effectively across retail platforms and marketplaces.***

## \#9. Glance Readability Supports Accessibility Goals

Although glance readability and accessibility are not the same thing, they often complement one another.

Accessibility standards focus on ensuring content can be accessed and used by a wide range of people.

Glance readability focuses specifically on whether critical text can be successfully read and understood during rapid viewing conditions.

***By improving text size, contrast and visual communication, brands can often improve both accessibility outcomes and shopper comprehension.***

## \#10. Brands That Optimise for Glance Readability Gain a Competitive Advantage

Digital shelves are becoming increasingly crowded.

Consumers are exposed to hundreds of competing products every day, often making decisions in seconds.

***Brands that optimise for glance readability are better positioned to communicate product information quickly, reduce shopper effort and improve product understanding.***

As eCommerce continues to evolve, glance readability is emerging as a competitive advantage rather than simply a design consideration.

![Mobile commerce example showing how a glance-readable hero image improves shopper recognition compared with packaging designed primarily for physical retail shelves. We Are Neem](https://weareneem.com/wp-content/uploads/2026/01/LinkedIn-Article-banner-for-MS-14.webp "Designing for Glance Readability Improves Digital Shelf Performance - We Are Neem")

## The Future of eCommerce Is Glance Readability

The question facing modern brands is no longer:

***“Will shoppers notice this image?”***

The more important question is:

***“Can shoppers read and understand the critical information within a fraction of a second?”***

Glance readability provides a framework for answering that question.

Supported by scientific research such as CamCAST, enabled by AI-powered image analysis and measured through Potential Glance Inclusion Percentage (PGIP), glance readability is helping brands move beyond subjective design reviews and towards evidence-based digital shelf optimisation.

In a mobile-first world, successful visual communication is not about how much information an image contains.

It is about how much information shoppers can successfully understand at-a-glance.

# Visibility Gets Attention. Glance Readability Drives Understanding.

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Evaluate Your Hero Images Today!

**Categories:** dCOM

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### [Why AI-Generated Hero images Fail Miserably](https://weareneem.com/why-ai-generated-hero-images-fail-miserably/)

**Published:** June 4, 2026
**Author:** Monique Roberts

**Excerpt:** That’s the thing about using AI to create Mobile-Ready Hero Images (MRHI’s). It can look good at a glance while breaking the very rules MRHI’s are meant to follow. “Close enough” is not a creative strategy.

**Content:**

![Mobile-ready hero images blog We Are Neem](https://weareneem.com/wp-content/uploads/2026/06/Blog-Hero-Image.webp "Blog Hero Images - We Are Neem")

**There’s a confidence that comes with AI-generated content right now. A quick prompt and at the click of a button you have your creative. Amazing, right? Until your product is showing up on a retailer site looking a little off, wearing a font your brand team doesn’t recognize, or completely non-compliant.**

That’s the thing about using AI to create Mobile-Ready Hero Images (MRHI’s). It can look good at a glance while breaking the very rules MRHI’s are meant to follow.

“Close enough” is not a creative strategy.

### **AI has a habit of “Improving” your branding**

AI image generation tools don’t actually understand your brand guidelines. They predict visuals based on patterns, which means they’re constantly making tiny creative decisions you never asked for.

Deep navy suddenly becomes royal blue… Your clean sans-serif font turns into something “inspired by” your packaging… Your logo spacing and colour is somewhat altered… Product textures soften… Pack imagery changes slightly.

Individually, those things might seem minor, but together they create an image that no longer accurately represents your product.

For MRHI’s, accuracy matters. These images are designed to help shoppers identify products instantly on mobile screens. If AI starts interpreting instead of reproducing, you’re no longer creating a compliant hero image.

Unlike AI tools, which can unintentionally alter logos, packaging details, typography and brand colours, any changes made by the Neem team are deliberate and carefully considered. In some cases, minor adjustments may be recommended to improve glance-readability on mobile devices, but these changes are always discussed with you in advance and implemented only with your express approval.

It also tends to struggle with one very important MRHI requirement: the 4W’s.

For an MRHI to work properly, the shopper needs to immediately understand:

- What the product is
- Which variant it is
- The flavour or format
- The pack size

AI regularly misses at least one of these. Most commonly pack size, something retailers and GS1 care about, despite AI’s confidence otherwise.

And yes, you can correct these issues manually afterward. But once you’re manually fixing colours, typography, sizing, proportions, pack details and compliance issues… you’ve sort of circled back to needing a designer anyway.

![Left image: Rhino Corn Chips bag with Pimento Pepper flavor; right image: AI-generated non-compliant version for comparison. We Are Neem](https://weareneem.com/wp-content/uploads/2026/06/AI-generated-MRHI-example-1.webp "AI-generated MRHI example 1 - We Are Neem")

And yes, you can correct these issues manually afterward. But once you’re manually fixing colours, typography, sizing, proportions, pack details and compliance issues… you’ve sort of circled back to needing a designer anyway.

**“Technically Visible” isn’t the same as Glance-Readable**

One of the more common shortcuts AI MRHI generators take is treating the hero image like a standard packshot with floating labels added around it, which would be fine if MRHI guidelines were based on decoration instead of functionality.

![Left: Rhino Corn Chips bag—pimento pepper flavor, no artificial colors or flavors, non-GMO corn; product shot. Right: AI-generated MRHI version of same bag with a vertical 'Pimento pepper' label on the side. We Are Neem](https://weareneem.com/wp-content/uploads/2026/06/AI-generated-MRHI-example-2.webp "AI-generated MRHI example 2 - We Are Neem")

GS1 standards are very clear that the product itself should communicate the key information. The image needs to be glance-readable on mobile, not rescued by floating callouts taped onto the outside afterward.

A compliant MRHI is not “Here’s the packshot, and here’s some extra information we forgot to include.” And while AI tools love these shortcuts because they’re visually easy to generate, retailers and compliance checks tend to disagree.

**The problem with AI Compliance Scores**

A lot of AI MRHI tools now offer automated “compliance scoring.” Which sounds reassuring until you realise many of them don’t actually explain why something passed or failed.

You just get a number.

82%.
94%.
“Optimised.”

Wonderful. Based on what?

That’s one of the reasons Neem uses Rhino to test every MRHI. Rhino doesn’t just hand over a mysterious score and wish you luck. It breaks compliance down into detailed pass/fail categories so you can actually see what’s working and what isn’t.

### **The problem with AI Compliance Scores**

GS1 standards are very clear that the product itself should communicate the key information. The image needs to be glance-readable on mobile, not rescued by floating callouts taped onto the outside afterward.

A compliant MRHI is not “Here’s the packshot, and here’s some extra information we forgot to include.” And while AI tools love these shortcuts because they’re visually easy to generate, retailers and compliance checks tend to disagree.

**The problem with AI Compliance Scores**

A lot of AI MRHI tools now offer automated “compliance scoring.” Which sounds reassuring until you realise many of them don’t actually explain why something passed or failed.

You just get a number.

82%.
94%.
“Optimised.”

Wonderful. Based on what?

That’s one of the reasons Neem uses Rhino to test every MRHI. Rhino doesn’t just hand over a mysterious score and wish you luck. It breaks compliance down into detailed pass/fail categories so you can actually see what’s working and what isn’t.

![Left: Rhino Pimento Pepper corn chips bag with a red FAIL badge; right: dark dashboard showing a multi-row test results table with PASS/FAIL statuses. We Are Neem](https://weareneem.com/wp-content/uploads/2026/06/Rhino-Test-Failed-Detailed-Example.webp "Rhino Test Failed Detailed Example - We Are Neem")

That means understanding things like:

- Whether the product is readable at mobile size
- If pack size visibility passes requirements
- Whether key variant information is identifiable
- If text placement affects compliance
- How the image performs against actual GS1 standards

Because a score without context isn’t especially useful. It’s just a percentage wearing a lab coat.

### **The Superior Approach that protects brands & meets shopper’s needs.**

AI can still be useful in supporting MRHI workflows when used carefully:

- Assisting with background cleanup
- Automating repetitive masking tasks
- Accelerating ideation or layout exploration
- Supporting internal concept generation

But final MRHIs should typically be:

- Built from approved pack photography or artwork
- Reviewed by human operators
- Validated against GS1 and retailer standards
- Checked for pack accuracy and legal compliance

![Bag of Rhino Corn Chips Pimento Pepper beside a dark UI table showing accessibility test results with PASS status for each item We Are Neem](https://weareneem.com/wp-content/uploads/2026/06/Rhino-Test-Detailed-Example.webp "Rhino Test Detailed Example - We Are Neem")

AI can help speed up MRHI production, but it often struggles with branding accuracy, GS1 compliance, and true mobile readability. Because AI cannot reliably follow brand guidelines, seemingly small changes to logos, colours, typography and packaging can quickly create compliance issues or weaken brand recognition online.

Professional designers understand how to create MRHI’s that are both compliant and effective. At Neem, our team combines human expertise with Rhino compliance testing to ensure every MRHI is accurate, glance-readable, and retailer-ready. Where improvements to readability require adjustments to packaging elements, colours or logo treatments, those decisions are made intentionally, transparently and only with your approval.

**Categories:** Creative, dCOM

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### [Human Connection - The Ultimate Accelerator](https://weareneem.com/spotlight-on-violetta-padasheuka-driving-smarter-content-with-ai-agility/)

**Published:** July 9, 2025
**Author:** Meenakshi

**Excerpt:** In today’s digital-first world, the content landscape is being reshaped at an unprecedented pace. Success in programme management now demands more than just coordination—it calls for innovation, strategic foresight, and the courage to embrace change.

**Content:**

**In today’s digital-first, AI enabled world, the content landscape is being reshaped at an unprecedented pace. Success in programme management now demands more than just coordination—it calls for innovation, strategic foresight, and the courage to embrace change. At the intersection of technology and creativity lies a new breed of leader—one who blends agility with impact, and precision with purpose.**

Whether it’s harnessing the potential of generative AI, driving efficiencies through agile methodologies, or unlocking value in digital commerce ecosystems, modern programme managers are reimagining how content is created, delivered, and scaled across global markets. Their work is instrumental in not only achieving cost savings and operational excellence but also in raising the bar for quality and collaboration.

At the core of every successful transformation is a leader who brings clarity to complexity, champions cross-functional collaboration, and embraces emerging technologies with confidence. These individuals see challenges as catalysts for innovation and foster environments where both people and ideas can thrive. Their ability to balance strategic thinking with hands-on execution is what drives progress, inspires teams, and ensures long-term impact in an ever-evolving digital landscape.

---

**Welcome to our Spotlight on Violetta Padasheuka – a Global Programme Manager in London, United Kingdom.**

We sat down with Violetta Padasheuka, Neem Consultant and Global Programme Manager for Unilever’s CaaS (Content as a Service) programme. With a focus on innovation through automation and AI, Violetta plays a pivotal role in transforming how content is delivered across European markets. From streamlining content operations and prioritising agile adoption to strengthening agency partnerships and managing budgets that fuel future-ready solutions, she brings vision and versatility to every challenge.

Join us as we explore how Violetta is shaping the future of content creation—unlocking efficiencies, elevating quality, and creating lasting impact at the crossroads of digital commerce and enterprise-scale transformation.

---

*Hey Violetta! Let’s kick things off with a little intro – can you tell us what you’re all about and what your role at Neem looks like?*

“I’m currently working as a Neem Consultant to Unilever and I am part of the CaaS (Content as a Service) team – a truly inspiring group of Neem consultants. CaaS was initiated by Oliver Bradley and is designed to deliver eCommerce content at scale and with speed. Within that set-up, I look after the Personal Care side of Unilever’s business, managing everything from BAU content delivery to experimentation with new tools – particularly around Automation and Generative AI. The aim is to stay ahead of the curve and ensure we evolve as the ecosystem does.”

*And how does that connect back to Neem’s broader goals?*

“As consultants, it can be easy to lose sight of our role in Neem’s journey because we operate within an external organisation. But to me, our mission is clear: deliver excellence. Every success story we create on-site adds to Neem’s credibility and reputation. I also actively seek opportunities for Neem – whether it’s resourcing or bespoke solution development – since we have a front-row seat to the client’s challenges. I make it a point to participate in Neem events too – last year’s Public Sector Summit, for instance, gave me insights into a new vertical for potential growth.”

“We’re building the future of eCommerce content – faster, smarter and more collaborative.”

*So, what’s a ‘day in the life’ like for you—or is it more of a ‘buckle up and see where the day takes you’ kind of vibe?*

“If there is one thing I can guarantee, it’s that no two days look alike! A large part of my role involves stakeholder engagement – with Unilever colleagues, agency partners and other collaborators. Then there’s governance: setting up processes and ensuring these are followed, especially now, when company-wide restructuring has led to the loss of institutional knowledge. I also keep an eye on innovation tools that could help us evolve – balancing the excitement of the future with the stability of BAU.”

*Is there a project you’ve worked on that really stands out—one that made you think, “Yes, this is why I do what I do”?*

“Certainly. Late last year, I inherited a Business Group Transformation pilot within the Personal Care category. It was a full overhaul in the way we worked – a significant change management challenge. While the ideation had already taken place, I was responsible for implementing and operationalising the new processes. The tricky part? Many stakeholders weren’t part of the initial planning. My role quickly became about communication and negotiation – aligning people, encouraging buy-in, and adjusting the process based on real-time feedback. Five months on, the process continues to evolve, but we now function as one cohesive, collaborative unit. That’s something I’m incredibly proud of.“

*With so many plates spinning, how do you keep everything in motion without dropping the ball?*

“It’s a constant balancing act between the urgent and the important. I make it a point to carve out time for future-focused work, even in the face of immediate demands. I block my calendar for deep work, silence notifications, and focus solely on long-term initiatives during that window. I also believe in strategic delegation – knowing who to go to and when – which allows me to concentrate on what truly matters for my role.”

“No two days are ever the same – and that’s exactly what I love.”

*What are the must-have skills in your toolkit for doing this job well?*

“As a Global Programme Manager in CaaS, comfort with ambiguity is critical. Often, we’re making strategic decisions without all the pieces of the puzzle – and we must build the structure as we go. That requires initiative, leadership, and a strong sense of ownership.

Equally important are people skills. Much of our work involves problem-solving and stakeholder education. The CaaS programme is complex and not always easy to grasp at first glance, so building trust, communicating clearly, and fostering alignment is key – particularly since we’re external consultants.”

*Ever had one of those “there has to be a better way” moments? What did you do?*

“Absolutely! One that stands out was during a platform migration in our Automation workstream. We were facing the challenge of either manually recreating over a thousand templates or paying a significant fee to an agency to do it for us.

Rather than jumping straight into either option, I took a step back to see if there was a smarter way. By looking at the bigger picture, we realised many templates were based on similar structures. So instead of migrating everything, we created a smaller set of flexible, brand-agnostic templates that could cover multiple use cases.

We piloted this approach within the Business Group I oversee, and it really paid off—cutting down on costs, simplifying our setup, and making automation accessible to more brands than before. It was a great reminder that sometimes stepping back and rethinking the problem is the best way forward.”

“Creativity isn’t just a nice-to-have. It’s how we keep evolving.”

*How do you usually deal with team disagreements or tricky conversations?*

“I’m a firm believer in open and honest dialogue. Thankfully, the CaaS [team is exceptionally collaborative,](https://weareneem.com/faq-items/how-does-neem-collaborate-with-internal-teams/) and we rarely encounter unhealthy conflict. But when disagreements do arise, I try to unpack the root cause and get all assumptions out in the open. This way, we address the issue at its source, and everyone walks away aligned.

I also make sure the team feels safe to speak up – early intervention is key to protecting culture and productivity.”

*What’s your secret to keeping everyone on the same page, especially when things get hectic?*

“Clear and consistent communication makes all the difference. I try to make sure everyone has the context they need by using a mix of channels—whether it’s quick syncs, detailed follow-ups, or shared docs. I also really value collaborative decision-making. When people are part of shaping the solution, they’re much more invested in making it work. Throughout any project, I make it a point to regularly check in, align on expectations, and adjust as needed. It helps us stay focused, connected, and moving in the same direction.”

“Open conversations solve problems before they become roadblocks.”

*What’s one lesson or takeaway from this role that’s really stuck with you?*

“Without a doubt – the people. The CaaS leadership team has built something truly special. I’ve never worked in a team where I’ve felt such a strong sense of camaraderie and mutual support. There’s always someone to bounce ideas off, offer encouragement or simply listen. It’s this culture that makes even the most complex challenges feel conquerable.”

*What’s been the biggest shift for you in this role compared to past ones?*

The biggest standout for me has been the team. The CaaS Leadership has done a brilliant job of bringing together the right people and cultivating a culture of collaboration, support, and camaraderie. I’ve always felt the backing of my 12 teammates—it’s like having a safety net that lifts you up rather than holds you back.

Being part of such a close-knit unit has really taught me the value of diverse perspectives and the power of learning from one another. We have weekly check-ins just to touch base on how everyone’s doing, and monthly learning sessions where we share insights, tackle challenges, and grow together. They may sound simple, but these rituals have become the bedrock of our team’s strength—and they’ve shaped me individually as well.

“When you have the right people beside you, anything is possible.”

*Have you had a moment that really tested you? How did you work through it?*

“The client company we support has been undergoing a significant restructuring, with a lot of office roles being cut. It’s been a tough environment—filled with uncertainty and low morale—which makes it even more challenging to deliver as an external consultant.

Our team was still expected to meet high KPIs despite the internal shake-ups. I realised that staying close to stakeholders—having regular, personal check-ins—was key. By fostering open communication, combining insights, and sharing updates about the restructuring process, I became a bridge between our team and the client. This helped us remain relevant, adapt to changes in real time, and maintain trust and transparency. Despite the upheaval, we’ve continued to meet our objectives and maintain a positive, collaborative spirit.“

*When things get tough, how do you keep your spirits up and stay focused?*

“I think the trick lies in paying attention to the small things and always having something to look forward to. I love that my role allows me to be creative, try new things, and take projects from start to finish. But during the client’s reorganisation, many projects were paused, and the work became more routine.

So, I focused on what I could control—I organised documentation, created onboarding resources, and deepened my network within the company. I also adopted a mindset shift: “If everything stays exactly the same as it is now, what would I do?” This approach helps me accept situations and move forward, with or without change. “

“When things shift, adapt. When they pause, prepare.”

*Digital commerce is moving fast – what trends do you think businesses should really keep an eye on in 2025 and beyond?*

“In the past few years, brands are increasingly focusing on Social Commerce, as this is where the majority of the audiences spend their time. At the moment, the CaaS team is solely focusing on traditional eCom channels and quick commerce, however some business groups’ strategies are increasingly centred around Social Media. We have also started seeing some interest in extending the scope of the CaaS programme to Social Content, and a few pilots are to take place this year to test out the synergies that could be achieved.”

*What’s one piece of advice you’d give to a business that’s just starting out with digital commerce?*

“Something we see a lot in Unilever is Brand Teams aiming right at the stars and neglecting some of the more basic and core aspects of eCommerce. I believe a valuable piece of advice would be to start from the start! It is important to first understand your audiences, their preferences, come up with a strategy and set up the tools and platforms to enable your eCommerce journey. This strong foundation will play a crucial role in supporting your more advanced strategies and eCom activations in the future.”

“Start smart. Scale wisely.”

*We’ve talked through so much today—before we wrap up, is there a mantra or quote you live by, especially when things get tough?*

“Yes! There’s a quote by Steve Jobs that’s been with me since the day I moved to the UK for university at 18. I even brought a wooden plaque with it carved in: *“Take a step, and the path will appear by itself.”*

 It’s something I truly live by. I believe anything is possible if you’re brave enough to take that first step—even when the path isn’t fully visible yet. That mindset has helped me face the unknown with courage and optimism.”

*Love that! Now outside of work, how do you like to unwind and recharge?*

“I’m a huge fan of the outdoors—it helps me disconnect from the screen and reconnect with myself. Long walks, bike rides, a game of tennis with friends, or even a good hike—those are my happy places.

 I also really enjoy travelling. My boyfriend and I try to take a long weekend trip every month, and we’ve already explored over a dozen places together!

Spending time with friends and family keeps me grounded and energised, so whether it’s catching up over coffee, going for a walk, or enjoying a movie night—I’m always up for it. 
And when I’m in a more reflective mood, yoga is my go-to. It’s a great way to pause, breathe, and tune into my inner world. I also read a lot—anything from romantic novels to business books—and I like to get creative in the kitchen or with a bit of painting or embroidery. 
Basically, if it sparks joy or curiosity, I’m in!”

*Any final thoughts or advice you’d like to share with the Neem team?* 
“Stay curious, keep challenging the status quo, and lean into collaboration—because that’s where the real magic happens. We have such an incredible community here at Neem, and when we support and learn from each other, there’s no limit to what we can achieve.”

*Awesome! Thanks Violetta!*

---

Violetta’s journey is a testament to what’s possible when deep expertise meets bold thinking – and a generous dose of team spirit. Her story reminds us that in a world of rapid change, human connection is still the ultimate accelerator.

**Categories:** Consulting, Resourcing

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### [From Content to Conversion: How RHINO AI Fixes What Humans Miss](https://weareneem.com/glance-readability-pdp-optimisation-conversion/)

**Published:** April 13, 2026
**Author:** Oliver Bradley

**Excerpt:** Glance readability drives PDP conversion performance

**Content:**

**If your shopper can’t read it in one second, it doesn’t sell – and that’s exactly why glance readability is now the most critical factor in digital commerce.**

*This blog is a summary of what was presented on the 3rd March 2026 at Digital FMCG in London.*

In today’s mobile-first commerce environment, that’s not an opinion – it’s a measurable reality.

Yet across leading FMCG brands, we continue to see the same pattern: beautiful product imagery, carefully crafted content, award-winning packaging… and underwhelming conversion.

This disconnect is not a design problem. **It’s a glance readability problem.**

And increasingly, it’s being solved not by better creatives – but by **RHINO AI.**

## The Shift: From Content Creation to Glance Readability Performance

For years, digital commerce strategies have centred on content production -more assets, better visuals, richer storytelling.

But as highlighted in the Digital FMCG session, the rules have changed:

### Shoppers don’t engage deeply **– they scan, glance, and decide in milliseconds**

This fundamentally changes what “good content” means.

It is no longer about:

- Depth of information
- Aesthetic appeal
- Brand storytelling

It is about:

### Instant comprehension through glance readability under real-world conditions.

Sorry, your browser doesn't support embedded videos.

## The Problem: Humans Are Biased Evaluators of Glance Readability

One of the most important (and uncomfortable) insights from the deck is this:

### Humans are systematically bad at judging glance readability..

Let’s break this down using evidence from your presentation.

### 1. We design for the wrong environment

![glance readability mobile vs desktop comparison We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/LinkedIn-Article-banner-for-MS-35.webp "LinkedIn Article banner for MS-35 - We Are Neem")

**Most PDP content is created on:**

- Large High resolution 6k 32-inch monitors
- Controlled lighting

**Then approved on:**

- 14 inch laptop 4k screens

**But shoppers experience:**

- Small mobile thumbnails
- Fast scroll environments
- Cognitive overload

### **What works on a 6K screen fails glance readability on mobile.**

### 2. We overestimate readability

Designers assume: *“If I can read it, it’s fine.”*

But your research shows: **20% of users cannot read beyond basic visual thresholds**

### This directly impacts glance readability performance.

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/Screenshot-2026-04-08-at-4.43.09-PM.webp "Screenshot 2026-04-08 at 4.43.09 PM - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/Screenshot-2026-04-09-at-1.09.10-PM.webp "Screenshot 2026-04-09 at 1.09.10 PM - We Are Neem")

### 3. Our brains distort what we see

Perception is influenced by context and expectation.

Which means:

### What we think is clear often fails glance readability in reality.

### **Strategic Insight:**

This leads to a critical conclusion:

**Content approval processes are fundamentally flawed.**

They rely on:

- Subjective judgement
- Biased perception
- Non-representative conditions

## The Reality: Unseen Is Unsold

In digital commerce, there is no margin for ambiguity.

**“Unreadable is unsellable. Unseen is unsold.”**

This is not just a slogan - it is a conversion principle.

### Case in Point: The Dove Failure

A standout example from the presentation:

- Award-winning design
- Strong formulation credentials
- Premium aesthetics

Yet:

- Poor contrast
- Illegible variant
- Misidentified product type

Result?

Failure in glance readability → lost conversion → delisting.

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/LinkedIn-Article-banner-for-MS-24.webp "LinkedIn Article banner for MS-24 - We Are Neem")

### Key Takeaway:

## Beauty attracts attention - but clarity drives conversion

## The Framework: Designing for Glance Readability

To solve this, Neem’s approach reframes content design entirely.

### The ABC Framework

\---------------------------------------------------------------------

### A - Attention & Emotion

Content must:

- Win the glance
- Interrupt scroll behaviour
- Create immediate visual engagement

Example:

Capri Sun thumbnail outperforming competitors in attention metrics.

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/LinkedIn-Article-banner-for-MS-25.webp "LinkedIn Article banner for MS-25 - We Are Neem")

### B - Brand & Identity

Recognition must happen instantly.

Not after reading. Not after thinking.

Immediately.

This aligns with **System 1 thinking:**

- Fast
- Subconscious
- Effortless

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/LinkedIn-Article-banner-for-MS-13.webp "LinkedIn Article banner for MS-13 - We Are Neem")

### C - Communication

This is where most brands fail.

Critical product information must be:

- Visible
- Legible
- Instantly understood

Example:

Failure to communicate:

- Size
- Variant
- Format

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/LinkedIn-Article-banner-for-MS-31.webp "LinkedIn Article banner for MS-31 - We Are Neem")

## Enter RHINO AI: Glance readability made easy

Rhino is a practical example of AI applied to commerce content.

It evaluates:

- Text size
- Contrast
- Font weight
- Case and Numeral usage

Based on:

- **900+ test conditions**
- Real human readability data

![Diagram showing the RHINO algorithm development methodology with 900 test conditions evaluating font size, contrast levels, font weight and text case to support AI readability testing and glance readability analysis. We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/LinkedIn-Article-banner-for-MS-27.webp "RHINO Algorithm Development for AI Readability Testing and Glance Readability - We Are Neem")

### Why This Matters:

Rhino shifts content evaluation from:

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/LinkedIn-Article-banner-for-MS-32.webp "LinkedIn Article banner for MS-32 - We Are Neem")

## From Campaign Thinking to Continuous Glance Readability Optimisation

Traditional workflow:

Create → Approve → Publish → Done

New reality:

Create → Test → Optimise → Improve glance readability

### Performance comes from iteration, not intention.

## Example: Sudocrem Transformation

Before:

- Small, illegible claims
- Poor contrast

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/Screenshot-2026-04-09-at-1.23.18-PM.webp "Screenshot 2026-04-09 at 1.23.18 PM - We Are Neem")

After:

- Enlarged text
- Improved readability
- Compliance-ready

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/Screenshot-2026-04-09-at-1.23.28-PM.webp "Screenshot 2026-04-09 at 1.23.28 PM - We Are Neem")

## Example: Heineken Optimisation

- All “4Ws” made glance readable
- Achieved **Triple AAA readability**
- **80% population readability at thumbnail size**

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/LinkedIn-Article-banner-for-MS-33.webp "LinkedIn Article banner for MS-33 - We Are Neem")

## Example: Oreo Size Clarity

- Replaced “154g” with “14 biscuits”
- Improved comprehension instantly

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/LinkedIn-Article-banner-for-MS-28.webp "LinkedIn Article banner for MS-28 - We Are Neem")

## The Business Impact: Beyond Design Metrics

This is where the conversation becomes commercial.

Across implementations:

- Double-digit uplift in turnover
- Up to 7x increase in creative impact
- Significant improvements in click-through and engagement

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/Screenshot-2026-04-09-at-1.28.35-PM.webp "Screenshot 2026-04-09 at 1.28.35 PM - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/Screenshot-2026-04-09-at-1.28.43-PM.webp "Screenshot 2026-04-09 at 1.28.43 PM - We Are Neem")

### Key Insight:

## Glance readability is not a UX metric - it is a revenue driver.

## Why This Matters Now More Than Ever

### 1. Mobile is the primary battleground

All critical decisions happen in:

- Thumbnails
- Search results
- Fast scroll environments

### 2. Rufus AI is reshaping discovery

With Rufus:

- Titles are truncated
- Images carry the load

### 3. Regulation is raising the stakes

With the European Accessibility Act (EAA):

- Readability is no longer optional
- Non-compliance = legal risk

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/Screenshot-2026-04-09-at-1.30.06-PM.webp "Screenshot 2026-04-09 at 1.30.06 PM - We Are Neem")

## What Brands Must Do Next

### 1. Stop designing for internal approval

Design for real-world performance.

### 2. Replace opinion with evidence

Adopt AI-driven evaluation systems.

### 3. Treat content as a living asset

Continuously optimise, not just create.

### 4. Prioritise Glance Readability over creativity

If it’s not instantly understood, it won’t convert.

## Final Thought: Beautiful Doesn’t Sell. Glance Readable Does.

The Dove example proves it.

The Sudocrem fix proves it.

The Heineken uplift proves it.

In digital commerce:

- Beautiful content can win awards
- But **glance-readable content wins revenue**

AI enables this shift - at scale, with precision, and without bias.

### If your shopper can’t understand it at a glance, it doesn’t sell.

If your content isn’t glance readable, it isn’t selling.

Let’s fix that.

[Book Consultation](https://weareneem.com/contact/)

Test your PDPs with RHINO AI. Unlock measurable conversion uplift. Request a Rhino demo today.

**Categories:** dCOM

---

### [Unlocking GenAI for Core Business Functions](https://weareneem.com/experiments-to-enterprise-impact-unlocking-genai-for-core-business-functions/)

**Published:** June 10, 2025
**Author:** Meenakshi

**Excerpt:** Neem Insights: From Experiments to Enterprise Impact - Unlocking GenAI for Core Business Functions

**Content:**

[**GenAI** ](https://weareneem.com/services/#consulting)has surged from experimental novelty to a strategic asset, reshaping the foundations of competitive business. Across sectors—from IT to finance to manufacturing—companies are rapidly realising that [**enterprise GenAI**](https://weareneem.com/services/#consulting) isn’t an optional add‑on, but a necessity if they intend to lead in the coming decade.

Recent research by Deloitte shows that nearly 80% of business and IT leaders expect GenAI to drive significant transformation within three years. India’s $254 billion IT industry is projected to gain 43–45% productivity from GenAI in the next five years *(Source:* [*reuters.com)*](https://www.reuters.com/technology/artificial-intelligence/genai-boost-indias-it-industrys-productivity-by-up-45-ey-india-survey-shows-2025-02-10/?utm_source=chatgpt.com). Such statistics signal a profound shift from pilot projects to widespread, function‑wide deployment—the hallmark of real [**GenAI transformation**](https://weareneem.com/services/#consulting).

Yet, leading organisations aren’t merely experimenting. They are embedding GenAI into operations, finance, customer engagement, HR, risk and more. They are going beyond proof-of-concept to enterprise-scale impact. This article explores how to unlock that transformation.

Recent research by Deloitte shows that nearly 80% of business and IT leaders expect GenAI to drive significant transformation within three years.

### **Why the Leap from Experimentation Matters**

Early GenAI adoption brought remarkable breakthroughs: chatbots, summarisation tools, and creative content generation. But those were mere glimpses of the potential. The real prize lies in scaling across business functions.

*[MIT Sloan Review](https://sloanreview.mit.edu/article/generate-value-from-gen-ai-with-small-t-transformations/?utm_source=chatgpt.com)* reports most companies pursue “small‑t” transformations—targeted, incremental GenAI use cases—while laying foundations for broader change This aligns with the trajectory we’ve seen at Neem: high-value pilots that catalyse systematic rollout.

### **Real-World Impact: Case Studies**

As GenAI moves from concept to enterprise-scale deployment, leading organisations are demonstrating measurable gains. Below, we highlight three compelling case studies where GenAI is driving real transformation—across ERP systems, audit processes, and customer engagement.

**1. ERP Transformation – Boston Consulting Group (BCG)**

BCG’s work with global enterprises has shown how GenAI can dramatically reshape ERP implementations—traditionally considered complex, costly, and time-intensive.

In a recent transformation programme for a multinational manufacturing firm, GenAI was embedded across several phases of the ERP lifecycle. Here’s how it made a difference:

- **Requirements Gathering**: Traditionally involving extensive stakeholder workshops and manual documentation, this phase was shortened by over **50%**. GenAI was used to synthesise business process descriptions, infer requirements from historical tickets, and auto-generate documentation—freeing up business analysts to focus on validation.
- **Code Generation**: With the help of GenAI-powered tools like GitHub Copilot and domain-specific large language models, developers generated boilerplate code modules 30–40% faster. This translated into significant productivity gains during the configuration and customisation phases.
- **Testing**: Perhaps the most impactful area was automated test case generation. GenAI models were trained on legacy defect logs to pre-emptively create relevant scenarios, reducing manual test writing efforts and improving coverage by 60–70%.

By embedding GenAI throughout the project, the company reduced its ERP delivery time by **four months** and reached value realisation sooner—flattening what is typically a “hockey-stick” ROI curve.

*Source: Boston Consulting Group, “[How GenAI Can Supercharge ERP Implementations](https://www.bcg.com/publications/2024/genai-transforming-erp-implementations)” (2024)*

“GenAI eases the pain of ERP implementation by addressing the challenges that have traditionally plagued the process” — Jatin Srivastava and co-authors, BCG.

**2. Internal Audit Automation – WestRock**

At WestRock, one of the world’s largest packaging companies, GenAI has been instrumental in modernising internal audit operations.

Faced with increasing complexity in compliance and a shortage of skilled auditors, the company piloted GenAI for support tasks under a secure, human-in-the-loop framework. Here’s what they achieved:

- **Audit Planning**: GenAI assisted in drafting audit plans, risk-control matrices, and scope notes by scanning previous audits, internal documents, and industry benchmarks. This allowed the team to build more comprehensive and consistent audit plans in half the usual time.
- **Committee Reporting**: Using custom prompts, auditors could generate clear and concise reports to present to Audit Committees, aligned with internal communication styles and regulatory language. GenAI streamlined versioning and revisions, reducing last-minute workload and increasing confidence in report consistency.
- **Change Management**: What’s notable is the way adoption was driven. The VP of Internal Audit personally spent one hour daily for six months testing GenAI tools—becoming the transformation champion. He structured gradual adoption, encouraging peer-to-peer learning and celebrating small wins.

Today, GenAI augments—not replaces—the work of auditors. WestRock has moved from scepticism to strategic advantage, using AI to elevate audit quality and speed.

*Source: Harvard Business Review, “[GenAI in Audit: A Case Study from WestRock](https://hbr.org/2024/03/using-genai-to-improve-internal-audits)” (2024)*

Initially, Paul McClung, VP of Internal Audit, was sceptical: “When I first heard about generative AI in 2022, I was totally against the idea… There were too many unknowns, too many risks. For at least nine months, I told the team not to use it.” But a secure, in-house GenAI platform changed that stance. McClung committed to using it one hour daily: “I set a goal to use our platform an hour a day, just to understand how it works, its capabilities, risks, and benefits…”

**3. Customer Experience Enhancement – Klarna**

Swedish fintech giant Klarna is leading the way in customer engagement powered by GenAI. In late 2023, the company replaced its traditional customer support workflows with an OpenAI-powered assistant.

The results were transformative:

- **Customer Query Resolution**: Within its first month, the GenAI assistant handled **two-thirds of Klarna’s customer service chats across 23 markets**. It resolved queries with an average **instant resolution rate of 70%**, improving both speed and satisfaction.
- **Efficiency Gains**: The assistant reduced the need for human support by 66%, cutting down wait times and scaling operations during peak demand without proportional hiring.
- **Accuracy and Tone**: Klarna trained the assistant on company tone-of-voice guidelines, regulatory frameworks, and past support conversations to ensure it maintained brand consistency and compliance.
- **Financial Impact**: The GenAI rollout is estimated to save the company $40 million annually, based on reduced staffing costs and improved conversion and retention metrics.

More importantly, Klarna demonstrated that GenAI isn’t just for internal efficiencies—it can directly impact the customer experience when rolled out responsibly and at scale.

*Source: [Klarna Press Release and TechCrunch coverage](https://techcrunch.com/2024/02/27/klarna-genai-customer-service), February 2024*

Klarna’s CEO Sebastian Siemiatkowski emphasised both performance and broader implications: “This AI breakthrough in customer interaction means superior experiences for our customers at better prices, more interesting challenges for our employees, and better returns for our investors. As more companies adopt these technologies … we believe society needs to consider the impact. … This is happening right now.”

**Key Learnings from the Case Studies**

These three examples span very different functions—ERP, audit, and customer support—but share critical success factors:

- **Defined Value Metrics**: Each programme had a clear ROI framework—be it time saved, quality improved, or costs reduced.
- **Human Oversight**: GenAI was embedded within a governance model that retained expert supervision.
- **Change Leadership**: In each case, leadership played a proactive role in adoption—testing, evangelising, and removing blockers.
- **Scalability**: These were not one-off pilots. Each organisation built foundations to expand GenAI use cases responsibly.

Together, they illustrate what [**enterprise GenAI transformation**](https://weareneem.com/services/#consulting) looks like when aligned with business strategy, organisational readiness, and technical excellence.

### **5 Core Functions Ripe for Enterprise GenAI**

1. **Operations:** Predictive maintenance, process automation, intelligent supply chain alerts
2. **Finance:** Real‑time insights, intelligent reporting, forecasting
3. **Customer Engagement:** Conversational assistants, dynamic personalisation, chat-based sales support
4. **HR & Talent:** AI‑matched hiring, role-alignment, performance analytics
5. **Risk & Compliance:** Continuous monitoring, anomaly detection, policy enforcement

In fact, [*TechTarget lists **10 ways** GenAI is reshaping the enterprise*](https://www.techtarget.com/searchenterpriseai/feature/How-will-generative-AI-reshape-the-enterprise?utm_source=chatgpt.com), including service automation and knowledge management. McKinsey also pinpoints the most practical use cases in customer ops, marketing, engineering and R&D

### **Building Blocks for Scalable Transformation**

1. **Targeted Pilots with ROI**
    Adopt a “small‑t” strategy: start with high-value use cases like report automation or code generation, then expand based on proven ROI.
2. **Strong Data and Governance Foundation**
    Ensure data quality and ethical oversight. Deloitte warns that 90% of organisations need stronger AI governance.
3. **Cross-Functional Teams**
    Blend domain experts with data scientists, architects and compliance leads. GenAI is as much organisational as it is technical.
4. **Change Management and Enablement**
    Like WestRock, involve leaders early (e.g. hour‑a‑day learning), embed success stories, and use champions to drive adoption.
5. **Modular Architecture for Flexibility**
    
    Choose open, adaptable platforms. As Deloitte shows, agile architecture enables pivoting as GenAI evolves

Deloitte warns that 90% of organisations need stronger AI governance.

### **Your Actionable Roadmap to GenAI at Scale**

Successful GenAI transformation doesn’t happen by accident—it requires a structured yet flexible roadmap. Here’s how leading organisations are charting their course from experimentation to enterprise-wide impact:

**1. Audit Existing Tools, Workflows & Data**

Start by mapping your current digital landscape. What data do you already capture? Which systems are siloed? Are your tools compatible with AI integration?

Conduct a thorough audit to understand:

- The quality, accessibility, and readiness of your datasets
- How fragmented or centralised your technology stack is
- Where structured and unstructured data live across functions

This step helps you spot integration gaps early—and avoid rework later. GenAI thrives on clean, connected data. Don’t skip this foundational step.

**2. Prioritise High-Value, Low-Complexity Use Cases**

Not all GenAI opportunities are equal. Begin with use cases that are:

- Easy to instrument with minimal process change
- Rich in measurable impact (e.g. time saved, accuracy improved)
- Aligned with your function’s KPIs

Examples include automated report generation in finance, AI-assisted job descriptions in HR, or smart contract summarisation in legal.

Quick wins demonstrate tangible ROI and build internal momentum for deeper transformation.

**3. Secure Pilot Funding, Sponsorship & Governance**

Your GenAI vision needs champions—both financial and cultural. Secure C-suite sponsorship early, and establish clear oversight protocols.

Put governance structures in place to:

- Define responsible AI usage (especially for customer-facing tools)
- Involve compliance, legal and IT from day one
- Ensure alignment with your ethics and data security frameworks

This isn’t just about avoiding risk—it’s about building trust across the business.

**4. Launch MVPs Using Agile Sprints**

Set up cross-functional pilot teams with a clear brief: build a minimum viable product (MVP) using GenAI in 6–8 week sprints.

Adopt a test-and-learn mindset:

- Define success metrics up front
- Monitor adoption and business impact
- Course-correct based on user feedback

Think small but fast—your aim is to validate value, not chase perfection.

**5. Build the Infrastructure to Scale**

Once pilots succeed, lay the foundation to scale responsibly and repeatably. This includes:

- Creating a central knowledge hub or GenAI Centre of Excellence
- Developing playbooks, prompt libraries, and training resources
- Setting up enterprise-grade APIs and access protocols
- Establishing a feedback loop to evolve governance frameworks

Scaling GenAI isn’t just about more use cases—it’s about institutionalising capability.

**6. Expand Across Teams, Functions & Geographies**

Treat successful MVPs as launchpads for wider roll-out. Translate learnings across departments—sales, procurement, customer service, HR—and adapt them to local contexts where necessary.

Encourage communities of practice, cross-sharing of prompts, and use case showcases across business units.

The key? Think of GenAI not as a tool, but as an enabler of organisational evolution. When embraced fully, GenAI reshapes how teams think, create, and deliver value.

###  

###  

### **Forward-Looking Perspectives**

GenAI is advancing fast—from basic conversational models to [**agentic AI**](https://weareneem.com/agentic-ai-enterprise-teams/) capable of complex, autonomous workflows. Deloitte reports around **25% of businesses are trialling agent-based systems**, with 50% planning pilots by 2027. In the next five years, enterprise-grade agentic models will redefine how work gets done.

Neem is already helping leaders make this leap by architecting secure, scalable GenAI frameworks, combining domain expertise with human-centred design.

### **In Conclusion**

Moving from experimentation to enterprise-scale impact demands deliberate strategy, investment in people and processes, and strong oversight. The earliest benefits lie not in hype—but in pragmatic GenAI use cases tied to core business outcomes.

If your organisation is ready to transition from pilot to scale, Neem is here to guide. We combine strategic experience, technical sophistication, and proven methodologies to help you unlock the power of [**enterprise GenAI**](https://weareneem.com/services/#consulting)—now and in the future.

**Categories:** Data & AI

---

### [Leveraging Mobile-Ready Hero Images for the Win](https://weareneem.com/digital-commerce-disruption-mobile-ready-hero-images/)

**Published:** August 10, 2025
**Author:** Meenakshi

**Excerpt:** Digital Commerce Disruption: Leveraging Mobile-Ready Hero Images for the Win

**Content:**

## **[Digital commerce,](https://weareneem.com/digital-commerce) powered by seamless discovery, high-conversion strategies, and AI shopping assistants, is reshaping the shopper journey – and brands that leverage [mobile-ready hero images](https://weareneem.com/mobile-ready-hero-images-the-key-to-winning-the-digital-shelf-in-2025) now will own the next wave of retail growth.**

![We Are Neem](https://weareneem.com/wp-content/uploads/2025/08/Screenshot-2026-04-08-at-7.08.11-PM.webp "Screenshot 2026-04-08 at 7.08.11 PM - We Are Neem")

## **The invisible majority: why digital influence is bigger than you think**

Retail success is no longer defined solely by in-store execution. While e-commerce sales may seem to account for only **20%** of total retail sales, the real figure that matters is digital influence - the proportion of purchases shaped by online research, reviews, and content before the shopper buys.

Today, **58% of all retail sales are digitally influenced**. This means the majority of purchase decisions are made *before* a customer even touches a shopping trolley, with **[Product Detail Pages](https://weareneem.com/mobile-ready-hero-images-the-key-to-winning-the-digital-shelf-in-2025) (PDPs)**, online reviews, and [**mobile-ready hero images**](https://weareneem.com/mobile-ready-hero-images-the-key-to-winning-the-digital-shelf-in-2025) playing decisive roles.

Brands that plan budgets based only on “digitally closed” sales risk under-investing in the primary driver of modern purchasing decisions.

## **From aisle to algorithm: how discovery has moved online**

The path to purchase increasingly begins on a screen, not in an aisle. **61% of shoppers** say they are more likely to discover new brands via retailer websites than in physical stores.

For younger generations, this is even more pronounced - Millennials (**69%**) and Gen Z (**68%**) are digital-first discoverers. But here’s the kicker: first impressions happen fast. If your PDP doesn’t grab attention instantly, the shopper moves on.

Mobile-ready hero images are critical here. On search results pages and product listings, they act as mini billboards - clearly communicating size, format, and benefits even on the smallest screens. A crisp, legible hero image ensures your product isn't just seen - it's understood. Pair that with an optimised PDP (fast-loading, keyword-rich, and visually appealing), and you dramatically improve both online and in-store sales potential.

![We Are Neem](https://weareneem.com/wp-content/uploads/2025/08/LinkedIn-Article-banner-for-MS-17.webp "LinkedIn Article banner for MS-17 - We Are Neem")

**Content is not decoration - it’s the sales engine**

For **55% of shoppers**, online content and reviews are more persuasive than in-store signage. **60%** say content quality directly shapes their brand perception.

Your PDP is the single most important digital sales tool you have. It combines product imagery, copy, reviews, and specifications into one page that must answer every possible question. Weak content creates doubt; strong content creates confidence.

And it’s not just about what’s on the PDP itself - mobile-ready hero images displayed in search results or category pages can be the deciding factor in whether a shopper even clicks through. In many cases, these hero images are the first - and only - product touchpoint before purchase.

![We Are Neem](https://weareneem.com/wp-content/uploads/2025/08/LinkedIn-Article-banner-for-MS-18.webp "LinkedIn Article banner for MS-18 - We Are Neem")

**Reviews: the silent deal-maker (or deal-breaker)**

Trust is currency in the digital marketplace. **71% of shoppers** avoid trying a new product online if it has poor reviews. Even worse, many will abandon a product entirely if it has no reviews at all.

This is why reviews should be front and centre on your PDP. The quantity, recency, and sentiment of reviews directly impact conversion. And when those reviews are paired with [**mobile-ready hero images**](https://weareneem.com/mobile-ready-hero-images-the-key-to-winning-the-digital-shelf-in-2025) that confirm product quality and use case, you’re reinforcing trust at every stage of the journey.

**A generational wake-up call: younger shoppers are less loyal - and more demanding**

Millennials and Gen Z are brand-switchers. They’ll abandon a brand for:

- **Better price** — 6 in 10 shoppers will switch if a competitor offers a better deal.
- **Better availability** — 1 in 3 will switch if the product is out of stock online.
- **Better experience** — richer content, more relevant imagery, and a smoother checkout.

###  

Here’s where the PDP and mobile-ready hero images earn their keep. Younger shoppers expect to see exactly what they’re buying before they commit - clear product shots, lifestyle imagery, and in-context visuals that work perfectly on mobile devices. If a PDP loads slowly, lacks compelling images, or doesn’t showcase reviews prominently, you’ve given them a reason to click away.

![Example of a mobile-ready hero image that improves glance readability and shopper recognition compared with a standard product pack shot. We Are Neem](https://weareneem.com/wp-content/uploads/2025/08/LinkedIn-Article-banner-for-MS-19.webp "Glance Readability and Mobile-Ready Hero Images - We Are Neem")

**The new battleground: retailer search and retail media**

The fight for visibility starts in the retailer’s search bar. **1 in 2 younger shoppers** say their purchases can be influenced by suggested or sponsored search results.

Winning here requires more than bidding for keywords. Your PDP must be fully optimised for conversion once a shopper clicks through. That means:

- [**Mobile-ready hero images**](https://weareneem.com/mobile-ready-hero-images-the-key-to-winning-the-digital-shelf-in-2025) that communicate key details at thumbnail size.
- Keyword-optimised titles and bullet points.
- Rich product descriptions and lifestyle images.
- Prominent, authentic reviews.

Shoppers often skip the PDP altogether and add to cart directly from search results - meaning the hero image, title, price, and star rating must do all the selling in seconds.

![We Are Neem](https://weareneem.com/wp-content/uploads/2025/08/LinkedIn-Article-banner-for-MS-20.webp "LinkedIn Article banner for MS-20 - We Are Neem")

**AI shopping assistants: the next leap in retail behaviour**

While adoption is still emerging, **AI shopping assistants** are already shaping purchasing decisions for a growing segment of consumers. **1 in 14 shoppers** now use AI chatbots to research products or find deals - with Millennials and Gen Z three times more likely to do so than older generations.

AI assistants prioritise clarity and relevance. Structured PDP data, well-optimised descriptions, and high-quality [**mobile-ready hero images**](https://weareneem.com/mobile-ready-hero-images-the-key-to-winning-the-digital-shelf-in-2025) all make it easier for AI to “understand” your product and recommend it to shoppers. In the near future, these assistants may be doing the product comparisons *for* the shopper - making digital shelf readiness even more critical.

**Why delaying digital investment is a losing strategy**

Failing to optimise your [**digital shelf**](https://weareneem.com/digital-shelf-optimisation) doesn’t just cost you online sales; it erodes your in-store performance too. Shoppers use their phones in the aisle to compare prices, check reviews, and confirm stock. If your PDP is incomplete or your hero image doesn’t match the physical product, trust is broken - and the sale is lost.

### **The winning playbook for 2025**

To capture the digitally influenced shopper, brands should:

1. **Match Search to Shelf** - Ensure your online search presence matches or exceeds your in-store share.
2. **Invest in Content Health** - Maintain high-quality imagery, accurate titles, relevant keywords, and fresh reviews on every PDP.
3. **Prioritise Mobile Readiness** - Ensure [**mobile-ready hero images** ](https://weareneem.com/mobile-ready-hero-images-the-key-to-winning-the-digital-shelf-in-2025)are optimised for clarity, legibility, and impact on small screens.
4. **Reallocate Trade Spend** - Direct more budget into retail media, search optimisation, and PDP enhancements.
5. **Prepare for AI** - Structure product data for machine-readability and conversational commerce compatibility.

![We Are Neem](https://weareneem.com/wp-content/uploads/2025/08/LinkedIn-Article-banner-for-MS-21.webp "LinkedIn Article banner for MS-21 - We Are Neem")

**The bottom line**

In 2025, your product’s [**digital shelf**](https://weareneem.com/digital-shelf-optimisation) presence will define its retail fate. With [**digital commerce**](https://weareneem.com/digital-commerce) influencing the majority of purchase decisions - and with PDPs and [**mobile-ready hero images**](https://weareneem.com/mobile-ready-hero-images-the-key-to-winning-the-digital-shelf-in-2025) acting as your most important salespeople - the brands that win will be the ones that are most discoverable, most credible, and most valuable online.

### **Your Next Big Sales Lift Starts Here**

If your brand is ready to transform its online presence into a revenue engine, Neem can help you:

- Audit and optimise your [**digital shelf**](https://weareneem.com/digital-shelf-optimisation) across all major retailers.
- Design and deploy high-impact [**mobile-ready hero images**](https://weareneem.com/mobile-ready-hero-images-the-key-to-winning-the-digital-shelf-in-2025).
- Build PDPs that convert - on any device.
- Improve search visibility and conversion rates.
- Create AI-ready content that works for today’s shoppers and tomorrow’s algorithms.

# Discover Neem’s full range of digital commerce services here.

[Book Consultation](https://weareneem.com/contact/)

Talk to our dCom experts to explore what we can do for your business.

**Categories:** dCOM

---

### [Why Glance Readability Really Matters](https://weareneem.com/glance-readability-visual-commerce/)

**Published:** January 13, 2026
**Author:** Oliver Bradley

**Excerpt:** Glance Readability Drives Better Visual Commerce Performance

**Content:**

Trained in the Unilever school of marketing, I’ve spent most of my career obsessing over visual content for commerce. My name’s Oli Bradley and I’ve been invited to write a little thought piece about my recent work with Cambridge University’s Inclusive Design team and to explain why Neem built a tool called Rhino… why it matters to the shopper experience… what it tests… and why that should matter to you if you create digital visuals with any text or icons on them.

one. **The perfect storm in visual commerce.**

Right now, visual commerce is in a perfect storm that most brands are still underestimating.

**1. Eyesight is getting worse globally**

Ageing populations mean more shoppers with reduced ocular accommodation; by their 40s, many people struggle to read small details even with “good” eyesight. At the same time, heavy screen time is driving myopia in younger consumers, with the problem particularly acute in parts of Asia.

**2. Online shopping has moved to tiny smartphone screens**

Around three-quarters of retail traffic is now on mobile, yet the vast majority of product images were originally designed for big desktop or physical pack contexts. Designing a hero image now effectively means designing for a roughly 20 mm square canvas – a brutally small area in which to communicate anything meaningful.

**3. A content explosion powered by generative AI**

Generative AI has made it trivially cheap to create endless content variations, but quantity without quality control is a liability. Without systematic ways to assess visual quality, brand teams risk flooding retailers with on-screen noise that is beautiful on a 27-inch monitor and useless in a 16–20 mm thumbnail.

What brand teams actually need now are AI superpowers that help them assess the quality of the visual content their agencies are creating for commerce – at scale, at speed, and in a way that reflects how real shoppers actually see, scan, and decide.

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/01/Screenshot-2026-04-08-at-4.43.09-PM.webp "Screenshot 2026-04-08 at 4.43.09 PM - We Are Neem")

two. **A simple ABC framework:**

Attention, Branding, Communication

Drawing on my Unilever training, there is a simple lens for understanding the quality of visual content that maps neatly to both eye tracking and **Rhino**:

- **A – Attention: Does the visual hook the viewer immediately?**
    Eye tracking metric: Time to First Fixation on the key element.
- **B – Branding: Does the shopper notice the brand’s distinctive assets early on?**
    Eye tracking metric: Gaze percentage on logo/pack/brand assets.
- **C – Communication: Is the critical text glance readable?**
    Eye tracking metric: Dwell time and gaze sequence on key on-image text.

Think of this as a hierarchy: if you don’t earn Attention, Branding and Communication never get a chance. If Branding is weak, performance is hard to attribute. And if Communication fails, the shopper never decodes what the product is, which version it is, or how much they are buying.

**A – Attention: winning the biological battle in 0–2 seconds**

Eye tracking consistently shows that people do not “read” eCommerce pages; they scan them. Shoppers skip product titles, skim or ignore bullets, and almost never glance at the long description. Attention is a biological reflex before it is a conscious decision.

DragonFly AI’s “design for the biological brain” is exactly right here: content has to win the biological battle for attention in the first 0–2 seconds. In practical terms, that means:

- Shoppers treat search results like a fast-moving visual stream, not a catalogue.
- The brain can handle roughly 3–5 focal points or hotspots at once; beyond that, cognitive load spikes and important information gets lost in the noise.
- Cognitive science backs this up: working memory effectively holds about four chunks of information, with 4+1 as a practical upper ceiling. Every extra burst, badge, or micro-claim competes for those limited slots.

So yes, content needs to get noticed – **but within the rules.** If retailers didn’t enforce constraints and GS1 principles, the digital shelf would look like Lazada on a bad day. Every supplier shouting in neon, every pixel weaponised, and shopper eyeballs metaphorically bleeding from visual overload.
Eye tracking is the sanity check here. It shows which elements are actually pulling first fixation and early gaze, and which are just adding clutter. Tools like DragonFly, Vizit and Tobii’s own shopper research work together to make that “biological battle” visible and measurable.

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/01/LinkedIn-Article-banner-for-MS-12.webp "LinkedIn Article banner for MS-12 - We Are Neem")

**B – Branding: more than “is there a logo?”**

Once you’ve earned attention, the next job is that the content is **recognisably yours** at a glance.
Branding in this context is not “does a logo appear in the corner?” It’s the full set of **distinctive brand assets** and how consistently they appear:

- Logos and wordmarks
- Pack shots and product shape cues
- Brand colours, typography, and graphic devices
- Distinctive visual styles or layouts the brand owns [linkedin+1](https://www.linkedin.com/pulse/brand-strategists-toolkit-25-distinctive-assets-grid-nick-liddell/)

CreativeX has made a science out of measuring this at scale: detecting logos and pack shots, checking whether they meet minimum size/visibility thresholds, and ensuring they appear early and consistently across thousands of assets. That ensures the media money you spend is actually credited back to your brand, not just “some ad that looked nice”.

From a shopper’s perspective, good branding on a hero image means:

- The brand is instantly recognisable in the scroll.
- The pack or iconography reinforces what the product is without needing to read the title.
- Colour and layout feel familiar, which lowers cognitive effort and builds trust.

From an attention point of view, eye tracking then answers: do people actually look at the brand assets when they scan, and how quickly? Strong branding plus strong attention equals **memorability**.

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/01/LinkedIn-Article-banner-for-MS-13.webp "LinkedIn Article banner for MS-13 - We Are Neem")

**C – Communication: the missing link RHINO was built to solve**

Attention and Branding are necessary but not sufficient. There’s a third step: **Communication** – the glance readability of the critical text on the image.
This is where RHINO is different and complementary to CreativeX (for branding) and DragonFly/Vizit/Tobii (for attention). RHINO measures something new: whether critical on-image text will actually be legible on real mobile screens, and does it at scale.

Eyetracking with Tobii has already established a simple but uncomfortable truth: shoppers are not reading product titles. Even when they fixate the title area briefly, they rarely parse it word by word. So the question becomes: if titles are effectively ignored, where does the product understanding come from?
Best practice from inclusive design and visual cognition says the maximum useful message load on any one image is around four key messages – 4+1 at the very most. If you have 10–14 micro-messages sprayed onto the pack, eye tracking shows gaze bouncing around, comprehension dropping, and purchase intent falling away.
That’s why RHINO focuses on glance readability: explicitly testing whether those critical few messages that should carry the load can actually be read at a glance on a small screen.

three. **The 4Ws:**
What hero images really need to communicate

Recognising that shoppers won’t read titles, 31 CPGs working with GS1 agreed that a mobile hero image must communicate four critical things – the “4Ws” – from the image itself:

1. **What Brand?**
2. **What type of product or format?** (e.g. capsules vs powder, bar vs liquid)
3. **What variant?** (flavour, fragrance, benefit)
4. **What size or pack count?**

If a shopper can’t answer those four questions in a couple of seconds from the hero image alone, the experience is broken. They either slow down (and maybe give up), mis-buy, or abandon the purchase entirely.

The practical problem: most hero images are designed on 24–27 inch screens by young, visually sharp designers and brand managers. Eyeballing an image full-screen in Figma or Photoshop and saying “looks fine to me” is a completely different reality from a 90 px thumbnail on a mid-range Android device in bright daylight. That gap is exactly where RHINO operates.

![Mobile commerce example showing how a glance-readable hero image improves shopper recognition compared with packaging designed primarily for physical retail shelves. We Are Neem](https://weareneem.com/wp-content/uploads/2026/01/LinkedIn-Article-banner-for-MS-14.webp "Designing for Glance Readability Improves Digital Shelf Performance - We Are Neem")

four. **What RHINO actually tests… and how!**

RHINO was built with Cambridge University’s Inclusive Design team and colour scientist Andrew Somers APCA algorithm to automate two previously manual checks:

1. **Contrast through APCA (Accessible Perceptual Contrast Algorithm)** • RHINO detects text on the image using Azure AI + custom OCR and isolates it from the background.
    • It then applies APCA, the next-generation contrast model recommended for WCAG 3, to judge whether text meets modern contrast thresholds that better reflect how humans see on screens.
    • This moves beyond crude legacy contrast ratios and focuses on actual perceptual legibility given weight, size, and background.
2. **Clarity through the Cambridge Visual Clarity Algorithm**
    • Co-developed with the University of Cambridge, this algorithm models how text of a certain height, stroke width, and style will perform at different digital sizes.
    • RHINO tests each design across multiple target contexts: mobile hero, web banners, secondary images, social templates – to ensure text remains legible in all the main formats where shoppers see it.

Under the hood, RHINO uses:

- Automated text detection (including curved/angled text) via Azure AI computer vision.
- A three-phase text isolation pipeline to separate text cleanly from complex backgrounds.
- APCA-based contrast scoring for every text/background pair, with AA/AAA style thresholds adapted for real use.
- Cambridge clarity scoring to determine pass/fail for each text element at defined physical sizes (e.g. 20 mm hero image).

The output is simple: for each image, you see which words pass, which fail, and where they become marginal – with visual overlays that make issues instantly obvious.

five. **Why RHINO matters for real shoppers**
(and real businesses)

RHINO translates inclusive design theory into commercially relevant outcomes.

From the shopper’s point of view, RHINO helps to:

- Reduce the number of times they mis-buy on size, format or variant because they couldn’t read the pack online.
- Increase speed to “I get what this is” in the scroll, which makes mobile shopping feel less effortful and more trustworthy.
- Make ecommerce experiences more inclusive for older or visually impaired shoppers without sacrificing brand distinctiveness.

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/01/LinkedIn-Article-banner-for-MS-16.webp "LinkedIn Article banner for MS-16 - We Are Neem")

From the brand’s point of view, RHINO delivers:

- Proven sales uplift: mobile-ready hero images that pass both contrast and clarity tests have driven double-digit uplift versus plain pack shots in A/B tests.
- Compliance and inclusion at scale: automatically meeting emerging WCAG-style expectations and internal inclusive design commitments, without 500 days of manual checking.
- Speed and scale: bulk testing tens of thousands of images at low per-image costs instead of relying on “if I can read it, it must be fine”.

This is where RHINO complements tools like CreativeX, DragonFly Ai and Vizit AI rather than competing with them:

- CreativeX ensures your brand assets show up correctly and consistently.
- DragonFly / Tobii / Vizit Ai predictive attention tools ensure your visual hierarchy and attention hotspots work biologically.
- RHINO ensures your critical text is actually legible in real digital contexts, so the 4Ws land in under two seconds.

Together, they give you a full-stack view of creative quality: Attention, Branding, Communication – measured, not guessed.

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/01/LinkedIn-Article-banner-for-MS-15.webp "LinkedIn Article banner for MS-15 - We Are Neem")

six. **Conclusion:**

Designing for the real, scrolling shopper

The uncomfortable truth is that most digital visuals today are still being designed for the wrong person in the wrong context: a young designer on a big screen with perfect eyesight and plenty of time. The real shopper is older than we think, more distracted than we like, and scrolling far faster than our traditional creative reviews assume.

If your visuals can’t win attention in the first couple of seconds, if your brand isn’t clearly present when they do, and if your critical messages can’t be read at a glance on a 20 mm thumbnail, the rest of your marketing plan is built on sand.

Mobile-first today means vision-first: designing for real eyes, on real devices, in real-world lighting, with real cognitive load limits.

That’s why RHINO exists. It turns glance readability from a subjective argument into an objective, testable standard – so brand teams can ship fewer, better, clearer images that help shoppers decide quickly and confidently, instead of leaving them to squint, guess, and give up.

Beautiful visuals don’t sell. Readable ones do.

Where does your content stand?

[Book Consultation](https://weareneem.com/contact/)

Unlock glance readability with Neem’s AI-powered solutions. Let’s talk.

**Categories:** dCOM

---

### [Agentic AI - The Future of Autonomous Intelligence in Business](https://weareneem.com/agentic-ai-autonomous-intelligence-business/)

**Published:** April 2, 2025
**Author:** Meenakshi

**Excerpt:** Agentic AI Driving Autonomous Business Intelligence

**Content:**

## What if AI could not only follow instructions but also think, plan, and adapt like a human?

Artificial Intelligence (AI) has evolved remarkably, transitioning from simple automation to sophisticated systems capable of autonomous decision-making. At the forefront of this evolution is Agentic AI, a paradigm where AI agents not only perform tasks but also plan, learn, and adapt independently.

This article delves into the latest developments in Agentic AI, its transformative impact across industries, ethical considerations, and insights from industry leaders.

## Understanding Agentic AI

Agentic AI refers to AI systems endowed with agency – the ability to make autonomous decisions, learn from real-time interactions, and execute tasks without human intervention. Unlike traditional AI, which operates within predefined parameters, Agentic AI can adapt to dynamic environments, making it particularly valuable in complex and unpredictable scenarios.

> **According to Lifewire, Agentic AI represents the “third wave” of AI technology, enabling systems to understand, plan, and execute goals autonomously. These systems integrate data from diverse sources and leverage large language models to adapt in real time.**

## Why Does It Matter?

Agentic AI is not just another tech trend; it has the potential to reshape industries by offering speed, efficiency, and adaptability. Here’s why businesses should care:

### 30-50% Faster Decision-Making for Retailers:

AI agents can process vast amounts of data in real-time, enabling quicker and more accurate decision-making. Retail giants like Amazon and Walmart already leverage AI-driven demand forecasting, reducing overstock and understock issues.

### Hyper-personalised Shopping Experiences:

AI-driven recommendation engines curate individualised shopping experiences based on past behaviour, increasing customer engagement and retention. According to McKinsey, hyper-personalisation can boost revenue by 10-30% for eCcommerce brands.

> **According to McKinsey, hyper-personalisation can boost revenue by 10-30% for eCommerce brands.**

### AI-driven Automation Reduces Manual Effort:

Industries with labour-intensive processes, such as supply chain management, are leveraging AI to automate repetitive tasks. By 2026, AI automation is projected to save businesses $2 trillion annually in operational costs, according to PwC.

### Smarter, Self-Optimising Operations:

AI agents learn from past interactions to improve performance autonomously. This continuous self-optimisation enhances efficiency across sectors, from logistics to financial services.

> **By 2026, AI automation is projected to save businesses $2 trillion annually in operational costs, according to PwC.**

## Transformative Impact Across Industries

### Healthcare: Personalised Patient Care:

Agentic AI is revolutionising patient care by providing predictive diagnostics, automating administrative tasks, and offering real-time insights. For example, IBM Watson Health has developed AI-powered tools to assist doctors in diagnosing diseases and recommending personalised treatment plans based on patient history and genetic data.

Google’s DeepMind has also demonstrated AI-driven imaging solutions with higher accuracy in detecting diseases like diabetic retinopathy and breast cancer.

A study by McKinsey found that hospitals using AI-enhanced diagnostics experienced a 25% reduction in diagnostic errors, leading to better patient outcomes. \[McKinsey\]

### Customer Service:

Enhanced Interactions: Businesses are deploying AI-powered chatbots and virtual agents to handle customer inquiries, resolving issues more efficiently. Bank of America’s Erica, an AI-powered virtual assistant, successfully handled over 1 billion interactions in just three years, improving customer service response times and reducing call centre dependency. \[Forbes\]

Microsoft’s AI-powered Azure Bot Service is helping enterprises automate customer support at scale, reducing wait times and improving customer satisfaction.

> **A study by McKinsey found that hospitals using AI-enhanced diagnostics experienced a 25% reduction in diagnostic errors, leading to better patient outcomes.**

### Retail & eCommerce – Smarter Shopping:

AI-driven agents are enhancing the online shopping experience through hyper-personalised recommendations. Amazon, for instance, uses AI-powered recommendation engines that generate 35% of total sales. These agents learn customer preferences, analyse behaviour, and refine suggestions in real-time. \[MIT Tech Review\]

Google’s AI-powered Search and Shopping features enable retailers to provide AI-curated product recommendations, improving the customer experience and boosting conversions.

### Autonomous Vehicles – The Future of Mobility:

Tesla is at the forefront of using Agentic AI in self-driving technology. Elon Musk, Tesla’s CEO, has long championed AI’s potential, stating, “I think AI is probably the single biggest existential threat to humanity, but at the same time, AI will make our lives significantly easier.” \[The Guardian\]

Tesla’s Full Self-Driving (FSD) system leverages AI agents to analyse real-time traffic conditions, detect obstacles, and make split-second decisions, improving road safety. A recent study by MIT found that AI-powered self-driving systems could reduce accident rates by 45% in urban environments. (MIT)

Microsoft has partnered with automakers to integrate AI-powered navigation and safety features into connected vehicles, enhancing driving experiences and road safety.

### Finance: Risk & Fraud Detection:

Financial institutions are leveraging Agentic AI to enhance fraud detection and risk assessment. JPMorgan Chase’s AI-driven fraud detection system helped the bank reduce fraudulent transactions by 50% in 2023. These AI agents analyse millions of transactions in real-time, identifying anomalies and alerting human analysts before financial losses occur. \[Harvard Business Review\]

Google Cloud’s AI-powered fraud detection solutions help banks and fintech companies detect fraudulent transactions with 90% accuracy, enhancing security and compliance.

> **“I think AI is probably the single biggest existential threat to humanity, but at the same time, AI will make our lives significantly easier.” – Elon Musk, CEO, Tesla**

## Case Studies: AI in Action

### **1. Amazon’s AI-driven Customer Experience:** 

Amazon’s recommendation algorithm accounts for 35% of its total revenue. Using deep learning, it personalises product suggestions based on user activity, boosting sales and customer satisfaction.

Amazon’s AI not only enhances shopping recommendations but also optimises supply chain management. Its predictive AI-driven logistics system ensures efficient inventory management, reducing costs and improving delivery times. Alexa, Amazon’s AI assistant, further enhances customer engagement by providing voice-enabled shopping and smart home controls.

### 2. Microsoft’s AI for Business Efficiency:

Microsoft’s AI-powered tools like Copilot and Azure AI assist enterprises in automating workflows, improving productivity, and enhancing decision-making.

Azure AI enables businesses to develop custom AI models for diverse applications, from financial risk assessment to medical imaging analysis. Microsoft Copilot, integrated into Office 365, enhances productivity by automating repetitive tasks, summarising emails, and generating content based on user input, allowing employees to focus on high-value tasks.

> **Sundar Pichai on AI’s Role: “AI is one of the most profound things we’re working on as humanity. It’s more profound than fire or electricity.”**

## Ethical Considerations and Challenges

### Data Privacy and Security:

The autonomy of Agentic AI necessitates access to vast amounts of data, raising concerns about data privacy and security. Ensuring compliance with regulations such as GDPR and responsible AI governance is crucial.

### Human Oversight:

Despite their advanced capabilities, Agentic AI systems require human oversight to prevent errors and unethical outcomes. As noted by MIT Technology Review, these systems can generate deceptive information or execute harmful actions if not properly monitored.

### Impact on Employment:

The integration of Agentic AI into the workforce raises questions about job displacement. While AI can augment human capabilities, organisations must focus on reskilling and upskilling employees to navigate the evolving job landscape.

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/Agentic-AI-The-Future-of-Digital-Commerce-is-Here.webp "Agentic AI The Future of Digital Commerce is Here - We Are Neem")

## Industry Insights and Future Outlook

“Artificial intelligence will be the best or worst thing ever for humanity. We must get it right,” says Elon Musk.

Industry leaders recognise the transformative potential of Agentic AI and its role in shaping the future of business.

Michael Park, Senior Vice President and Global Head of AI Go-to-Market at ServiceNow, asserts, "AI will bring a new level of intelligence, which will help employees do a lot more work. It's going to supercharge employees to drive a lot more productivity." \[Deloitte United States\]

Furthermore, a survey by PagerDuty reveals that 62% of companies expect returns on investment of more than 100% from Agentic AI, mirroring their experiences with generative AI.

> **“Artificial intelligence will be the best or worst thing ever for humanity. We must get it right,” says Elon Musk.**

## Embracing the Future with Neem

The advent of Agentic AI signifies a pivotal shift in how industries operate, offering opportunities for enhanced efficiency, innovation, and customer engagement. However, realising its full potential requires careful consideration of ethical implications, robust human oversight, and strategic implementation.

At Neem, we are committed to guiding businesses through the complexities of integrating Agentic AI into their operations. Our expertise ensures that AI solutions are not only innovative but also ethical and aligned with your organisational goals.

# Engage with Neem to explore how Agentic AI can revolutionise your business.

[Book Consultation](https://weareneem.com/contact/)

Let's shape the future together.

**Categories:** Data & AI, dCOM

**Tags:** Data & AI, dCom

---

### [Can Retail Media Alliances Solve the Fragmentation Problem?](https://weareneem.com/retail-media-networks-alliances/)

**Published:** August 26, 2025
**Author:** Meenakshi

**Excerpt:** Retail Media Networks Need Smarter Alliance Strategies

**Content:**

## Retail media is often called the “third big wave of digital advertising” after search and social.

And the growth numbers are impressive. But let’s pause and ask a simple question: if retail media is booming, why do so many brands and advertisers feel overwhelmed?

The answer lies in one word: fragmentation.

Today, there are hundreds of retail media networks (RMNs) around the world, each operating with its own rules, reporting systems, and data models. For marketers, that means juggling multiple dashboards, reconciling inconsistent metrics, and stretching budgets thin across too many platforms.

And then there’s the elephant in the room… or should I say, two elephants.

![We Are Neem](https://weareneem.com/wp-content/uploads/2025/08/Mobile-Ready-Hero-Images-The-Key-to-Winning-the-Digital-Shelf-in-2025-Banner-Images-8.webp "Mobile-Ready-Hero-Images-The-Key-to-Winning-the-Digital-Shelf-in-2025-Banner-Images-8 - We Are Neem")

👉 Put simply: two players dominate, and everyone else is left fighting over scraps.

## The Reality Check: Retailers in a Doom Loop

For retailers outside the top tier, launching a retail media network sounded like a dream. Consultants promised “pure profit” in an industry notorious for razor-thin margins. The logic was tempting – if Amazon can generate billions in ad revenue, why can’t others?

But here’s the catch: you can’t win meaningful ad dollars without serious investment in tech, sales teams, and measurement capabilities. And you can’t justify that investment without already having the revenue. It’s what I like to call the doom loop of retail media.

As a digital communications strategist, I’ve seen this pattern play out in other industries too: when everyone tries to “go it alone,” fragmentation increases, complexity multiplies, and both brands and end customers lose.

## Why Alliances Could Change the Game

This is where alliances come in – and why I believe they could be the turning point for retail media.

Think back to the early 2000s in digital advertising. Marketers were drowning in complexity until ad networks and exchanges simplified the landscape. Retail media is now at that same crossroads.

One promising example is Rippl, a federation of regional grocers and convenience stores in the US. **By combining 140 million shopper profiles across 58,000 locations,** Rippl offers advertisers scale that rivals the giants. For retailers, it means they no longer have to compete as isolated players; together, they can present a united alternative to Amazon and Walmart.

For brands, alliances mean less operational headache. Instead of negotiating with dozens of small RMNs, they can run campaigns through a single platform with standardised reporting and measurement. That’s not just efficient – it’s a smarter way to plan media.

## My Take: Collaboration Is the Future

Of course, building alliances isn’t easy. Retailers will need to agree on governance, data-sharing frameworks, and revenue models. There will be bumps along the way. But in my view, **the alternative – continued fragmentation – is unsustainable.**

Amazon and Walmart will continue to grow their share. Smaller RMNs, unless they come together, risk fading into irrelevance. Brands, meanwhile, are running out of patience for complexity that drains more time than it delivers value.

The old saying goes: ***“If you want to go fast, go alone. If you want to go far, go together.”*** Amazon went fast and claimed dominance. For everyone else, **going far may depend on going together.**

At Neem, we’ve seen how ecosystems thrive when complexity gives way to collaboration. And that’s why I believe retail media alliances – if done right – could unlock real, sustainable growth for retailers and advertisers alike.

**Categories:** dCOM

---

### [Don’t Jump to Conclusions – Especially When It Comes to Accessibility!](https://weareneem.com/dont-jump-to-conclusions-especially-when-it-comes-to-accessibility/)

**Published:** September 19, 2024
**Author:** Oliver MacPherson

**Content:**

Alright, so here’s the deal – I’ve never written a blog. But our relentless Marketing Director. yeah, they’ve been after me for a solid month, so here I am! You’re welcome.

Now, the million-dollar question: What the heck do I write about? What could possibly be useful? Something that grabs attention?

Maybe something about yours truly:

1. I’ve never fully grown up. I still think my body can pull off the stunts my 20-year-old self did. Spoiler alert: It can’t. Hence, I’m often limping after kitesurfing, surfing, or doing something that I really should leave to the younger crowd.
2. I’m into anything adrenaline-based: kitesurfing, skiing, snowboarding, wakeboarding, and grilling (or “braaiing” – trust me, Google it!).
3. I *love* my job.
4. I love my wife, kids, God, and going to church.
5. I *don’t* always love my job (yes, it’s complicated).

### **A Typical Day in the Life**

06:15 – Alarm. Every. Single. Day. I promise myself I’ll start working out “tomorrow.” Yeah, tomorrow’s always the day.

07:00 – Breakfast! In summer, it’s Rice Krispies with banana; in winter, it’s 60g of oats (yes, I measure it) with 100ml milk and 230ml water. I’m aware I have issues.

07:45 (ish) – Off to work.

08:15 – First stop? Coffee. Essential.

09:00 – 18:00 (ish) – Meetings. Lots of them. Clients, Neem consultants, internal stuff, proposals, RFPs, and interviews. The highlight of my day? Helping people. It’s what consultancy is all about. And at Neem, we’re great at it. Helping clients, helping consultants, helping the management team – it’s a people business, and it’s incredibly rewarding. The team gets such a rush from delivering solutions that clients love. It’s like customer appreciation is our fuel, and we’re fully charged.

**Evenings** – Dinner with Mrs. MacPherson, kitesurfing in the summer, or just chilling with the telly. Occasionally, fixing something around the house (because adulting never stops).

The kids? They’re 16, 21, 25, and 26 now. So, no more hectic school runs. But instead, we’re helping them move flats and plan weekends away. The day-to-day grind of feeding, bathing, and bedtime is behind us. Now it’s all about the next phase.

### **Biggest Recent Lesson?**

*Pause before pouncing!*

I’m not shy with my opinions. In fact, I’m often jumping in before anyone asks for them! Case in point: I was interviewing an Accessibility Analyst for a tech consulting role. The interview didn’t start great. He was late, the audio and video were subpar, and there was weird background noise. And me being me? I jumped straight in with some… let’s call it *constructive feedback.* I told him he wasn’t meeting our Neem Interview Standards. He apologised and asked for 10 minutes to sort things out.

Now normally, I’d move on, but for some reason, I didn’t. When he logged back in, everything was better – and then it hit me. He was using a screen reader. The background noise was the screen reader itself, and that was why he wasn’t perfectly framed on the screen – he couldn’t see it clearly!

Yep, I was mortified. I apologised. He was super gracious, and guess what? He went on to be one of our best consultants, delivering stellar accessibility improvements for two years.

Lesson learned: breathe before jumping to conclusions.

I hope that was somewhat useful. Over and out.

Oliver

**Categories:** People

---

### [The Power of Dreams](https://weareneem.com/spotlight-on-rachelle-phillips/)

**Published:** March 10, 2023
**Author:** JD

**Excerpt:** Dreams have the power to inspire, motivate, and drive us towards achieving our aspirations. However, just as dreams can be a force for good, they can also hinder our growth when we become too attached to outdated or unrealistic visions that come in small boxes.

**Content:**

**Dreams have the power to inspire, motivate, and drive us towards achieving our aspirations. They often serve as a compass, guiding us through the challenges of life. However, just as dreams can be a force for good, they can also hinder our growth when we become too attached to outdated or unrealistic visions that come in small boxes.**

Introducing Rachelle Phillips – a Global Project Manager (GPM) in California USA. As we switch on the spotlight and spend some time getting to know Rachelle, I hope we can learn from her experience and enjoy celebrating her story whilst learning a little bit about what it means to be a GPM in her own words.

**Enjoy!**

---

*So you’re a Global Project Manager… What on earth does that mean?*

“Specifically in my day-to-day, I ensure on-time delivery of eCommerce content for multiple US brands; that will be seen across retailer websites. I build relationships with brand managers making sure their briefs are on time and submitted to the agency that we work with so that content can be created on time and it can be placed where it needs to be so that the retailers have access to the information.”

“Pieces of a puzzle is a great metaphor – I make sure that they’re all in alignment and I put some of the pieces down, but I’m not putting all of them down… I’ve always viewed working in companies as a circle, it takes all of us to get the job done and for everything to work.”

“…it takes all of us to get the job done”

“A big aspect is building relationships with the brand managers to make sure that their briefs are on time to be submitted to the agency so the content can be created on time and it can be put into the system. This is three months out so the retailers have access to the info.”

“In short, I make sure that all the pieces of the puzzle are laid out and the puzzle gets completed.”

*You’ve been in the role just 4 months?… What was your journey to the role? 
“As a child, I remember watching my mom get dressed and I was always mesmerised with how she combined her patterns and her colours. I went through college and graduated with my degree in communications, but my heart was in fashion. I wasn’t sure what that looked like but my dream was fashion and I got lucky.”

“My college mentor got me an internship involved in photo shoots and my career grew from there, long hours, fast-paced. As time went on and with the expansion of the internet I decided to broaden my horizons, still in fashion, stepping into merchandising and marketing. It gave me so many opportunities. I just kept asking questions; ‘how do you do that?’, ‘how do you make that happen?’ – I wanted to learn as much as possible so I could stop asking!”

“I just kept asking questions…”

“I began to pick up code and was starting to manage website projects… and then I burnt out. The fashion industry felt toxic; the volatile nature, the highs and lows… but it was my dream?”

*So what did you do? 
“I made a list! I wanted a career that would allow me to be free, and being free meant using my time wisely, and being time efficient. Remote working was on the list… I asked questions like ‘What do I really want to do?’ and ‘What am I good at?’.”

“I realised accountability, organisation, planning and detail are the elements that form a significant part of my real life and link effortlessly to work. I’m the project manager of my family and my own life!”

“…I’m the project manager of my own life”

“That said, there was still a battle with my own mind that I had to fight and win.”

*The battle with a dream that boxed you? 
“Exactly! I had to get out of my own head, the narrow thinking and narrow-mindedness of where my career was going to go and just open up. As soon as I started to step out, the position with Neem came up. It checked *all* the boxes.”

*…and here we are! 4 months later, 4 months in the role… how is it working out for you?*

“I love it! I realise now how much more fulfilled I am; I’m effectively doing what I was before but with much broader horizons and less stress.”

“It’s exciting to work with teams on projects that impact the world visually.”

“Better still, the role has lifted my head to see new opportunities for growth and learning in ways I have not seen in other roles. I feel I have space to grow and it encourages me to want more; more responsibility; more tasks; more opportunities to learn.”

“…I have the space to grow”

*Knowing all this, what advice would you give your younger self?*

“Stay grounded, hold your faith, it will all balance out and your words are powerful. Continuously speak life, light, and love all around you.”

*Awesome… thanks Rachelle!*

Happy Thanksgiving!

“…speak life, light and love all around you”

**Categories:** Consulting, Resourcing

---

### [Agentic AI Is Powering the Future of Enterprise Teams](https://weareneem.com/agentic-ai-enterprise-teams/)

**Published:** May 22, 2025
**Author:** Meenakshi

**Excerpt:** Enterprises are standing at the cusp of an AI revolution. The shift from traditional automation to intelligent, self-directed systems marks one of the most significant technological transitions in modern business.

**Content:**

**In 2025, enterprises are standing at the cusp of an AI revolution. The shift from traditional automation to intelligent, self-directed systems marks one of the most significant technological transitions in modern business. At the forefront of this shift is Agentic AI – a form of artificial intelligence that not only processes instructions but also acts with purpose, adapts dynamically, and learns continuously from its environment.**

Unlike conventional AI models that rely on rigid rules and explicit commands, Agentic AI is built to be proactive. It operates with a sense of “agency,” meaning it can autonomously analyse situations, make decisions, and execute complex tasks without constant human supervision. These systems can interact with people, digital systems, and real-world environments – redefining how work is done across industries.

From customer service to strategic planning, Agentic AI is being embedded into core enterprise functions to enable faster, smarter, and more scalable decision-making. It represents a step change in how businesses think about efficiency and value creation. Rather than replacing human talent, Agentic AI is designed to augment capabilities, unlock new business models, and catalyse innovation.

The data backs up this momentum.

> **According to Gartner, by 2028, 33% of enterprise software applications are projected to include Agentic AI features – up from less than 1% in 2024.**

This explosive growth signals more than a passing trend. It reflects a growing belief among business leaders that agentic capabilities are no longer a “nice to have”, but a critical enabler of enterprise resilience and competitive advantage.

For enterprises grappling with digital transformation, Agentic AI offers a new playbook—one where intelligent agents operate alongside human teams, driving outcomes through real-time learning, contextual reasoning, and cross-functional collaboration.

In this article, we’ll explore what Agentic AI truly means for the modern enterprise, examine real-world applications from industry leaders, and offer actionable insights for professionals looking to integrate these systems into their organisations. Whether you’re in operations, technology, marketing, or product development, understanding the rise of Agentic AI could very well be your team’s next strategic advantage..

## Understanding Agentic AI: Beyond Automation

Agentic AI refers to a new class of artificial intelligence systems that exhibit autonomy, adaptability, and purpose-driven behaviour. These systems go beyond the capabilities of traditional automation, shifting from passive tools that follow static instructions to intelligent agents capable of decision-making, contextual learning, and long-term goal pursuit.

Unlike standard AI models or rule-based automation that operate within narrowly defined parameters, Agentic AI agents are self-directed problem solvers. They can assess complex scenarios, determine the best course of action, and execute it – without constant human input. They are also capable of multi-step reasoning, task prioritisation, and collaborative goal alignment, making them highly effective co-pilots for enterprise teams.

This distinction matters. Traditional automation has long been used to reduce manual effort in repeatable tasks such as invoice processing, report generation, and basic customer queries. While efficient, such systems are brittle – any deviation from the expected input or environment can cause breakdowns or errors. Agentic AI, in contrast, thrives in unstructured, dynamic environments. It learns continuously from new data, feedback, and user interactions, allowing it to not only maintain performance but improve outcomes over time.

### Real-World Capabilities

The ability of Agentic AI to adapt and learn makes it suitable for a range of enterprise functions:

**Customer Service:** Intelligent agents can manage complex customer queries, adjust tone based on sentiment, escalate issues appropriately, and update CRM systems – all while learning from past interactions to refine future responses. For instance, a global telecom giant recently reported a 35% increase in customer satisfaction scores after deploying agentic virtual agents to handle Tier 1 support cases.

*(Source: McKinsey & Company, The State of AI in 2024)*

**Supply Chain Operations:** Agentic AI can monitor inventory levels, track supplier performance, and proactively adjust procurement plans in response to disruptions – minimising downtime and improving forecasting accuracy. In one case, an international logistics firm reduced its demand forecasting errors by 20% after integrating agentic AI into its operations.

*(Source: BCG, How AI Can Be the New All-Star on Your Team, May 2025)*

**Data Analysis and Decision Support:** AI agents can autonomously source, clean, and interpret data from multiple sources, generating real-time insights for finance, marketing, and strategy teams. This frees up analysts to focus on interpretation and business impact, rather than wrangling data sets.Your Content Goes Here

> **A global telecom giant recently reported a 35% increase in customer satisfaction scores after deploying agentic virtual agents to handle Tier 1 support cases.**

## Why It’s Different from Traditional AI

Another key differentiator lies in intentionality. Agentic AI systems can be given high-level goals such as “optimise marketing spend” or “reduce supply chain delays” and figure out the best ways to achieve them. This is a radical departure from conventional models, which require explicitly coded logic for each sub-task.

These agents also exhibit goal persistence and environmental awareness, allowing them to adjust their behaviour based on real-world changes. For example, an AI agent managing social media engagement may shift its strategy in response to a competitor’s viral campaign, rebalancing its content mix or timing without waiting for human direction.

### Enablers of Agentic Intelligence

Agentic AI is enabled by recent breakthroughs in several areas of machine learning and systems engineering:

- **Reinforcement Learning:** Allows agents to improve by trial and error within simulated or real environments.
- **Large Language Models (LLMs):** Enable contextual understanding and human-like communication, which is key for collaboration and reasoning.
- **Multi-modal Inputs:** Allow AI to process and interpret text, images, video, and audio expanding the types of tasks it can handle.
- **Tool Use and APIs:** Advanced agents can now use software tools, access web-based data, and integrate with enterprise platforms like Salesforce, SAP, and Microsoft 365.

As these technologies converge, enterprises are gaining access to digital co-workers who can think, act, and evolve alongside their human counterparts.

## Case Studies: Agentic AI in Action

Agentic AI is already making a tangible difference in enterprise environments. Organisations across industries are embedding autonomous agents into critical operations and the results are compelling. From improving uptime in factories to revolutionising trading desks and streamlining customer interactions, these case studies illustrate how Agentic AI is driving meaningful business outcomes.

### 1. Siemens AG: Enhancing Operational Efficiency in Manufacturing

As part of its Industry 4.0 strategy, Siemens AG deployed Agentic AI across its manufacturing units to monitor and interpret real-time sensor data. The AI agents predict mechanical failures before they happen and autonomously schedule maintenance actions.

This proactive approach has led to a **25% reduction in unplanned downtime, boosting production efficiency and reducing costs**. Crucially, the AI system learns continuously from each incident, enhancing its diagnostic precision over time.

This case reflects the power of predictive maintenance and intelligent asset management, both crucial in manufacturing environments where every minute of downtime matters.

**2. JPMorgan Chase: Revolutionising Financial Trading with LOXM**

In the competitive landscape of high-frequency trading, **JPMorgan Chase introduced LOXM, an autonomous trading AI agent designed to execute trades with minimal latency and maximum efficiency.** The system can adjust its trading strategy based on real-time market fluctuations and historical data patterns.

LOXM operates independently, executing thousands of trades within milliseconds far surpassing human capabilities. It has proven especially effective in navigating periods of high volatility, reducing slippage and securing better pricing outcomes for clients.

This example highlights how Agentic AI thrives in fast-paced, data-rich environments where adaptability and speed are key.

### 3. Walmart: Streamlining Customer Service with Autonomous Agents

Retail giant Walmart has integrated AI-powered virtual agents into its customer service operations. **These agents autonomously handle up to 80% of customer enquiries, covering tasks such as order tracking, returns, and product availability.**

Unlike traditional bots, Walmart’s agents use natural language processing (NLP) to understand context and learn from interactions. This continuous learning loop allows them to offer increasingly accurate and personalised responses over time.

The result? Enhanced customer satisfaction, shorter wait times, and reduced operational overhead. It’s a standout example of how Agentic AI can support scalable, always-on customer engagement.

### 4. Amazon: Optimising Supply Chain Resilience

Amazon has embedded Agentic AI into its complex global logistics network. These AI agents continuously analyse variables like weather patterns, inventory levels, and geopolitical events to forecast disruptions and reroute shipments in real time.

In one notable case, the system autonomously redirected thousands of shipments to avoid delays caused by a major port strike maintaining delivery timelines with minimal manual intervention.

This implementation demonstrates the strategic advantage of resilient, self-correcting supply chains, where Agentic AI acts not just as a reactive tool but as a proactive operator.

*Source: McKinsey & Company – AI and Supply Chain Resilience, 2024*

> **Walmart has integrated AI-powered virtual agents into its customer service operations that autonomously handle up to 80% of customer enquiries, covering tasks such as order tracking, returns, and product availability.**

## The Impact on Enterprise Teams

The integration of Agentic AI into enterprise teams is not merely a technological enhancement – it is a catalyst for transforming the way people work, learn, and collaborate.

According to a 2023 study by Brynjolfsson et al., access to AI assistance increased worker productivity by an average of 15%, with the most pronounced gains observed among less experienced employees. These findings indicate that Agentic AI doesn’t just automate routine tasks – it actively levels the playing field by elevating junior team members and enabling faster onboarding and upskilling.

*(Source: Brynjolfsson, E., Li, D., & Raymond, L. (2023). Generative AI at Work. arXiv:2304.12244)*

But the benefits of Agentic AI extend beyond productivity metrics. These intelligent agents can enhance the quality of decision-making by providing real-time insights, pattern recognition, and predictive analytics. For example, AI agents embedded within customer service teams can not only respond to queries but also identify emerging customer pain points, recommend service improvements, and even anticipate potential churn – all without explicit human prompting.

In globally distributed teams, where communication gaps and cultural differences can create friction, Agentic AI contributes to improved collaboration and fluency. Natural language processing (NLP) capabilities allow AI agents to serve as real-time translators or facilitators, reducing misunderstandings and streamlining cross-border workflows. This fosters inclusive, diverse workplaces where ideas can be shared freely and clearly.

Additionally, Agentic AI supports employee development by acting as a personalised digital coach. In sales environments, for example, AI can analyse past performance, offer feedback, and suggest strategies for improvement. In project management, intelligent agents can automate follow-ups, track timelines, and reprioritise tasks dynamically empowering teams to focus on creative problem-solving rather than administrative burdens.

Crucially, the presence of Agentic AI can elevate team morale and satisfaction. When repetitive or low-value tasks are offloaded to AI agents, employees are freed to engage in higher-order, purpose-driven work. This not only increases output but also enhances job fulfilment – a key factor in talent retention.

From an operational perspective, integrating Agentic AI into enterprise teams allows for scalable agility. During peak business cycles or unexpected disruptions, AI agents can be rapidly deployed to augment capacity without the delays of traditional hiring or onboarding processes. This elasticity ensures that organisations remain responsive and competitive in fast-changing markets.

Finally, Agentic AI encourages a culture of continuous learning and experimentation. Teams working alongside AI become more data-literate, outcome-focused, and adaptive. The symbiosis between human intuition and machine intelligence fosters a workplace culture that values innovation, resilience, and proactive change.

As enterprise adoption continues to scale, the real opportunity lies not in replacing humans—but in redefining what human teams can achieve when empowered by Agentic AI.

> **According to a 2023 study by Brynjolfsson et al., access to AI assistance increased worker productivity by an average of 15%, with the most pronounced gains observed among less experienced employees.**

## A Power-packed Action List for Professionals

Adopting Agentic AI is not a plug-and-play exercise – it requires strategic foresight, cultural readiness, and structured implementation. Below are key recommendations for business leaders, team managers, and digital transformation professionals looking to unlock the full potential of Agentic AI:

### 1. Identify Suitable Tasks for Agentic AI

Begin by auditing internal workflows to uncover repetitive, rule-based, and high-volume tasks that drain time and offer limited value-add. These are ideal candidates for delegation to AI agents. Areas such as:

- Customer support (handling FAQs, order tracking, returns),
- Data management (entry, validation, basic analytics),
- IT operations (incident resolution, system monitoring),
- HR and recruitment (CV screening, interview scheduling)

…can be transformed quickly and effectively.

Don’t stop at obvious use cases – also explore semi-structured tasks like compliance checks or personalised marketing outreach, where AI agents can bring significant efficiency gains.

Start small, measure impact, and scale based on success.

### 2. Invest in Training and Development

Agentic AI can’t thrive in a vacuum – it needs a workforce that’s ready and willing to collaborate with it.

Prioritise upskilling your teams in digital literacy, including understanding how AI agents work, how to interact with them, and how to leverage them for better outcomes. This doesn’t mean turning everyone into data scientists, but rather fostering an intuitive understanding of AI’s capabilities and limitations.

Encourage departments to co-design their AI workflows. For instance, in a sales team, allow reps to provide feedback on AI-generated lead scoring or customer sentiment analysis. This builds ownership and drives adoption.

Also consider cross-functional AI literacy programmes bringing marketing, operations, finance, and IT together to learn how Agentic AI can bridge silos and create cohesive solutions.

### 3. Monitor and Evaluate Performance

Deploying AI is not a one-off project. It must be treated like a dynamic team member whose performance and impact are continuously reviewed.

Set clear KPIs from the outset – speed, accuracy, cost reduction, customer satisfaction and evaluate Agentic AI systems just as you would human employees. Use dashboards and human-in-the-loop feedback to track progress and spot anomalies early.

Additionally, build governance structures to ensure transparency and accountability. For example, regular performance audits, bias checks, and escalation protocols help maintain trust and compliance.

Remember: The goal is not just automation, but augmentation – AI should enable smarter, faster, and more strategic decisions across your organisation.

### 4. Foster a Culture of Innovation

Agentic AI adoption is as much a cultural journey as a technological one. Organisations that resist change or fear automation will struggle to realise the full value of AI.

Create safe spaces for experimentation – innovation labs, hackathons, or AI sprints – where teams can prototype new solutions with Agentic AI. Recognise and reward efforts to challenge the status quo.

Encourage departments to propose AI use cases relevant to their unique challenges. This decentralised innovation approach leads to richer, more relevant applications and builds a sense of agency among teams.

Leadership plays a vital role – set the tone from the top by championing AI-led transformation, sharing success stories, and integrating AI goals into your strategic vision.

### 5. Prioritise Responsible AI Practices

Agentic AI systems, by design, make autonomous decisions. That’s why it’s critical to embed ethical guidelines and guardrails at every stage of development and deployment.

Focus on fairness, explainability, privacy, and security. Choose platforms that align with responsible AI frameworks, and consult cross-disciplinary teams -including legal and ethics officers – before launching Agentic AI at scale.

Invest in transparency tooling, so that both internal users and customers understand when, why, and how AI agents are making decisions.

Being proactive about governance today will protect your brand, users, and long-term strategy tomorrow.

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/The-Rise-of-Agentic-AI-in-Enterprise-Teams-–-2025-and-Beyond.webp "The Rise of Agentic AI in Enterprise Teams – 2025 and Beyond - We Are Neem")

## Forward-Looking Perspectives: Embracing the Future with Neem

Agentic AI is not a fleeting trend - it’s a paradigm shift reshaping how enterprises think, operate, and innovate. As these systems evolve, they are set to become core members of enterprise teams, capable of planning, problem-solving, and collaborating with humans to drive results at scale.

From dynamic supply chain coordination to autonomous customer experience management, Agentic AI will soon be the default choice for organisations aiming to stay relevant and resilient in a rapidly changing digital economy.

However, the true potential of this technology lies not just in its adoption - but in its strategic integration. Businesses that succeed will be those that go beyond deploying AI tools and instead embed Agentic AI within their core workflows, culture, and vision.

At Neem, we recognise that this journey is complex and that no two enterprises are the same.

Our AI consulting and implementation services are designed to help organisations at every stage of their Agentic AI transformation. Whether you're exploring opportunities for automation, building intelligent systems from the ground up, or optimising existing AI deployments, our expert teams work alongside you to create bespoke, scalable, and ethically grounded solutions.

With deep capabilities in:

- **AI strategy and roadmap development**
- **Custom Agentic AI model design and orchestration**
- **Natural language processing and conversational AI**
- **MLOps and performance governance**
- **Change management and team enablement**

...Neem empowers organisations to not just keep up with the future - but lead it.

# Discover Neem’s full range of digital commerce services here.

[Book Consultation](https://weareneem.com/contact/)

Talk to our dCom experts to explore what we can do for your business.

**Categories:** Data & AI

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### [AI and Machine Learning: The Role of Adaptive Software Development](https://weareneem.com/transform-your-business-with-ai-and-machine-learning-the-role-of-adaptive-software-development-in-2024/)

**Published:** September 26, 2024
**Author:** Meenakshi

**Content:**

Machine learning (ML) is rapidly transforming how businesses develop software, offering innovative solutions that streamline processes, enhance decision-making, and deliver more personalised user experiences. As artificial intelligence (AI) becomes increasingly integrated into every aspect of the software development lifecycle, staying ahead of the latest trends is crucial for any organisation looking to maintain a competitive edge.

In this article, we explore the most impactful trends shaping machine learning software development, the technologies driving these innovations, and how businesses can leverage them to adapt to evolving demands. We will also explore how [**adaptive software development**](https://weareneem.com/services/) is becoming a must-have in AI-driven projects, and how [**top consulting firms**](https://weareneem.com/) are playing a key role in this transformation.

### **1. Automated Machine Learning (AutoML)**

Automated Machine Learning (AutoML) is one of the most significant trends in the ML landscape. Traditionally, building ML models required a deep understanding of data science, statistical techniques, and the ability to experiment with complex algorithms. AutoML democratises the process by automating the time-consuming tasks of feature selection, hyperparameter tuning, and model selection, making it accessible to non-experts.

AutoML tools like Google Cloud’s AutoML, Microsoft Azure AutoML, and H2O.ai provide businesses with the ability to quickly build and deploy models with minimal input, increasing efficiency and accuracy. According to Gartner, by 2025, over 75% of enterprises will use AutoML tools, reducing the time and resources needed for model development and deployment.

By simplifying model creation, AutoML is allowing organisations to adopt AI and machine learning technologies faster and with more confidence. In the context of adaptive software development, where rapid iterations and flexibility are essential, AutoML enables developers to focus on solving real-world problems rather than spending extensive time on model experimentation.

According to Gartner, by 2025, over 75% of enterprises will use AutoML tools, reducing the time and resources needed for model development and deployment.

### **2. Edge AI**

Edge AI is another trend gaining significant traction. This approach brings machine learning models closer to the data source, enabling real-time data processing with lower latency and reduced bandwidth costs. Traditional ML models often rely on centralised cloud infrastructures, which can lead to delays in processing time-sensitive data.

With Edge AI, ML algorithms run directly on devices such as smartphones, IoT sensors, or drones, allowing them to operate independently of cloud-based processing. According to IDC, by 2024, 50% of new enterprise IT infrastructure will deploy at the edge, resulting in faster insights, better security, and cost efficiency.

Edge AI is particularly advantageous for industries such as manufacturing, autonomous vehicles, and healthcare, where rapid decisions are critical. This shift is enabling [**adaptive software development models**](https://weareneem.com/services/), where applications continuously learn from data and adapt to changes in the environment without relying on cloud connectivity.

According to IDC, by 2024, 50% of new enterprise IT infrastructure will deploy at the edge, resulting in faster insights, better security, and cost efficiency.

### **3. Federated Learning**

As data privacy concerns increase, federated learning is emerging as a pivotal machine learning trend. This technique allows machine learning models to be trained across decentralised devices or servers, all while keeping the data local. Rather than transferring raw data to a central server for training, federated learning enables devices to send only the insights or model updates to a central server.

This approach significantly improves privacy and security, which is especially valuable in industries like healthcare, finance, and telecommunications. Google has been a pioneer in federated learning, applying the technology to enhance its Android keyboard’s predictive text without accessing users’ private data. According to a report by MarketsandMarkets, the global federated learning market is expected to reach $198 million by 2028, driven by the need for secure, privacy-preserving machine learning solutions.

Top consulting firms are increasingly advising clients to adopt federated learning to enhance security while still leveraging the power of AI and machine learning to process large amounts of decentralised data.

According to a report by MarketsandMarkets, the global federated learning market is expected to reach US$198 million by 2028, driven by the need for secure, privacy-preserving machine learning solutions.

### **4. Explainable AI (XAI)**

As AI models become more complex and powerful, the need for transparency and accountability has grown. Explainable AI (XAI) is a trend that aims to make machine learning models more interpretable and understandable, both to developers and end-users. Traditional “black-box” ML models often make decisions that are difficult to explain, which can lead to distrust, especially in industries like healthcare, finance, and law, where regulatory compliance is crucial.

XAI frameworks, such as LIME (Local Interpretable Model-Agnostic Explanations) and SHAP (SHapley Additive exPlanations), help identify which factors influenced a model’s predictions, making them more interpretable. According to Gartner, 65% of large enterprises will adopt XAI by 2025 as part of their AI strategies to increase transparency and accountability in decision-making.

Top consulting firms are already incorporating XAI into their [**AI and machine learning consulting services**](https://weareneem.com/services/), ensuring that clients not only benefit from advanced analytics but also understand how and why decisions are being made by their ML models.

According to Gartner, 65% of large enterprises will adopt XAI by 2025 as part of their AI strategies to increase transparency and accountability in decision-making.

### **5. Reinforcement Learning**

Reinforcement learning is a subset of machine learning that focuses on training models through trial and error to achieve a desired outcome. This approach enables the development of AI systems capable of making complex decisions in dynamic environments. In software development, reinforcement learning has found applications in areas such as robotics, autonomous systems, and gaming.

For instance, OpenAI’s Dota 2-playing AI defeated professional players by continuously learning and improving its strategies through reinforcement learning. The ability to adapt and improve autonomously makes reinforcement learning a perfect fit for adaptive software development. According to a report by Fortune Business Insights, the global reinforcement learning market is expected to reach $8.56 billion by 2027, reflecting its growing importance in AI-driven innovation.

According to a report by Fortune Business Insights, the global reinforcement learning market is expected to reach US$8.56 billion by 2027, reflecting its growing importance in AI-driven innovation.

### **Adaptive Software Development and the Role of Top Consulting Firms**

The trends outlined above highlight the importance of [**adaptive software development**](https://weareneem.com/services/) in today’s machine learning landscape. Adaptive software development emphasises continuous feedback, iterative improvements, and the ability to pivot quickly based on changing business needs or emerging technologies.

As more organisations look to incorporate AI and machine learning into their operations, the role of top consulting firms becomes crucial. These firms provide expert guidance on implementing the latest technologies, managing AI-driven projects, and ensuring that businesses can adapt to rapid technological advancements. From AutoML to XAI, top consulting firms are helping organisations optimise their AI and machine learning investments for long-term success.

### **Leveraging Machine Learning Trends for Business Success**

Machine learning continues to revolutionise software development, offering powerful tools to improve efficiency, enhance decision-making, and drive innovation. The rise of AutoML, Edge AI, federated learning, explainable AI, and reinforcement learning is reshaping the industry, pushing organisations to adopt more flexible and adaptive software development models.

At Neem, we specialise in helping organisations leverage these machine learning trends to build custom solutions that meet their unique needs. Whether you’re looking to implement cutting-edge ML models or enhance transparency with XAI, we provide expert guidance to ensure your success.

Are you ready to capture value from the latest machine learning trends? Let Neem guide you through implementing [**AI and machine learning**](https://weareneem.com/services/) strategies that will transform your business. [**Contact Neem today**](https://weareneem.com/contact/) to start your journey towards innovation and success.

**Categories:** Data & AI

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### [Creating a Buzz with AI-Generated Avatars](https://weareneem.com/creating-a-buzz-with-ai-generated-avatars/)

**Published:** June 20, 2025
**Author:** JD

**Excerpt:** Creating a buzz at conferences demands innovation… our AI-powered avatar tool turned simple drawings into lifelike images, sparking exciting conversations about the future of technology.

**Content:**

## ***Creating a buzz at conferences demands innovation… our AI-powered avatar tool turned simple drawings into lifelike images, sparking exciting conversations about the future of technology.***

---

In a world where digital innovation is paramount, standing out at a conference requires more than just a flashy booth—it demands a demonstration of forward-thinking technology that sparks curiosity and conversation. At Neem, we are committed to not only keeping pace with technological advancements but leading the charge.

For our latest conference, we set out to create an exhibit that was not just engaging but also reflective of the cutting-edge AI we work with every day. Our solution? An AI tool that transforms user drawings into hyper-realistic avatars, a project that captivated attendees and ignited meaningful discussions about the future of AI.

---

### **Concept and Design: Bringing Creativity and Technology Together**

Our journey began with a simple yet profound idea from our creative director, Jon. He envisioned an interactive tool that allowed users to draw simple pictures and watch them morph into hyper-realistic avatars. This concept wasn’t just about fun; it was a powerful demonstration of AI’s potential to revolutionise creative processes. By enabling attendees to use a digital palette to create their drawings, and then leveraging AI to bring these sketches to life, we highlighted the transformative power of technology in the creative realm.

### **User Interface with Vue 3: Crafting a Seamless Experience**

We chose Vue 3 for its reactive capabilities and component-based architecture, ensuring a smooth and responsive user experience. The application was designed to be intuitive and accessible:

- **Drawing Interface**: Users could draw with their fingers on touch devices or a mouse on desktops, using a simple palette of colours and adjustable brush sizes.
- **Real-Time Feedback**: The application provided real-time feedback, making the drawing process seamless and engaging.
- **Dashboard**: A large monitor displayed a dashboard of tiles showcasing all the images generated, creating a dynamic and visually appealing centrepiece for our exhibit.

### **AI-Powered Transformation: [Leveraging the Best in AI Technology.](https://weareneem.com/services/)**

To bring the drawings to life, we integrated two state-of-the-art AI models:

- **GPT-4-Turbo**: After a drawing was completed, the GPT-4-Turbo API generated a descriptive text based on the drawing. This description captured key elements such as shapes, colours, and inferred details, translating artistic intent into precise language.
- **DALL-E 3**: The descriptive text was then fed into DALL-E 3, which created a hyper-realistic image based on the description. The result was a stunning avatar that matched the user’s drawing, enhanced with lifelike details.

### **Addressing Challenges: Ensuring Inclusivity and Fairness**

A significant challenge was ensuring that our AI models handled race and gender considerations appropriately, necessitating meticulous tuning and iteration:

- **Inclusive Descriptions**: We ensured that the descriptions generated by GPT-4-Turbo were inclusive and representative of diverse racial and gender identities.
- **Bias Mitigation**: We worked extensively to mitigate biases in the DALL-E 3 generation process. This involved fine-tuning prompts and leveraging diverse training data to produce fair and accurate representations, demonstrating our commitment to ethical AI.

### **Success and Impact: Driving Conversations and Innovation**

Our AI avatar tool was a standout success at the conference, drawing a continuous stream of attendees to our stand. Participants were not only fascinated by the technology but also engaged in deeper conversations about AI’s capabilities and ethical implications. This project was more than just an exhibit; it was a catalyst for dialogue about the future of AI and its role in creative industries.

### **Join Us on the Cutting Edge of Innovation**

At Neem, we believe in pushing the boundaries of what’s possible with technology. Our AI avatar project is just one example of how we are driving innovation and shaping the future of digital transformation. If you are [ready to leverage cutting-edge AI solutions](https://weareneem.com/services/) to captivate your audience and drive organisational success, connect with us today. Let’s innovate together and pave the way for a smarter, more inclusive digital future.

**Categories:** Data & AI

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### [Developing a Committed Workforce](https://weareneem.com/developing-a-committed-workforce/)

**Published:** December 5, 2023
**Author:** JD

**Excerpt:** In a fast-paced and ever-evolving business world, where profit margins and market dominance often take centre stage, it’s refreshing to work in an environment that prioritises something truly invaluable – family.

**Content:**

“**The sole reason I work is to provide for my family. If I didn’t have kids this might be different, but my motivation every working day is to earn more money to improve the lives of my children. There I said it… But to clarify, I also believe that being there for them is even more important and finding the right “work-life” balance is a very real problem.”**

In a fast-paced and ever-evolving business world, where profit margins and market dominance often take centre stage, it’s refreshing to work in an environment that prioritises something truly invaluable – family. Family-first business practices embody the essence of harmonising personal and professional lives, leading to not only financial success but also emotional well-being. This approach emphasises the importance of family values, open communication, and work-life balance, fostering a unique company culture that can drive success in unexpected ways.

**A Family First Approach**

At Neem the phrase ‘Family First’ is not a token gesture. From the top down there is a real sense that family coming first is not a suggestion, it’s an expectation and anything else produces quizzical responses. From sick kids and childcare issues to trauma and heartache; family life is anything but linear and things can be up and down so being comfortable enough to express this openly is an incredible source of comfort and encouragement.

My nature assumes that ‘extracurricular’ family activities during work hours are at best a luxury… I would never assume that it’s a given to simply disappear for an hour for a School Nativity… but after years of getting quizzical responses and a level of borderline *“disgust”* that had even felt I had to ask, I think I have finally seen a shift in my mentality. Hear me right I don’t simply uproot and disappear… but a request is no longer entrenched in embarrassment or apologetic humility, no, it’s not even a request, it’s a just courtesy prompt.

This is just one small example of how the family-first approach is outworked. There are many more, and the ‘small insignificants’ help to embed an empathetic foundation so when the trauma days come… and they do… you can have a single-minded focus on the truly important and no need for consideration of the day job. For me this was no more true than when word came through that my ‘pram-bound’ daughter had careered into a lake… and having dropped everything instantaneously… the only thought was concern and how they could help. **Nothing else mattered.**

Family-first business practices are rooted in the belief that family values should be integrated into the very fabric of a company’s operations. These values encompass trust, loyalty, empathy, and mutual support. When a company places a premium on these principles, it creates a culture that resonates with both employees and customers.

When a family-first approach is embraced, employees feel valued and understood, leading to increased job satisfaction and productivity.

**Work-Life Integration: Nurturing Well-Being**

Traditional work-life balance often implies a separation between professional and personal life, but family-first business practices advocate for a more holistic approach – work-life integration. This approach acknowledges that personal and professional lives are intertwined and should complement, rather than compete with, each other.

Family-first business practices are not just about altruism; they translate into tangible business success. The sense of belonging and shared purpose that these practices cultivate can lead to increased employee retention, higher levels of job satisfaction, and improved teamwork. Moreover, customers are drawn to companies that exhibit a genuine commitment to their employees’ well-being and personal lives.

Effective communication is the cornerstone of any successful business, but in family-first practices, it takes on a deeper dimension. Open communication encourages employees to voice their concerns, share their aspirations, and contribute ideas. When a family-first approach is embraced, employees feel valued and understood, leading to increased job satisfaction and productivity.

The sense of belonging and shared purpose that these practices cultivate can lead to increased employee retention, higher levels of job satisfaction, and improved teamwork.

**The Challenge**

While family-first business practices offer significant benefits, they also come with their own set of challenges. Striking the right balance between personal and professional relationships can be complex, and companies need to ensure that nepotism or favouritism does not hinder objective decision-making. Furthermore, such practices might require creative solutions to navigate potential conflicts and ensure that the best interests of both the business and the family are upheld.

In an era where business success is often measured solely by financial metrics, family-first business practices offer a refreshing alternative. By integrating family values and promoting open communication, Neem harbours a unique company culture that drives success. By prioritising family-first practices Neem reaps the rewards of increased employee satisfaction, customer loyalty, and overall business growth. As the business landscape continues to evolve, the enduring principles of family-first practices serve as a powerful reminder that success is not just about profits, but about the well-being and happiness of everyone involved.

…success is not just about profits, but about the well-being and happiness of everyone involved.

**Categories:** People

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### [Going the Extra Mile](https://weareneem.com/spotlight-on-kaylene-swart/)

**Published:** September 12, 2023
**Author:** JD

**Excerpt:** In today’s fast-paced world, the notion of ‘going the extra mile’ often feels like a relic of the past; a quaint concept of unwavering dedication and commitment that might have lost its relevance in our constant hustle and bustle.

**Content:**

**In today’s fast-paced world, the notion of ‘going the extra mile’ often feels like a relic of the past; a quaint concept of unwavering dedication and commitment that might have lost its relevance in our constant hustle and bustle. But remember that it was the pursuit of going beyond the expected that shattered one of the most formidable barriers in the history of sports; Roger Bannister’s four-minute mile.**

Going the extra mile is more than just a catchphrase; it’s a mindset, a philosophy, and a path to not only professional success but also personal fulfilment. It’s about surpassing expectations, pushing boundaries, and taking that additional step when others choose to halt. Whether you’re striving for career advancement, aiming to improve your relationships, or seeking a more meaningful life, embracing the concept of going the extra mile can unlock your full potential.

**Imagine what you could achieve if you chose to break the ‘four-minute extra mile’.**
Introducing Kaylene Swart – a Webmaster working out of Durban, South Africa.

---

As we take some time to celebrate Kaylene (Kay), and the awesome job she is doing at Unilever, I hope you enjoy our little spotlight on Kay, her work, and some of the lessons she has learnt along her way to becoming a valued part of the Neem family.

*So… Webmaster? Enlighten me…*

“Sure, a webmaster is the principal point of contact for all things relating to the organisation’s website\[s\], managing duties like web creation and design, regular site and content upkeep, as well as upgrades to make sure webpages are in line with business goals and objectives.”

“Day to day I might give brand advice on best practices for developing websites and pages. Sometimes it’s creating or designing websites as well as setup and upkeep.”

“I can often spend time investigating potential problems; performing the checks to ensure that websites adhere to corporate requirements, then applying the remedies.”

*How would you describe your typical day-to-day?*

“That’s tough to answer. I’m not sure I have a typical day….I spend half a day of Personal Care and half a day on Ice Cream…”

*That sounds like my perfect day!…*

“… I just throw myself into it. I start when I’m personally ready, I know that’s not usual but I enjoy what I do. If I can, I’ll stay on a call for that extra five minutes to get a greater understanding. I will join 5 minutes early to make sure I understand the brand, what they expect, and what are we working towards. It all helps me find the *‘how can we do this better’*.”

“I’ll stay on a call for that extra five minutes to get a greater understanding”

“I guess the true typical aspect of my day is making sure my list is done; it’s my guilty pleasure. I work with my little notepad and every morning I plan my day, and what I need to do for each brand. I go from the top and I tick it off, and if I haven’t done something, it’s me letting myself down. So I stay on till it’s done.”

“I know it’s a well-known phrase but I’ve always stood by it, *‘failing to plan is planning to fail.’*”

*Awesome Kay! What was the journey to the job?*

“Well, I landed a job in my third year of university, just myself and the owner. I was fortunate enough to be exposed to everything. It meant I had a lot to learn, and I had to do it quickly. Don’t get me wrong, that was amazing, but I just felt I had to streamline my focus.”

“I remember hearing the phrase ‘too many irons in the fire makes the fire go out’. Being trusted to be involved in every company detail was fantastic, but eventually, I wasn’t learning or growing and that’s a big part of who I am. I want to better myself every single day, even if I’m having a bad day.”

“I want to better myself every single day…”

“In the end, I came to the decision that I needed a job with room for growth and learning. So I was thrilled to join Neem. From the moment I met with Neem staff members, webmasters, mentors, and other professionals, I felt appreciated and accepted. I was believed to have expertise or advice to provide, and this was taken and valued… But only after I had to push myself to learn the new technologies and business principles.”

*How did you find the challenge of transitioning from that two-man environment?*

“One of the greatest changes I encountered was learning and comprehending the company’s standards and approach to working standards. So I put in the hours… I studied and communicated with webmasters and team members; spoke to understand, not to be heard. When I wasn’t sure, I asked the question.”

“[I] spoke to understand, not to be heard”

“I was apprehensive that I was going to be micromanaged, but I work with an incredible team who understand and have my back. I have learnt so much in such a short space of time. Bizarrely, being in a team brought more accountability… when it’s just you, you can feel like everything rest on your shoulders, but in a team you are accountable to everyone, the burden is lighter but the outcomes and responsibility is shared. Everyone shares in everyone’s mistakes and triumphs. That’s a very different type of pressure.”

*You work remotely right – how does that affect that sense of “team”?*

“I quite enjoy it. I thought the time difference was going to be awful; it’s not… It’s actually perfect as I get that hour every morning where I can actually just sit down, plan, focus, respond to emails; so it’s really worked in my favour.”

*So how’s the job going, what are you enjoying about the role?*

*“*It’s *so* good! I’m always picking up new skills and fixing problems. I like doing this, and I love collaborating with enthusiastic people. Going back slightly one of the things that I loved about starting the job and applying for the role was having the COO reach out… that personal approach and sense of being on the same level was nothing I had ever encountered or heard of. That humility is extremely valuable.”

*To finish off Kay, what advice would you give to* *your younger self?*

“Your deadliest adversary is you! If you are willing to push yourself, you can go as far as you want… Also, eat the cake & drink the expensive bottle of wine!”

“If you are willing to push yourself, you can go as far as you want”

*Amazing! Thanks Kay!*

**Categories:** Consulting, Resourcing

---

### [How Digital Transformation Fuels Innovation & Growth](https://weareneem.com/how-digital-transformation-drives-growth/)

**Published:** August 27, 2024
**Author:** Meenakshi

**Content:**

In today’s rapidly evolving business environment, digital transformation has moved beyond being just a buzzword—it’s now an essential strategy for businesses aiming to stay competitive and relevant. Companies that successfully embrace digital transformation are not only surviving in this dynamic landscape but are thriving.

Here’s how digital transformation, particularly with the integration of [**artificial intelligence solutions**](https://weareneem.com/services/), can give your organisation the competitive edge to succeed.

**1. Innovate Continuously**

Digital transformation, powered by AI consulting services and other advanced technologies, enables companies to drive innovation, streamline operations, and enhance customer experiences.

According to a report by McKinsey, companies that focus on digital transformation are twice as likely to experience higher profitability than those that don’t.

This is because digital tools and platforms, often enhanced by AI, allow businesses to innovate continuously, whether by automating routine tasks, launching new digital products, or optimising existing processes.

For instance, a PwC survey found that 80% of CEOs believe digital innovation is the key to long-term growth.

This innovation is not just about creating new products but also about improving internal processes and customer engagement strategies, making businesses more efficient and customer-focused. How AI is transforming digital transformation is evident in how it enhances innovation, allowing for more sophisticated and impactful outcomes.

**2. Data-driven Insights**

In the digital age, data is one of the most valuable assets a company can have. Digital transformation, particularly through digital transformation services that include data analytics, allows organisations to harness the power of data to make informed decisions, predict market trends, and tailor strategies to meet evolving customer needs.

Companies that use data-driven decision-making are 23 times more likely to acquire customers, six times more likely to retain customers, and 19 times more likely to be profitable, according to a study by McKinsey.

By analysing data, businesses can gain deep insights into customer behaviour, market trends, and operational inefficiencies. This allows for more personalised marketing campaigns, optimised supply chains, and better overall business strategies. For example, retailers are using data analytics to predict shopping patterns and stock products accordingly, which not only meets customer demand but also reduces inventory costs.

**3. Agile Adaptation**

One of the key benefits of digital transformation, enhanced by AI, is the ability to quickly adapt to market changes and disruptions. In a world where customer preferences and market conditions can shift rapidly, businesses need to be agile.

AI consulting services and digital tools enable this agility by allowing companies to quickly pivot their strategies, launch new products, or enter new markets.

According to Gartner, 87% of senior business leaders say digitalisation is a company priority, and those who successfully adopt digital transformation strategies are better equipped to respond to disruptions.

This was evident during the COVID-19 pandemic, where companies with strong digital foundations were able to quickly transition to remote work, shift to online sales, and continue serving their customers despite the challenges.

**4. Customer-centric Approach**

Today’s customers expect personalised experiences, seamless interactions, and instant gratification. Digital transformation allows businesses to meet these expectations by tailoring customer journeys and building stronger relationships through digital interactions.

A Salesforce report highlights that 84% of customers say the experience a company provides is as important as its products and services.

By leveraging digital tools like CRM systems, AI-driven chatbots, and data analytics, businesses can create customised marketing campaigns, provide instant customer support, and tailor products and services to individual customer needs. This not only enhances customer satisfaction but also builds brand loyalty, leading to sustained growth.

**Neem: Your Partner in Digital Transformation**

At Neem, we understand that digital transformation is not a one-size-fits-all solution. It requires a tailored approach that aligns with your business goals and customer needs. We’re committed to helping our clients navigate the complexities of the digital landscape, harness the power of innovation, and achieve lasting success through our digital transformation services and AI consulting services.

Our expertise spans across industries, providing customised solutions that drive efficiency, enhance customer engagement, and position your business for future growth. Whether you’re looking to innovate, harness data-driven insights, adapt to market changes, or adopt a customer-centric approach, Neem is here to guide you every step of the way.

Ready to transform your business? Let’s connect and explore how AI is transforming digital transformation and how it can help you gain and sustain a competitive edge.

**[Contact Neem today](https://weareneem.com/services/)!**

\#DigitalTransformation #ArtificialIntelligenceSolutions #AIConsultingServices #BusinessGrowth #Innovation #CustomerExperience #NeemTech #AgileBusiness #DataAnalytics #DigitalStrategy #BusinessSuccess #weareneem

**Categories:** Data & AI

---

### [Innovations Shaping the Tech Landscape](https://weareneem.com/innovations-shaping-the-tech-landscape-in-2024-ai-integration-and-agile-software-development/)

**Published:** October 1, 2024
**Author:** Meenakshi

**Excerpt:** Innovations Shaping the Tech Landscape in 2024 - AI Integration and Agile Software Development

**Content:**

The tech industry is experiencing an era of rapid transformation, with 2024 marking a significant year for groundbreaking advancements. From [**AI integration**](https://weareneem.com/services/) to disruptive technologies in consumer gadgets, this wave of innovation is revolutionising the way we interact with and leverage technology. Here, we explore some of the most exciting developments reshaping the digital landscape and how companies like Neem are integrating these advancements to drive success for their clients.

According to McKinsey, the proliferation of technologies is expected to accelerate innovation, leading to more advancements in the next decade than in the past century combined.

### **Auracast Technology: A Leap Forward in Communication**

One of the most talked-about innovations in 2024 is Auracast Technology. This next-generation Bluetooth technology allows headphones to connect to devices without being directly paired. Imagine being in an airport, sports bar, or public space and being able to tap into audio streams from TVs, announcements, or other devices seamlessly. This breakthrough enhances communication in shared environments, offering an entirely new level of convenience and connectivity.

**Areas of Application**:

- **Public Spaces**: Airports, sports bars, or museums where users can tap into audio streams without disturbing others.
- **Educational Institutions**: Universities and schools could use Auracast to allow students to tune in to lectures or guided tours without the need for physical audio equipment.
- **Healthcare**: Hospitals can utilise Auracast to provide patients with individual audio streams, reducing noise pollution and improving patient experience.

This innovation is expected to significantly impact user interactions in environments where ambient noise or multiple audio streams are present. Auracast will enable users to customise their audio experience, creating a more engaging and interactive atmosphere.

According to recent reports, the global Bluetooth market is expected to grow from US$3.5 billion in 2023 to US$5.7 billion by 2028, driven by innovations like Auracast. [**Top consulting companies**](https://weareneem.com/) are already looking at how this technology can be applied across industries, especially in customer experience design and public information systems. For enterprises, the potential to adopt Auracast for internal and external communication is vast, creating new channels for engagement and information sharing.

According to recent reports, the global Bluetooth market is expected to grow from US$3.5 billion in 2023 to US$5.7 billion by 2028, driven by innovations like Auracast.

### **AI Gadgets: Revolutionising User Interactions**

AI for enterprise applications continue to expand as we move into 2024, and nowhere is this more evident than in the proliferation of AI-integrated gadgets. From voice assistants that understand context and emotion to smart devices capable of automating complex workflows, AI is now a core element in daily operations, both at home and in business.

**Areas of Application**:

- **Retail**: Smart assistants help personalise the shopping experience by offering product recommendations, streamlining checkouts, and automating reordering processes.
- **Home Automation**: AI-driven gadgets are making homes smarter, allowing users to control appliances, lighting, and security systems via voice commands or smartphone apps.
- **Healthcare**: AI-powered wearables can monitor vital signs, predict health risks, and assist in diagnostics, transforming patient care.

A recent study revealed that 58% of companies already use [**AI automation tools**](https://weareneem.com/services/) to improve efficiency and customer experience. At Neem, these tools are being incorporated into enterprise-level solutions, offering organisations enhanced efficiency through agile software development and dynamic automation. Businesses can leverage AI to streamline processes, personalise customer experiences, and even predict market trends with remarkable accuracy. As a result, companies that adopt AI into their workflow are not only optimising performance but are staying ahead in a competitive marketplace.

A recent study revealed that 58% of companies already use AI automation tools to improve efficiency and customer experience.

### **Impact on User Interactions**

Both Auracast Technology and [**AI gadgets**](https://weareneem.com/services/) are reshaping the way users interact with technology. Auracast enhances passive environments, transforming how people engage with public audio content. In contrast, AI gadgets create more active, personalised user experiences, adapting to individual needs and preferences. This shift toward AI integration not only makes technology more intuitive but also fosters greater user engagement by offering real-time, intelligent feedback and interactions.

AI-driven gadgets, like next-gen voice assistants, are becoming more conversational and context-aware, transforming user interactions from simple commands to more complex dialogues. In retail, for instance, shoppers using AI-powered devices can ask questions about products, receive recommendations, and even make purchases without physically interacting with devices. This deep integration of AI into everyday gadgets represents a paradigm shift in how businesses and consumers interact with technology.

### **AI Integration for Enterprise**

The potential of AI integration is boundless, and companies that embrace AI in the early stages will lead the digital transformation era. Neem is helping organisations transition into this AI-driven future by offering tailored solutions that align with specific business goals. With custom AI automation tools, Neem empowers businesses to automate repetitive tasks, enhance decision-making capabilities, and innovate faster. Whether in data processing, customer support, or operational analytics, AI is proving to be an indispensable tool for modern enterprises.

A report from McKinsey suggests that [**AI for enterprise**](https://weareneem.com/services/) will contribute between US$9.5 trillion and US$15.4 trillion annually to the global economy by 2030. Neem’s role in providing cutting-edge AI solutions positions their clients to tap into this growing market opportunity.

A report from McKinsey suggests that AI for enterprise will contribute between US$9.5 trillion and US$15.4 trillion annually to the global economy by 2030.

### **Innovations Beyond the Horizon**

In addition to AI for enterprise and AI integration, the 2024 tech landscape is also seeing advancements in [**agile software development**](https://weareneem.com/services/). Companies are increasingly adopting agile methodologies, allowing them to respond to market changes quickly, develop more customer-centric solutions, and integrate emerging technologies like AI with ease. This shift to agility is helping businesses stay competitive and adapt to an ever-evolving digital world.

At Neem, we’re at the forefront of these innovations, ensuring that our clients have access to the latest technologies and strategies that will drive their success. As a leader among the top consulting companies, Neem understands the importance of staying ahead of tech trends and delivering cutting-edge solutions. Our expertise in AI automation tools and agile software development positions us to help enterprises harness these technologies effectively.

**Ready to Embrace the Future?**

2024 is just the beginning of a new era in technology. Innovations like Auracast, next-gen AI gadgets, and [**AI-driven enterprise**](https://weareneem.com/services/) solutions are reshaping industries across the globe. At Neem, we are committed to staying at the forefront of these trends, providing businesses with the tools and strategies needed to succeed in the digital age.

Are you ready to explore how these innovations can transform your business? [**Contact Neem today**](https://weareneem.com/contact/) and let’s work together to navigate the future of technology.

**Sources**: TechRadar, Innovation & Tech Today, McKinsey

\#TechInnovation #AIForEnterprise #AIIntegration #AgileDevelopment #DigitalTransformation #AITrends #AutomationTools #BluetoothInnovation #AuracastTechnology #SmartTech2024 #FutureOfTechnology #TechLandscape #TopConsulting #AIgadgets

**Categories:** Development

---

### [Supply Chains, Meet Your Mirror: The Rise of Digital Twin Technology](https://weareneem.com/digital-twin-technology-supply-chain/)

**Published:** April 30, 2025
**Author:** Meenakshi

**Excerpt:** Digital Twin Technology for Supply Chains

**Content:**

## Global supply chains have never faced such relentless pressure.

In a world still grappling with the aftershocks of the COVID-19 pandemic, geopolitical volatility, inflationary pressures, and environmental crises, traditional supply chain models built for efficiency rather than adaptability are being stretched to their limits.

From port congestion and raw material shortages to erratic shifts in consumer behaviour, supply chain leaders are no longer merely managing logistics. They are being asked to foresee the future, respond in real time, and build resilience into every link of their network.

But how can businesses gain such visibility and control over operations that span thousands of miles, vendors, and touchpoints?

The answer lies in a cutting-edge technology that’s moving swiftly from buzzword to boardroom priority: digital twins.

A digital twin is more than a static model. It is a dynamic, data-driven mirror of your supply chain’s physical and digital components – updated in real-time and powered by insights from sensors, enterprise systems, AI, and machine learning. It provides a sandbox for decision-makers to simulate scenarios, test contingency plans, and optimise operations before disruptions occur.

The potential is profound.

> **According to a 2023 report by McKinsey, companies using digital twins in their operations reduced inventory costs by up to 25%, improved planning accuracy by 20–30%, and accelerated response times significantly**

(Source: McKinsey Digital)

We are entering a new era where digital twin supply chains are not just enhancing operations – they are reimagining them.

In this article, we explore how digital twins are transforming supply chain management through real-world examples, offer a deeper look into the benefits and implementation strategies, and share practical insights for businesses looking to stay ahead. Whether you’re a supply chain leader, innovation strategist, or operations professional, this is your roadmap to the future.

Let’s take a closer look at how digital twins are enabling a more intelligent, resilient, and connected supply chain – one that doesn’t just react to change but anticipates and shapes it.

## Understanding Digital Twins in Supply Chains: From Static Models to Smart, Self-Healing Systems

At its core, a digital twin is a living, breathing digital replica of a physical object, system, or process fuelled by real-time data, and capable of simulating, analysing, and optimising operations continuously. In supply chains, this goes far beyond simple visualisation tools. Digital twin technology in logistics enables companies to create a comprehensive, end-to-end virtual model of the supply network – from raw material sourcing and manufacturing to warehousing, transportation, and last-mile delivery.

What sets digital twins apart from traditional analytics or dashboards is their predictive and prescriptive intelligence. These systems don’t just report what has happened – they model what might happen and suggest what should be done.

They ingest data from various sources such as IoT sensors, enterprise resource planning (ERP) platforms, customer demand signals, supplier networks, and external risk indicators (like weather or geopolitical unrest). This allows businesses to visualise the full supply chain in motion, simulate “what-if” scenarios, and course-correct in real time.

> **As McKinsey & Company notes, organisations deploying digital twins report a reduction in the time required to launch new AI capabilities by up to 60%, and capital expenditure savings of up to 15%.**

These benefits stem from the digital twin’s ability to test changes – such as introducing a new supplier or rerouting deliveries – virtually before implementing them physically. The result? Fewer costly surprises, faster innovation, and tighter control of margins.

## Real-world Perspective: Beyond Concept to Impact

Leading firms have already embedded AI in supply chain management by way of digital twins. Take Unilever, for instance, which has implemented digital twins across its factories to support sustainability goals and boost operational agility. By connecting production lines to a digital model, Unilever can optimise energy usage, minimise waste, and respond faster to shifts in consumer demand resulting in significant cost savings and environmental impact reductions.

Another example comes from the automotive sector: BMW uses digital twin technology in its factories to simulate entire production systems. By mapping physical workflows into digital environments, the company enhances assembly efficiency, detects defects early, and shortens time-to-market for new models.

### From Fragmented to Connected Supply Chains

In traditional setups, supply chains often operate in silos, with procurement, manufacturing, logistics, and retail functions communicating through lagging or incomplete data. Digital twins, however, eliminate these silos by stitching together data-rich, connected ecosystems. This connectivity allows leaders to anticipate inventory shortages, machine failures, or transportation delays before they cascade into customer dissatisfaction or lost revenue.

According to Gartner, by 2025, 20% of all supply chain organisations will have adopted some form of digital twin technology, and those that do will experience a 30% improvement in decision-making accuracy. This makes the twin not just a technical upgrade but a strategic enabler of supply chain resilience and agility – two of the most in-demand capabilities in today’s volatile global economy.

> **According to Gartner, by 2025, 20% of all supply chain organisations will have adopted some form of digital twin technology, and those that do will experience a 30% improvement in decision-making accuracy.**

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/Smarter-Supply-Chains-Start-with-Digital-Twins.webp "Smarter Supply Chains Start with Digital Twins - We Are Neem")

## Case Studies: Real-World Applications of Digital Twins in Supply Chain Management

The true value of digital twin technology lies in its application. While the concept has existed for several years, recent advances in data integration, cloud computing, and artificial intelligence have brought it to life in powerful ways. Below are examples of global companies using digital twins to reimagine their supply chains, reduce costs, and improve responsiveness demonstrating the real-world impact of this transformative technology.

### **1. Walmart: Enhancing Forecast Accuracy and Inventory Optimisation** 

As one of the largest retailers in the world, **Walmart** faces immense logistical complexity, with thousands of SKUs, store locations, and shifting consumer preferences. To maintain its competitive edge and meet the rising demand for same-day and next-day delivery, Walmart turned to digital twin modelling to simulate and optimise its end-to-end supply chain.

By integrating real-time data from in-store sales, online orders, weather patterns, and traffic conditions, Walmart’s digital twin provided a dynamic view of inventory flows. This allowed teams to anticipate demand spikes, adjust stock levels, and optimise delivery routes in real time.

According to a report by Medium.com, this initiative led to:

**Improved forecasting accuracy,** particularly during seasonal fluctuations and promotional periods.

**Reduced stockouts and overstocking,** resulting in better shelf availability.

**Enhanced logistics efficiency,** as route simulations minimised delivery delays and fuel costs.

***“We are using technology not only to serve our customers better but also to create a smarter, faster, and more responsive supply chain,” said Doug McMillon, CEO of Walmart.***

### 2. Mars Inc.: Streamlining Production with Azure Digital Twins

**Mars Inc.**, the global food and pet care manufacturer, has adopted Microsoft’s Azure Digital Twins to create virtual replicas of its manufacturing facilities. These digital models connect production equipment, sensors, and data platforms to build a real-time, interactive view of factory operations.

The digital twin initiative enabled Mars to:

**Monitor the performance of machines** across multiple production sites.

**Conduct predictive maintenance,** reducing unscheduled downtime by identifying component failures before they occurred.

**Optimise capacity planning** by understanding line efficiencies and throughput constraints.

According to CIO.com, this transformation was not just about technology but a cultural shift. Teams across engineering, operations, and IT were aligned around data-driven decision-making, creating more agile, resilient factories.

***"Digital twins have allowed us to be proactive rather than reactive in managing our manufacturing environments,” said Sandeep Dadlani, Chief Digital Officer at Mars.***

### 3. ICP: Reducing Costs with Advanced Simulation and Modelling

**Industrial Chemicals & Plastics (ICP)**, a mid-sized manufacturer and distributor, needed a way to optimise its supply chain amid rising input costs and demand variability. The company partnered with AnyLogistix to build a digital twin of its full supply chain, including procurement, production, inventory, and distribution systems.

ICP’s digital twin was designed to model:

**Current constraints** such as warehouse capacity, transportation lead times, and supplier reliability.

**"What-if" scenarios, including supplier disruptions,** increased order volumes, and demand surges.

**Optimisation strategies** around batch sizes, reorder points, and delivery frequency.

Initial simulations revealed a 7% cost-saving potential compared to historical operations, as well as opportunities to:

- Rebalance inventory across warehouses.
- Improve supplier contract terms based on performance data.
- Reroute deliveries to avoid logistics bottlenecks.

***“The transparency and control we gained through digital twin modelling helped us rethink how we manage costs across the supply chain,” said a senior supply chain manager at ICP (source: AnyLogistix.com).***

### The Common Thread: Data-Driven, Agile, and Resilient Supply Chains

What unites these case studies is the strategic shift toward digitalisation and predictive intelligence in supply chains. Whether it’s a multinational retail giant or a mid-market manufacturer, digital twins empower companies to see ahead, act faster, and adapt smarter.

These real-world successes underscore a broader industry trend: embracing AI in supply chain management not just as a support function, but as a driver of innovation, sustainability, and competitive advantage.

## Benefits of Digital Twins in Supply Chain Management

The integration of digital twin technology in supply chain operations marks a significant leap forward for businesses aiming to enhance agility, resilience, and customer-centricity. Below is a deeper look at the multifaceted benefits of digital twins in transforming traditional supply chain models into intelligent, adaptive ecosystems.

### 1. Enhanced Visibility Across the Supply Chain

One of the most immediate advantages of digital twins is end-to-end visibility. By pulling real-time data from diverse sources such as IoT sensors, enterprise resource planning (ERP) systems, and logistics platforms - digital twins create a living model of the entire supply chain.

This live representation enables supply chain leaders to monitor inventory movements, production activities, and supplier performance in real time.

It also allows for early identification of bottlenecks, underperforming assets, or potential delays, empowering decision-makers to act before issues escalate.

***As noted by Gartner, organisations that invest in supply chain visibility experience 20% faster response times during disruptions.***

### 2. Proactive Decision-making Through Scenario Simulation

Digital twins enable companies to move from reactive firefighting to proactive, scenario-based planning. These virtual models can simulate various "what-if" conditions such as supplier shutdowns, port closures, or unexpected demand spikes allowing leaders to pre-test contingency plans before executing them in the real world.

For instance, during the COVID-19 pandemic, organisations with robust digital twin models could quickly simulate alternative sourcing strategies, avoiding supply disruptions.

Scenario simulations also help companies weigh the trade-offs between cost, speed, and risk, leading to more balanced decision-making.

***“Digital twins allow businesses to ‘rehearse the future,’ offering a critical edge in uncertain markets,” says Paul Daugherty, CTO, Accenture.***

### 3. Optimised Resource Utilisation and Cost Efficiency

By modelling different operational strategies such as batch sizes, route configurations, and production schedules - digital twins help companies identify the most resource-efficient paths.

This leads to reduced material waste, better asset utilisation, and lower transportation costs.

In addition, companies can evaluate the financial impact of changes, such as supplier shifts or manufacturing footprint redesigns, before investing capital.

***A study by McKinsey & Company found that supply chains using digital twins achieved up to 15% reduction in capital expenditure and a 60% decrease in time to deploy AI-driven solutions.***

### 4. Improved Customer Satisfaction and Service Levels

Today’s customers expect fast, reliable deliveries and real-time updates. Digital twins help businesses meet these expectations by:

Enhancing demand forecasting accuracy, leading to optimal inventory levels.

Enabling dynamic distribution planning, so products are always in the right place at the right time.

Improving order fulfilment rates, especially during peak seasons or unexpected surges in demand.

All of these contribute to stronger customer trust, brand loyalty, and competitive advantage in saturated markets.

***“Customer-centric supply chains require a new digital backbone - digital twins provide that foundation,” states Dwight Klappich, VP Analyst at Gartner.***

## Implementing Digital Twins: Strategic Considerations

Successfully deploying digital twin technology in supply chains requires a well-thought-out approach that balances technical capability with organisational readiness. Below are four key strategic pillars to consider during implementation.

### 1. Robust Data Integration

A digital twin is only as effective as the data that powers it. Organisations must establish seamless data pipelines from a variety of sources, including:

- IoT sensors embedded in machinery, transport vehicles, or warehouses.
- ERP and warehouse management systems.
- External data feeds such as market trends, weather, and geopolitical risk indices.

Data must be clean, synchronised, and timely. This calls for robust data governance protocols and interoperability standards that ensure smooth communication between platforms.

***According to Deloitte, 76% of companies cite data quality and availability as the biggest challenge when implementing digital twins.***

### 2. Scalable, Flexible Digital Twin Architecture

Supply chains are inherently dynamic - expanding into new markets, onboarding new suppliers, or adapting to customer expectations. Therefore, digital twin models must be built with scalability and modularity in mind.

This includes the ability to add new processes or geographies without overhauling the system.

Cloud-native platforms like Azure Digital Twins or AWS IoT TwinMaker offer the flexibility to scale while maintaining performance and security.

Scalability ensures that the digital twin evolves alongside your business and continues to deliver value over time.

### 3. Cross-Functional Collaboration and Ownership

Digital twins are not just a technology project - they require deep collaboration between IT, operations, procurement, finance, and logistics.

Creating a governance structure that includes stakeholders from across functions ensures alignment with business objectives.

Change management programmes must support the cultural shift towards data-driven decision-making, breaking silos between departments.

***“Technology is just one part of the puzzle. People and processes matter equally,” says Henrik von Scheel, a leading figure behind Industry 4.0.***

### 4. Continuous Refinement and Learning

Digital twins must reflect the current state of the supply chain to remain relevant. This means they need to be continuously updated as the business environment evolves.

Integrate machine learning algorithms to enable the twin to self-learn and adapt to new trends or anomalies.

Run periodic reviews to align the model with current operations and eliminate data drift.

Encourage feedback from end-users to improve usability and model accuracy.

This continuous improvement loop ensures that the digital twin remains a source of strategic advantage and not just a static dashboard.

## Future Outlook: Embracing the Digital Twin Paradigm

As global supply chains grow in scale and complexity, driven by shifting market dynamics, geopolitical volatility, climate concerns, and evolving consumer demands, the need for adaptive, intelligent systems has never been more pressing. In this environment, digital twin technology is emerging not just as an enabler of efficiency - but as a cornerstone of supply chain resilience and innovation.

### Digital Twins Will Be the New Norm, Not a Differentiator

In the coming years, we anticipate a paradigm shift where digital twins become the digital backbone of supply chain operations. Much like how ERP systems transformed enterprise planning in the 1990s, digital twins are poised to become foundational to intelligent operations, enabling:

- Autonomous supply chain decision-making,
- Real-time visibility into upstream and downstream networks,
- Adaptive logistics planning, and
- Hyper-personalised service delivery.

Organisations that lag in adopting this technology risk being outpaced by more agile competitors who can respond faster to market disruptions, optimise costs dynamically, and deliver superior customer experiences.

> **“By 2027, over 40% of large companies will use digital twins in supply chain operations, leading to a 20% increase in operational efficiency,” – Gartner (2023).**

## AI + Digital Twins = The Future of Predictive Supply Chains

The true power of digital twins will be unlocked when combined with AI in supply chain management. Machine learning algorithms integrated within digital twins can process vast streams of structured and unstructured data, learning patterns, predicting anomalies, and automating adjustments across supply chain nodes.

For instance:

**AI-driven digital twins can predict demand shifts with high precision**, even factoring in real-time sentiment data from news and social media.

**They can also simulate the carbon footprint of logistics routes,** helping companies meet sustainability goals under evolving regulatory frameworks.

***This convergence of AI and digital twins paves the way for self-healing, intelligent supply chains - ones that can detect issues, learn from disruptions, and evolve without human intervention.***

### Driving Sustainability and Resilience

With increasing emphasis on ESG (Environmental, Social, and Governance) performance, supply chain sustainability has become a boardroom priority. Digital twins help:

- Map end-to-end carbon emissions,
- Model the impact of using alternate materials or greener transport options, and
- Optimise energy usage in manufacturing plants.

These capabilities are crucial in helping enterprises meet net-zero commitments while maintaining operational excellence.

> **According to a report by Capgemini, 61% of organisations that have adopted digital twins say it has improved their environmental impact tracking capabilities.**

## Neem’s Vision: Partnering for Digital Supply Chain Transformation

At Neem, we believe the supply chains of tomorrow will be:

- Predictive rather than reactive,
- Sustainable rather than exploitative,
- Transparent rather than siloed, and
- Powered by data, not just intuition.

Our expert consultants and digital transformation teams are working with leading global brands to **design, develop, and deploy digital twin solutions tailored to complex business environments.** From initial maturity assessments and use case identification to architecture design and AI integration, we partner with clients across every stage of the journey.

Whether your goal is to reduce operational risk, accelerate lead times, increase supply chain transparency, or enable real-time decision-making - we help bring the digital twin vision to life.

> **“The winners of the next industrial wave will be those who master simulation and digital intelligence. Digital twins are the bridge to that future.” – Bernd Leukert, CTO, Deutsche Telekom.**

# Ready to Take the Next Step?

[Book Consultation](https://weareneem.com/contact/)

Explore how digital twins can future-proof your supply chain - connect with the Neem team today.

**Categories:** Data & AI

**Tags:** Consulting, Data & AI

---

### [Swipe, Click, Buy - 4 Ways to Make Social Commerce Seamless](https://weareneem.com/social-commerce-seamless-strategies/)

**Published:** April 2, 2025
**Author:** Meenakshi

**Excerpt:** Seamless Social Commerce Strategies


**Content:**

## Is Your Digital Commerce Strategy Ready for the Future of Social Commerce?

###### Social commerce is no longer just an emerging trend …… it’s reshaping the way consumers shop.

With global social commerce sales projected to hit $1.2 trillion by 2025, brands that fail to adapt risk losing out on significant revenue. The modern shopper expects a seamless digital commerce experience – from discovery to checkout. Any friction in the buying process can cause cart abandonment and lost sales.

This article explores the 4 key strategies to enhance social commerce, backed by case studies, the latest statistics, and expert insights. Whether you’re a retailer or a brand looking to optimise digital commerce, these strategies will help drive conversions and customer satisfaction.

### Key Statistics Highlighting the Trend:

**Consumer Engagement:** A staggering 80% of consumers engage in digital shopping, with 27% preferring to discover products through social media over other channels (Source: wisernotify.com).

**Market Growth:** Global social commerce sales are anticipated to grow from $492 billion in 2021 to $1.2 trillion by 2025 (Source: jpmorgan.com).

**User Trust:** Despite its growth, 54% of social commerce buyers express concerns about the legitimacy of online shopping (Source: wisernotify.com).

> **“According to JP Morgan, Global social commerce sales are anticipated to grow from $492 billion in 2021 to $1.2 trillion by 2025.”**

## Challenges in the Social Commerce Landscape

While social commerce presents immense opportunities, businesses must navigate several hurdles that can impact conversions and customer trust. Addressing these challenges is crucial for brands looking to capitalise on the growing market.

### 1. Friction in the Purchase Journey: A Leading Cause of Cart Abandonment

Every extra step in the buying process increases the likelihood of shoppers abandoning their carts. Research by Baymard Institute reveals that the average cart abandonment rate is 69.99%, with 24% of consumers abandoning purchases due to a complex checkout process. Lengthy sign-ups, excessive form fields, and unnecessary redirects create friction, driving potential buyers away.

**Key Insight:** Platforms like Instagram Checkout and TikTok Shop have reduced checkout steps, resulting in higher conversion rates. Businesses must focus on one-click purchasing and auto-filled payment options to streamline the buying experience.

### 2. Trust Issues: Payment Security and Product Authenticity Concerns

Despite the rapid growth of social commerce, consumer trust remains a significant challenge. A study by WiserNotify found that 54% of social commerce buyers hesitate to make purchases due to concerns about fraud, payment security, and counterfeit products. Many shoppers fear scams, misleading product descriptions, and unverified sellers.

**Key Insight:** Brands can address these concerns by implementing:

- **Verified seller badges** (e.g., TikTok Verified Seller, Facebook Marketplace Badges)
- **Secure payment gateways** and buyer protection policies
- **User-generated reviews and ratings** to build credibility

Amazon’s approach to review authenticity and TikTok’s introduction of live-streamed product demonstrations have helped alleviate trust issues, proving that transparency leads to higher conversions.

### 3. Content Overload: Breaking Through the Noise

With over 200 million businesses active on Instagram and over 30,000 pieces of content published every second on social media (Source: Statista), standing out in an oversaturated market is increasingly difficult. The challenge isn’t just creating content – it’s making content discoverable and engaging.

**Key Insight:** To overcome content saturation, brands must focus on:

- **AI-driven personalisation:** Tailoring content based on user behaviour and interests
- **Shoppable videos and live shopping events:** Creating interactive experiences
- **Influencer collaborations and user-generated content (UGC):** Leveraging social proof for authenticity

**Case Study:** Sephora’s AI-powered personalised recommendations have led to a 22% increase in customer engagement, demonstrating that curated, data-driven content can break through the clutter.

> **According to a report by Statista, over 200 million businesses are active on Instagram and over 30,000 pieces of content published is every second on social media.**

## The Social Commerce Boom: Are You Keeping Up?

To capitalise on the social commerce boom, businesses must focus on creating seamless shopping experiences. Here are four strategies to consider:

### 1. One-Click Checkout: Eliminating Purchase Barriers

Shoppers crave convenience. The longer the checkout process, the higher the chances of cart abandonment. Studies show that 18% of shoppers abandon carts due to a lengthy checkout process (Source: Baymard Institute).

**Solution: One-Click Checkout**

Leading platforms like Instagram Checkout, Facebook Shops, and TikTok Shop allow users to complete purchases without leaving the app. This seamless experience reduces friction and boosts conversion rates.

**Case Study: Nike’s Instagram Checkout Success**

Nike leveraged Instagram Checkout to enable in-app purchases, reducing the steps required for a sale. This resulted in a 22% increase in mobile conversions and a 16% decrease in cart abandonment (Source: Nike Reports 2023). The streamlined approach ensures users don’t abandon their carts due to unnecessary redirects.

### 2. Speed Matters: Instant Loading = Higher Sales

A slow website or app can kill conversions. According to Google, a one-second delay in page load time can reduce conversions by 7% (Source: Think with Google). Shoppers expect an instant digital commerce experience, and speed plays a crucial role in that.

**Solution: Optimising Site Performance**

Brands should focus on:

- **Image Optimisation:** Reducing file sizes for faster loading.
- **Lazy Loading:** Loading only the necessary elements first.
- **AMP (Accelerated Mobile Pages):** Google’s technology for faster mobile experiences.

**Case Study: ASOS Boosts Conversions with Faster Load Times**

ASOS reduced its website load time from 3.2 seconds to 1.2 seconds, leading to a 14% increase in conversions (Source: ASOS Annual Report). By adopting AMP pages, the brand ensured a smoother shopping experience, improving both user retention and sales.

> **According to Google, a one-second delay in page load time can reduce conversions by 7%.**

### 3. Shoppable Videos: Driving Faster Purchase Decisions

Video content is one of the most powerful tools for social commerce. Shoppable videos integrate clickable product tags, allowing users to purchase directly from the content. According to Wyzowl, 84% of people say a brand’s video has convinced them to buy a product (Source: Wyzowl State of Video Marketing 2024).

**Solution: Leveraging Interactive Video Content**

- **Tagging products in videos** for seamless purchase.
- **Live shopping events** to create urgency.
- **User-generated content (UGC)** to build trust and credibility.

**Case Study: How Iconic Used User-Generated Content to Boost Sales**

Australian beauty brand The Iconic saw a 30% increase in engagement by integrating shoppable videos featuring user-generated content (UGC). The brand encouraged customers to post product reviews through TikTok and Instagram, featuring real users testing and recommending products.

This strategy led to a 40% uplift in sales, as customers were more likely to purchase after seeing real users’ experiences (Source: The Iconic Marketing Report 2023). UGC-based shoppable videos proved to be more authentic and effective than traditional advertising, building a stronger connection between the brand and its audience.

### 4. AI-Powered Search: Instant Product Discovery

A poor search experience can drive potential buyers away. Studies show that 69% of shoppers abandon purchases due to irrelevant search results (Source: Forrester Research).

**Solution: AI-Driven Search and Smart Filters**

By using AI-powered search, brands can offer:

- **Personalised search results** based on user behaviour.
- **Smart filters** to refine product selection.
- **Voice and visual search capabilities** for intuitive shopping.

**Case Study: ASOS Enhances Product Discovery with AI**

Fashion retailer ASOS integrated AI-powered search into its app, enabling users to upload images and find similar products instantly. This resulted in a 22% increase in search-to-purchase conversion rates (Source: ASOS Annual Report 2023). By refining search accuracy, ASOS improved digital commerce efficiency and customer satisfaction.

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/Swipe-Click-Buy-4-Ways-to-Make-Social-Commerce-Seamless-3.webp "Swipe Click Buy 4 Ways to Make Social Commerce Seamless-3 - We Are Neem")

## The Future of Social Commerce

Social commerce is evolving beyond just product tagging. With AI, AR (Augmented Reality), and blockchain payments, brands are crafting hyper-personalised shopping experiences.

**Key Trends Shaping the Future:**

- **Metaverse Shopping:** Brands like Gucci and Nike are launching virtual stores in the metaverse, offering digital-first shopping experiences.
- **AI-Driven Personalisation:** AI will predict shopping preferences, offering tailor-made recommendations.
- **Seamless Cross-Platform Shopping:** TikTok, Instagram, and Pinterest are investing in integrated shopping ecosystems.

> **A report by eMarketer predicts that social commerce will account for 20% of total e-commerce sales by 2026. This shift highlights the need for businesses to integrate frictionless social commerce strategies.**

## Time to Act

The digital commerce landscape is changing rapidly. Consumers expect seamless shopping journeys, and brands that fail to adapt risk falling behind. Implementing one-click checkout, faster load times, shoppable videos, and AI-powered search will give your brand a competitive edge.

At Neem, we help businesses optimise digital commerce by leveraging the latest social commerce innovations. Our experts provide AI-driven solutions to reduce friction, enhance shopping experiences, and boost conversions.

# Ready to elevate your social commerce strategy?

[Book Consultation](https://weareneem.com/contact/)

Let’s talk! Explore Neem’s cutting-edge solutions.

**Categories:** dCOM

**Tags:** dCom

---

### [The Key to Winning the Digital Shelf](https://weareneem.com/mobile-ready-hero-images-the-key-to-winning-the-digital-shelf-in-2025/)

**Published:** July 10, 2025
**Author:** Meenakshi

**Excerpt:** Neem Leads Change: Mobile Ready Hero Images - The Key to Winning the Digital Shelf in 2025

**Content:**

**Are your primary eCommerce images doing enough to stop the scroll on mobile?**

In today’s fast-paced digital shopping environment, grabbing a shopper’s attention in a split second can make or break a sale, especially on mobile devices, where space is limited, and users are constantly swiping.

That tiny 90-pixel 16mm thumbnail in a search result or category listing seen on mobile is not just your first, but often your only chance to make an impression.

So, how do you ensure your thumbnail delivers a superior shopper experience?

Not simply to stand out, as visual attention alone is not enough, but the ability to allow the shopper to add to the basket because they instantly recognise it’s the right product.

***[Oliver Bradley](https://www.linkedin.com/in/oliverjohnbradley/)***, Neem’s Digital Commerce Strategy & Operations Director in partnership with Cambridge University, created the ***[Mobile Ready Hero Image](https://weareneem.com/digital-commerce/)*.** Oliver gave away the IP to everyone to use because of his vision to make shopper experiences accessible to as many people as possible.

**So, what is a mobile-ready hero image?**

It is a primary image designed specifically for digital commerce on any screen size not just mobile. The mobile ready hero image offers measurably superior contrast, accessibility, and clarity. It allows instant recognition of the 4W’s:

- What brand?
- What format?
- What variant? And
- What is the size or pack count?

—without requiring shoppers to read the product’s title.

This reduces cognitive load and enhances the overall user experience.

Mobile Ready hero images are designed so the thumbnail alone is compelling enough to encourage add to basket from search results, without clicking through to the product detail page.

**Why It Matters**

Mobile commerce isn’t just growing, it’s dominating. In 2025 mobile commerce sales is expected to surpass **70% of all digital commerce transactions.**

In this fast-paced, mobile-first world, shoppers make decisions in milliseconds. They scroll quickly, compare products visually, and often make purchases based solely on the thumbnail images that appear in search results or category pages. In fact, **research by Google and Ipsos** revealed that **50% of smartphone users are more likely to purchase from companies whose mobile sites or apps allow them to make purchases quickly**.

This means that traditional product images, designed for desktop or high-resolution zoom features often fall short on mobile. When scaled down, key information like product type, variant, or branding may become illegible or unclear. That’s where ***[Mobile Ready Hero Images (MRHIs)](https://weareneem.com/digital-commerce/)*** come into play. Designed to be effective at small sizes, MRHIs ensure essential product details remain visible and legible, even on the tiniest screens.

Consider a case study from **Unilever**, which pioneered the use of Mobile Ready Hero Images across its product portfolio. After implementing MRHIs on key products such as shampoo and cleaning supplies, the company reported a **24% increase in sales** of Magnum ice-cream proven in an AB test, as well as a **reduction in mistaken purchases**.

Similarly, SodaStream adopted MRHIs for their 7Up line and saw an increase in click-through rates from search listings on mobile marketplaces.

**The takeaway?**

In a mobile-dominated shopping landscape, an optimised product image isn’t a luxury—it’s a necessity. Brands that invest in Mobile-Ready Hero Images are not only improving the customer experience but also driving higher conversion rates, reducing returns, and building stronger brand recognition on the digital shelf.

**What Defines a *[Mobile Ready Hero Image](https://weareneem.com/digital-commerce/)*?**

At a glance, a Mobile Ready Hero Image (MRHI) may look deceptively simple—but behind that simplicity lies a finely tuned design strategy aimed at cutting through the clutter of mobile screens and decision fatigue. To be truly “mobile-ready,” a hero image must effectively communicate four essential pieces of information—often referred to as the **4Ws**—while also passing three rigorous visual clarity and accessibility tests. Together, these elements ensure that a shopper can instantly identify, trust, and act on what they see, even when viewing a thumbnail, no larger than a postage stamp.

**The 4Ws: What Every Shopper Needs to Know Instantly**

The **4Ws** are the foundation of every Mobile Ready Hero Image. Each one plays a specific role in driving mobile conversions:

- **Who is the brand?**
    For example, the brown “M for Magnum” on a gold medallion. Shoppers recognise colour and shape faster than reading. Supersizing distinctive brand assets aids fast recognition.

- **What is it? 
    The product format, whether it’s shampoo, coffee, moisturiser, or even a sparkling water maker like SodaStream ART needs to be obvious. Shoppers shouldn’t have to guess whether they’re looking at face wash or conditioner.

- **Which variety is it?** 
    In categories with multiple variants, this is critical. For instance, **Colgate** offers sensitive, whitening, and herbal toothpaste. If a shopper can’t tell them apart at a glance, they may choose the wrong product or skip it entirely.

- **HoW much of it is there?**
    Yes, it breaks the “W” convention—but pack size, volume, or count quantity must be visible (e.g. 3 x 75g bars, 500ml bottle). This is especially important for value-conscious mobile shoppers.

**The Visual Tests: Where Design Meets Performance**

Even if the 4Ws are technically included, they’re meaningless unless they’re also clearly legible and accessible on small screens. That’s why every Mobile Ready Hero Image must pass **three essential visual tests**.

1. **Visual Clarity Test – Can It Withstand the Shrink?**

This test simulates thumbnail view by intentionally blurring the image to mimic how it would appear on a mobile screen. Tools like **Clari-Fi**, developed in partnership with **GS1 and the University of Cambridge**, are widely used for this assessment.

A minimum **Check Level AA** is required for mobile readiness, though **Level AAA** is ideal. Without this clarity, even the most well-designed image can fail in the real world.

2. **Colour Contrast Test – readability on screens**

It’s not just about size—it’s about accessibility. For contrast on screens it is critical that the correct contrast test is used – the WCAG 3 APCA test and not the WCAG 2 colour contrast ratio test which has been proven to provide flawed results on screens.

The **Accessible Perceptual Contrast Algorithm (APCA)** checks whether text stands out sufficiently from its background.

- **Minimum contrast score:** Lc > 45

3. **Clean Background Test – retailers want less visual noise & need consistency**

A cluttered background distracts and confuses us. For a hero image to pass this test, the background must be:

- Plain white
- Free of shadows or reflections,
- No floating objects off pack “for inspiration”
- Free of off-pack elements (except for a lozenge or single product from a multipack, if relevant)

This clean design ensures product details don’t get lost in visual noise.

**Real-World Results: Why Brands Are Adopting *[Mobile Ready Hero Images](https://weareneem.com/digital-commerce/)***

Leading companies like **Unilever, Nestlé, Barilla, P&G and many others** have embraced Mobile Ready Hero Image standards across their product portfolios. The results speak for themselves.

According to a 2020 report by **GS1 UK**, products featuring Mobile Ready Hero Images saw a **5–20% uplift in mobile conversions**, depending on the category. Additionally, brands reported **fewer customer complaints and return rates**, as shoppers were more likely to purchase the correct product on the first try.

**Mobile Hero Images Are Not Optional Anymore**

A Mobile Ready Hero Image is more than just a resized product shot—it’s a precision-designed asset tailored to how people shop today. In a mobile-first world, clarity, accessibility, and instant recognition aren’t just helpful—they’re essential for conversion.

According to a 2020 report by GS1 UK, products featuring Mobile Ready Hero Images saw a 5–20% uplift in mobile conversions, depending on the category.

**Design Best Practices: Turning Pixels into Purchase Power**

Creating a *[Mobile Ready Hero Image](https://weareneem.com/digital-commerce/)* isn’t just about shrinking your existing packaging image to fit a smaller screen—it’s about reimagining it for clarity, speed, and mobile-first impact. Every design choice matters; from the text style to the colour contrast, and even where you place key information like pack size. These aren’t just aesthetic preferences—they’re grounded in consumer behaviour, cognitive science, and accessibility principles.

Let’s break down what great design looks like, with best practices that leading e-commerce brands swear by.

**Text Size and Readability: Make Every Word Count**

When it comes to mobile-first design, size really does matter. The text on your hero image must meet minimum height requirements to ensure legibility across different devices and screen resolutions. According to the GS1 Mobile Ready Hero Image Guidelines, text should remain readable at a thumbnail size of 32 x 32 pixels—a common default in mobile grid views. If your product name or variety becomes illegible when scaled down, shoppers are more likely to skip or misidentify the product.

Unilever and Walmart, for instance, have implemented clear, mobile-optimised typography in their hero image templates. In A/B tests, **mobile-optimised images with larger, bolder text increased add-to-cart rates by up to 15%** compared to traditional pack shots (GS1, 2021).

**Font Choice and Weight: Ditch the Frills**

The font you use is more than a design preference—it’s a readability decision. Sans-serif fonts such as **Open Sans, Arial, and Roboto** are ideal for small screens because they’re clean, modern, and easy to scan. Avoid serif or overly stylised fonts; while they might look elegant on a physical pack, they often blur or distort at small digital sizes.

Similarly, font weight plays a vital role. Semi-bold or bold weights ensure that key product details stand out even when viewed quickly. However, ultra-light or extra-bold fonts can become illegible and underwhelming.

**Size Lozenge Placement: Show Quantity with Precision**

For mobile shoppers, especially in competitive FMCG categories, quantity is a deciding factor. That’s where the **GS1 size lozenge**—a graphic callout indicating volume or count—comes into play. GS1 global guidelines recommend placing this in the **bottom-right corner** of the image, where it can be seen without obstructing brand or product information.

A clear “3x75g” or “500ml” in this location allows for quick, confident decisions, especially when shoppers are choosing between multiple packages or single items.

**Avoid Distractions: Keep It Clean, Keep It Clear**

One of the most common pitfalls in hero image design is trying to replicate the “shelf impact” of a physical product. But what works on a store shelf—like rich gradients, shadows, or decorative flourishes—can hurt performance on mobile. Vignettes, reflective packaging, patterned backgrounds, or lifestyle imagery may look attractive, but they obscure key product details at thumbnail size.

Instead, the most effective Mobile Ready Hero Images uses a **clean, white background** with no shadows, no off-pack elements (other than perhaps one pulled-out unit in a multipack), and no superfluous design. This ensures that the shopper’s attention is directed exactly where it should be: the product, its type, and its size.

According to research by Salsify and NielsenIQ, products that used “clean label” hero images with no background clutter saw a **12% higher conversion rate on mobile** versus those with more stylised packaging shots.

In conclusion, the design of a Mobile Ready Hero Image is a careful exercise in restraint, clarity, and consistency. Every pixel must earn its place. When executed with intention and aligned to industry best practices, MRHIs do more than just look good—they drive faster, more confident purchase decisions, reduce cart abandonment, and ultimately boost sales in a mobile-first retail world.

According to research by Salsify and NielsenIQ, products that used “clean label” hero images with no background clutter saw a 12% higher conversion rate on mobile versus those with more stylised packaging shots.

**Performance Impact: When Design Directly Drives Sales**

The power of a well-designed ***[Mobile Ready Hero Image (MRHI)](https://weareneem.com/digital-commerce/)*** lies in its measurable impact on performance metrics that matter—sales, speed of decision-making, and consumer confidence. Research conducted by **GS1 in partnership with NielsenIQ** found that MRHIs can **increase online sales by up to 29%**, simply by enhancing product recognisability and clarity in mobile-first shopping environments.

In another study, **mobile shopping time was reduced by 20%** when shoppers interacted with mobile-optimised images versus traditional pack shots. That’s not just a better user experience—it’s a faster path to purchase, which is critical in crowded e-commerce environments where attention spans are fleeting.

**Testing Strategy: Turning Gut Feel into Data-Backed Confidence**

To create high-performing hero images, brands need more than just design instincts—they need diagnostic tools. *[**Clari-Fi**](https://ecommerce.inclusivedesigntoolkit.com/introduction/gs1.html)*, developed in collaboration with GS1 and key global brands, is now considered the **industry gold standard** for testing visual clarity at mobile thumbnail scale. It allows designers and marketers to simulate how a shopper views an image in a mobile grid layout, blurring the image and testing whether the essential 4Ws still register.

Clari-Fi testing provides an objective clarity score—Check Level AA being the pass benchmark, with Check Level AAA representing best-in-class legibility. It’s fast, scalable, and diagnostic, making it ideal for use in design workflows and global rollout planning.

Research conducted by GS1 in partnership with NielsenIQ found that MRHIs can increase online sales by up to 29%, simply by enhancing product recognisability and clarity in mobile-first shopping environments.

**Purpose and Scope: Know When to Use *[Mobile-Ready Hero Images](https://weareneem.com/digital-commerce/)*—and When Not To**

These mobile-first hero image guidelines are specifically designed for **frequently replenished FMCG products**—items like toothpaste, beverages, laundry detergent, and snacks that are purchased regularly and often with minimal decision-making time.

In these high-velocity categories, shoppers typically scroll quickly on their mobile, rely heavily on thumbnail images in product listings, and make decisions without visiting the product detail page. A well-executed MRHI increases the likelihood of accurate, frictionless selection—especially when the shopper is choosing between variants (like “low sodium” vs “regular”) or pack sizes.

Conversely, MRHIs are **not recommended for high-consideration or infrequently purchased products**, such as high-end electronics, luxury skincare, or furniture. In those categories, shoppers are more deliberate, engaging with multiple product detail pages, zoom features, videos, and reviews before making a purchase. For these items, traditional lifestyle images, 3D renders, and enhanced content may offer greater impact.

**Core Principles: Clarity, Speed, Consistency, and Simplicity**

Four principles guide the design of Mobile Ready Hero Images; each rooted in shopper behaviour and visual cognition.

The first is **clarity**. Shoppers must be able to recognise the brand, product type, variety, and size immediately—even when the image is scaled down or seen in peripheral vision. In cluttered retail environments, the clearer the image, the faster the recognition.

Second is **speed**. In a mobile-first world, time is of the essence. Research from **Google’s Consumer Insights team** shows that mobile shoppers expect to find what they need in **under 90 seconds**, and MRHIs help brands meet that demand. By reducing cognitive load and simplifying variant comparison, they keep consumers moving swiftly through the purchase funnel.

Third, **consistency** is key. Visual harmony across SKUs and brands helps retailers maintain category navigation flow.

And finally, **restraint**. The most effective images are those that strip away anything non-essential. Instead of chasing beauty shots, successful MRHIs champion functionality—no reflections, no backgrounds, no lifestyle elements. Just the information shoppers need to make a confident decision.

Research from Google’s Consumer Insights team shows that mobile shoppers expect to find what they need in under 90 seconds, and MRHIs help brands meet that demand.

**In Summary: Design That Sells in a Mobile-First World**

In today’s mobile-dominated e-commerce landscape, the *[**Mobile Ready Hero Image (MRHI)**](https://weareneem.com/digital-commerce/)* isn’t just a design enhancement—it’s a sales enabler. With more than **65% of online purchases** made via mobile devices and many shoppers making decisions directly from thumbnail images, your product only has a split second to communicate its value. There’s no room for ambiguity.

A well-crafted MRHI ensures **clarity at a glance**, empowering the shopper to instantly recognise **who the brand is, what the product is, which variant they’re looking at, and how much they’re getting**—the essential 4Ws. And when your image passes the **three visual clarity tests**—for readability, contrast, and clean design—it works harder for your brand even at the smallest scale.

This isn’t just about better visuals—it’s about **real performance uplift**. Brands that get their MRHIs right have seen **conversion rates rise by up to 29%**, **shopping times reduced**, and **fewer misclicks and abandoned carts**. It’s a small change that drives measurable results across your digital shelf.

At Neem, we specialise in building **Mobile Ready Hero Images that convert**, underpinned by global best practices and performance-led design thinking. But we didn’t stop there. Our broader **Digital Commerce services** help brands reimagine their online presence—from optimised content strategy to seamless customer journeys and data-driven design at scale.

**Let’s make your products stand out, even when they’re only 90 pixels tall.**

*[**Partner with Neem**](https://weareneem.com/digital-commerce/)* to transform your product images and unlock the full potential of your mobile-first e-commerce strategy. Reach out to us to learn more about our MRHI services and Digital Commerce capabilities that drive visibility, consistency, and sales.

**Categories:** dCOM

---

### [Unveiling the Data Engineering Renaissance](https://weareneem.com/the-data-engineering-renaissance/)

**Published:** March 10, 2023
**Author:** JD

**Excerpt:** Let’s look back at the remarkable advances in the field of data engineering that are transforming the way organisations manage, process, and derive insights from their data.

**Content:**

### Let’s look back at the remarkable advances in the field of data engineering that are transforming the way organisations manage, process, and derive insights from their data.

#### These innovations are driven by the increasing complexity of data sources, the demand for real-time analytics, and the continuous evolution of cloud technologies. Let’s delve into some of the significant data engineering advances that have taken centre stage in the last year.

#### Here are 10 Innovations

**1. Real-time Data Processing**
One of the most noteworthy advancements is the proliferation of real-time data processing frameworks. Traditional batch processing is being rapidly complemented, and in some cases replaced, by streaming data architectures. Technologies like Apache Kafka, Apache Flink, and Confluent’s ksqlDB have become integral components in the data engineering landscape, enabling organisations to ingest, process, and analyse data as it’s generated, leading to quicker decision-making and enhanced user experiences.

“In 2023, data engineering is not just about processing data; it’s about processing data at the speed of thought.”

**2. Serverless Data Pipelines** Serverless computing has made its way into data engineering with the advent of serverless data pipelines. Leveraging platforms like AWS Lambda, Google Cloud Functions, and Azure Functions, data engineers can now build and deploy event-driven, auto-scaling pipelines without the need to manage underlying infrastructure. This approach not only reduces operational overhead but also allows for efficient resource utilisation and cost savings.

---

**3. Advanced Data Integration** The integration of diverse data sources has become more seamless, thanks to advancements in data integration tools. Data engineers can now easily connect, transform, and enrich data from a variety of sources, including structured, semi-structured, and unstructured data. These tools employ AI-driven techniques to automate data mapping, schema evolution, and data cleansing, streamlining the data preparation process.

---

**4. DataOps and CI/CD for Data**
DataOps, an agile methodology for data operations, has gained traction as organisations recognise the need for collaboration and automation in their data pipelines. Continuous Integration and Continuous Deployment (CI/CD) principles have been extended to data engineering, enabling teams to version, test, and deploy data pipelines in a controlled and automated manner. This approach improves data pipeline reliability, accelerates development, and ensures data quality.

---

**5. Federated Data Architectures**
With the growing prevalence of multi-cloud and hybrid cloud environments, federated data architectures have emerged to address data storage and processing challenges across distributed infrastructures. These architectures allow organisations to query and analyse data seamlessly across different data sources, regardless of their physical location, providing a unified view of the data landscape.

“Federated data architectures are breaking down data silos and bringing unity to multi-cloud environments.”

**6. Data Governance and Privacy**
As data privacy regulations continue to evolve, data engineers have focused on enhancing data governance and privacy mechanisms. Innovations include automated data lineage tracking, metadata management, and the integration of privacy-preserving techniques into data pipelines, ensuring compliance with regulations such as GDPR and CCPA.

---

**7. AI-Driven Data Engineering**
Artificial Intelligence (AI) and Machine Learning (ML) are being harnessed to optimise data engineering processes. AI-driven tools can assist in automating tasks such as data profiling, schema inference, performance tuning, and anomaly detection, enabling data engineers to focus on higher-level design and optimisation strategies.

---

**8. Graph Database Integration**
Graph databases have gained prominence as organisations recognise their ability to represent and query complex relationships in data. Data engineers are integrating graph database technologies into their pipelines to enable more sophisticated data analysis, particularly in use cases such as social network analysis, fraud detection, and recommendation systems.

---

**9. Quantum-Inspired Computing**
While still in its infancy, quantum-inspired computing has started to make inroads into data engineering, particularly in solving optimisation and computational challenges. Quantum-inspired algorithms are being explored for tasks like data clustering, graph analysis, and optimisation in large-scale data processing.

“Quantum-inspired computing hints at a future where data engineering transcends classical computational limits.”

**10. Ethical Data Engineering**
With the increasing awareness of bias and fairness issues in AI and data-driven systems, ethical considerations have become a focal point in data engineering. Data engineers are incorporating ethical considerations into their pipeline design, ensuring transparency, fairness, and accountability in data processing and analysis.

**The data engineering landscape in 2023 is marked by a range of transformative advancements that cater to the evolving needs of modern businesses. From real-time processing and serverless architectures to AI-driven automation and ethical considerations, these innovations are shaping the way data is collected, processed, and utilised. As organisations continue to grapple with ever-growing and complex datasets, these advances provide the tools and frameworks necessary to extract meaningful insights and drive informed decision-making.**

**Categories:** Data & AI

---

### [Unlocking Innate Potential](https://weareneem.com/spotlight-on-dee-deshpande/)

**Published:** January 4, 2024
**Author:** JD

**Excerpt:** Unlocking innate potential is a transformative journey to realise your fullest capabilities and achieve your aspirations. At the core of this process lies the understanding that each person possesses unique talents, abilities, and untapped reservoirs of potential waiting to be harnessed.

**Content:**

**Unlocking innate potential is a transformative journey to realise your fullest capabilities and achieve your aspirations. At the core of this process lies the understanding that each person possesses unique talents, abilities, and untapped reservoirs of potential waiting to be harnessed. Unlocking this potential can often require you to confront and overcome the barriers of an internal mindset.**

So often, people grapple with self-doubt, limiting beliefs, and fears that inhibit their growth. These mental roadblocks can be deeply ingrained, stemming from past experiences or societal conditioning. However, recognising and challenging these negative thought patterns is a crucial step towards unlocking your innate potential.

Externally, societal norms, cultural expectations, and the opinions of others can exert a significant influence on individuals, potentially constraining them to predefined roles or paths. But when those external influences become external empowerment, they can help people break the barrier of negative expectation. Encouragement, praise, and rewards create a positive feedback loop that motivates people to strive for excellence. This reinforcement not only boosts confidence but also fosters a growth mindset, where individuals believe in their ability to learn and improve.

In this nurturing environment of positivity, innate talents and abilities are more likely to emerge and flourish, enabling individuals to reach new heights and accomplish their goals, both personally and professionally. Positive external reinforcement acts as a catalyst, unlocking the reservoirs of untapped potential that lie within us all.

The process of unlocking this innate potential is a dynamic amalgamation of internal self-discovery and external empowerment, with individuals striving to break free from the shackles of limiting beliefs and societal norms to realise their true capabilities and make a meaningful impact on the world.

---

**Welcome to our Spotlight on Dhanashree Deshpande – a Global Project Manager in Pune, India.**

As we discover the role Dee plays in the Neem family, I hope you enjoy learning a little bit about her role and also about how she is unlocking her potential and breaking barriers to achieve the awesome innate potential within.

---

*So Dee, talk to me about your role…*

“Sure, my role is Global Project Manager and I work on the CaaS program for Unilever ANZ markets, and supporting the Indonesian market.”

“CaaS stands for ‘Content as a Service’. I’m responsible for executing a project that creates superior e-commerce content for Unilever products on ANZ e-retailers, ensuring the visuals pass the Accessibility and Visual Clarity tests. The idea is, that once implemented, it helps Unilever products rank higher than its competitors and converts viewers to customers.”

*“…does that mean you’re in a more creative space than a techy one?”*

“I’m more of a ‘Big Picture’ person, both personally and in my role; looking at creative and interacting with people to ensure our products rank higher on digital retail platforms.”

“My day is spent working internally and with side, agency partner, client market and brand teams to prioritise products based on revenue contribution and focus of the brand. (As well as the obvious factors like selling Ice Cream in summer). Then together we work through each product to redefine visual and written content and getting it up on the eretailer platforms.”

“So Yes, I think I work in the creative space mostly. I do have a creative eye and use it to provide feedback on creatives. Also, I am looking forward to using more of our AI benchmarking tools to rank better than competitors.”

*I get the impression that a lot of your job involves managing people?*

“Totally agree! I am the facilitator that sits between our market agency and the brand teams on one side, and the client market on the other side. I manage expectations on both sides, having conversations to ensure we are working to achieve better results and bringing everyone on that journey towards the same goal.”

“I think it’s really important to reassure people that, despite disagreements, we are all on the same team, striving for the same goal, that our approach may be different, but our intention is not.

”I am convinced that working together towards the goal, using each other’s strengths and supporting one another, will bring success.”

“…working together towards the goal, using each other’s strengths and supporting one another, will bring success.”

*What’s been the biggest change in this role to your previous roles?*

“Previously my roles have been one-dimensional – it was a ‘you and me’ conversation. Now it’s a minimum three-way process. I know that might sound complex, but it’s not. It’s just about people skills. I believe my biggest learning has been understanding that people management is not an umbrella method where “one approach applies to all”. Without a doubt, this new role has unlocked that potential in me and is driving me to do my best.”

“Also always remembering that being optimistic and kind goes a long way.”

“…being optimistic and kind goes a long way.”

“One of the major challenges In making the move to this new role was believing in myself 200%. It is something I have had to work hard on and ensure I didn’t fall into the trap of overthinking. I knew deep down I could make it – I just needed to believe it.”

*Where do you think that confidence comes from?*

“I would say that the people close to me who have witnessed my journey have always shown support and belief in me… quite passionately at times. They knew I could make it… it was only a matter of time before I too believed I could.”

“Huge shoutout to my parents who have always had a passion to see me succeed, but left me to discover it in my own time and in my own way. I draw my self-belief and self-trust from them.”

 “People close to me who have witnessed my journey have always shown support and belief in me…”

*Awesome! Thanks Dee!*

**Categories:** Consulting, Resourcing

---


## Pages

### [Home](https://weareneem.com/)

**Published:** April 9, 2021
**Author:** JD

**Content:**

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We Are Neem

We Are Neem

# Driving growth through solutions powered by technology, creativity and talent.

# Driving growth through solutions powered by technology, creativity and talent.

# **Digital commerce, software development, creative services and specialist resourcing.**

We partner with organisations to solve complex challenges and deliver scalable solutions spanning consulting, digital commerce, software development, creative and specialist resourcing.

**[About Us](https://weareneem.com/who-we-are-digital-solutions-consultancy/)**

We’re proud to work with…

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We’re proud to work with…

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**We Are Neem**

**We Are Neem**

### From strategy to delivery, Neem’s solutions are built for impact.

We take an end-to-end approach combining consulting, engineering and creative expertise to design, build and scale solutions that deliver measurable results. Our agile teams integrate seamlessly with yours to accelerate delivery and reduce complexity.

[More About Neem](https://weareneem.com/who-we-are-digital-solutions-consultancy/)

### Consulting

Strategic consulting across business, digital and technology to guide transformation and solve complex challenges.

[Find Out More](https://weareneem.com/digital-technology-consulting/)

### Creative

Creative services delivering brand, UX and mobile-optimised, screen-first design for impactful digital experiences.

[Find Out More](https://weareneem.com/digital-creative-consultancy/)

### Data & AI

Data and AI solutions that unlock insights, enable automation and support smarter decision-making for businesses.

[Find Out More](https://weareneem.com/data-ai-solutions/)

### Development

Bespoke software development to build scalable platforms and enterprise applications for global organisations.

[Find Out More](https://weareneem.com/development/)

### Digital Commerce

Digital commerce solutions with mobile-ready, screen-first design to optimise content, platforms and customer experience.

[Find Out More](https://weareneem.com/digital-shelf-optimisation/)

### Resourcing

Specialist talent and delivery teams across business, digital and technology to accelerate goal-oriented outcomes.

[Find Out More](https://weareneem.com/resourcing/)

![Rhino tech We Are Neem](https://weareneem.com/wp-content/uploads/2026/02/Rhino1-e1774267934844.webp "Rhino1 - We Are Neem")

**Introducing Rhino**

## Automated image clarity and contrast testing for mobile-first eCommerce.

## Automated image clarity and contrast testing for mobile-first eCommerce

Rhino is an automated visual accessibility testing tool that ensures images are glance readable and optimised for mobile. Test product and campaign visuals for contrast, clarity and performance at a glance.

[Explore Rhino](https://weareneem.com/glance-readability-with-rhino/)

## Our work

## Our Work

Explore how we design, build and scale digital solutions for global organisations – from digital commerce platforms to enterprise software and transformation programmes.

[View Case Studies](https://weareneem.com/work/)

- [](https://weareneem.com/our-work/glance-readability-testing-case-study-rhino-tool/) [ ![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/NeemHeineken_1080.webp "NeemHeineken_1080 - We Are Neem") ](https://weareneem.com/our-work/glance-readability-testing-case-study-rhino-tool/) 

    ### [Glance Readability Testing: Image Readability Tool](https://weareneem.com/our-work/glance-readability-testing-case-study-rhino-tool/)

    dCOM, Development, Rhino
- [](https://weareneem.com/our-work/case-studies-client-side-sap-programme-management-maagtechnic/) [ ![Maagtechnic - client-side SAP programme management We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/MAAG-Neem-scaled.webp "MAAG-Neem - We Are Neem") ](https://weareneem.com/our-work/case-studies-client-side-sap-programme-management-maagtechnic/) 

    ### [Client-Side SAP Programme Management: ERP Governance](https://weareneem.com/our-work/case-studies-client-side-sap-programme-management-maagtechnic/)

    Consulting
- [](https://weareneem.com/our-work/case-studies-electronic-shopping-basket-unilever/) [ ![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Neem-Unilever-E-Shopping-Basket.webp "Neem-Unilever-E-Shopping-Basket - We Are Neem") ](https://weareneem.com/our-work/case-studies-electronic-shopping-basket-unilever/) 

    ### [Electronic Shopping Basket: Building a Unified Platform for Global Product Visibility](https://weareneem.com/our-work/case-studies-electronic-shopping-basket-unilever/)

    Development

- [](https://weareneem.com/our-work/dispatch-process-optimisation-building-a-unified-system-for-real-time-factory-visibility/) [ ![Neem Unilever Case Study We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Neem-Unilever-Dispatch-Process.webp "Neem-Unilever-Dispatch-Process - We Are Neem") ](https://weareneem.com/our-work/dispatch-process-optimisation-building-a-unified-system-for-real-time-factory-visibility/) 

    ### [Dispatch Process Optimisation: Building a Unified System for Real-time Factory Visibility](https://weareneem.com/our-work/dispatch-process-optimisation-building-a-unified-system-for-real-time-factory-visibility/)

    Development
- [](https://weareneem.com/our-work/case-studies-client-side-sap-programme-management-maagtechnic/) [ ![Maagtechnic - client-side SAP programme management We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/MAAG-Neem-scaled.webp "MAAG-Neem - We Are Neem") ](https://weareneem.com/our-work/case-studies-client-side-sap-programme-management-maagtechnic/) 

    ### [Client-Side SAP Programme Management: ERP Governance](https://weareneem.com/our-work/case-studies-client-side-sap-programme-management-maagtechnic/)

    Consulting

[View All Case Studies](https://weareneem.com/work/)

Transforming public services through secure, scalable technology solutions

## ## Crown Commercial Service supplier via G-Cloud and Technology Services 4 frameworks, covering digital transformation and application delivery.

# Crown Commercial Service supplier across G-Cloud and Digital Outcomes frameworks

Neem delivers secure, compliant and cost-efficient solutions for government and public sector organisations. From cloud and software development to AI and system integration, we support digital transformation through trusted frameworks and agile delivery.

[Explore Public Sector](https://weareneem.com/public-sector-consulting/)

![Public Sector Tech We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/NeemDesigners.webp "NeemDesigners - We Are Neem")

![Neem Tech Team We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Neem_Data2.webp "Neem_Data2 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/02/CapeRed-04.webp "CapeRed-04 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/02/CapeRed-04.webp "CapeRed-04 - We Are Neem")

![Design and Tech Team We Are Neem](https://weareneem.com/wp-content/uploads/2026/02/NeemStudio.webp "Young people work in modern office - We Are Neem")

## A full-service digital agency delivering world-class services globally.

## Creative Studio for digital branding, UX design and mobile-optimised, screen-first experiences

Neem Studio combines strategy, design and technology to create impactful, screen-first digital experiences. From brand identity and UX/UI design to mobile-ready, optimised interfaces and scalable design systems, we help organisations simplify complexity and deliver seamless experiences across every device.

[Explore Creative](https://weareneem.com/digital-creative-consultancy/)

## Tech Capability

## Building scalable software, platforms and digital solutions for modern businesses

# Building scalable software, platforms and digital solutions for modern businesses

We deliver custom software development, cloud-based platforms and integrated systems that scale with your organisation. From enterprise applications to APIs, our engineering teams build technology that drives performance and growth.

[Explore Technology](https://weareneem.com/development/)

![Tech Image We Are Neem](https://weareneem.com/wp-content/uploads/2026/02/NeemTech.webp "Developing programmer Development Website design and coding tech - We Are Neem")

---

### [Data & AI](https://weareneem.com/data-ai-solutions/)

**Published:** March 10, 2026
**Author:** JD

**Content:**

Data & AI

# Data & AI solutions to drive intelligent, scalable business outcomes

# Data & AI solutions to drive intelligent, scalable business outcomes

Neem delivers data & AI solutions that help organisations unlock the full value of their data through scalable, secure and insight-driven solutions. From data engineering and advanced analytics to AI-powered automation and machine learning, we enable faster decision-making, improved performance and measurable business outcomes.

# Adapting intelligently to change enables sustained growth, resilience and competitive advantage in modern organisations.

# Adapting intelligently to change enables sustained growth, resilience and competitive advantage in modern organisations.

#### Unified Data
Foundation

Unify fragmented data into a single, trusted source of truth enabling consistency, visibility and control across your organisation for better data-driven decision-making.

#### Actionable
Insight

Transform data into actionable insight through advanced analytics, surfacing patterns and trends that enable faster, more informed and confident business decisions.

#### Predictive Intelligence

Apply AI and machine learning to predict outcomes, identify opportunities and mitigate risks before they emerge enabling proactive, data-led decision-making.

#### Embedded Intelligence

Embed AI-driven intelligence into workflows and business processes, enabling teams to act faster, improve efficiency and drive consistent performance at scale.

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/02/Glyn_1200px_SQ.webp "Glyn_1200px_SQ - We Are Neem")

#### Ready to unlock the value of your data?

Discover how our Data & AI solutions turn insight into faster, smarter decisions.

[Get a Free Quote](https://weareneem.com/contact-us)

## Data & AI Solutions: AI Computing & Machine Learning

## In today’s rapidly evolving technological landscape, leveraging machine learning and intelligent technologies is no longer optional – it’s a business necessity. As your trusted partner, we deliver advanced data and machine learning solutions designed to accelerate transformation, improve decision-making, and unlock scalable growth. Discover how our advanced capabilities help organisations optimise operations, enhance performance, and stay competitive in a data-driven world.

### Customisation & Adaptability

Our solutions are designed around your business – not the other way around. We tailor AI models, data platforms, and machine learning systems to your architecture, workflows, and objectives, ensuring seamless integration and long-term scalability. Whether enhancing existing systems or building new capabilities, we create solutions that evolve with your business.

### Advanced Data Analytics

We unlock the full value of your data. By combining data engineering, advanced analytics, and machine learning, we surface actionable insights from complex datasets. This enables more accurate forecasting, deeper performance visibility, and faster, data-driven decision-making across your organisation.

### Automation & Optimisation

We streamline operations by embedding AI-driven automation into business processes. From reducing manual effort to optimising complex workflows, our solutions improve efficiency, lower operational risk, and enable teams to focus on high-value activities – delivering faster execution and measurable outcomes.

### Ethical AI & Responsible Innovation

We build trustworthy and responsible AI systems. Our approach prioritises transparency, fairness, and accountability – ensuring solutions are explainable, compliant, and aligned with regulatory standards. Continuous monitoring and optimisation help minimise bias and maintain long-term integrity.

We believe the most effective data and AI systems are those that feel effortless to use. Behind the scenes sits deep technical rigour – but what users experience is simplicity, clarity, and confidence in every interaction.

Our approach combines data engineering, AI development, and thoughtful design, ensuring complex intelligence is accessible, usable, and impactful across your organisation. We create systems that don’t just generate insight – they enable action.

![Neem Ai Data We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Neem_Data2.webp "Neem_Data2 - We Are Neem")

![Neem AI Data We Are Neem](https://weareneem.com/wp-content/uploads/2026/02/NeemTech.webp "NeemTech - We Are Neem")

How we Deliver Data & AI Solutions

We deliver Data & AI solutions by focusing on outcomes first – then designing and building systems to achieve them. Our approach ensures every solution is grounded in real business value, not theoretical capability, enabling measurable impact across your organisation.

**Discover**

We define the decisions that matter most. Working closely with you, we identify key challenges, opportunities, and high-impact outcomes – ensuring your data and AI strategy is aligned to business goals.

**Design**

We architect scalable data models, pipelines, and AI-ready architectures that create a reliable, future-ready foundation for advanced analytics and machine learning.

**Build**

We develop data platforms, analytics layers, and AI models using modern, proven technologies – engineered for performance, scalability, and long-term reliability.

**Deploy**

We embed intelligence directly into your workflows, ensuring insights are accessible, actionable, and delivered in real time to support faster, data-driven decisions.

**Scale**

We continuously optimise, monitor, and evolve your systems – enabling your AI and data platforms to scale with business growth and adapt to changing needs.

**Discover**

We define the decisions that matter most. Working closely with you, we identify key challenges, opportunities, and high-impact outcomes – ensuring your data and AI strategy is aligned to business goals.

**Design**

We architect scalable data models, pipelines, and AI-ready architectures that create a reliable, future-ready foundation for advanced analytics and machine learning.

**Build**

We develop data platforms, analytics layers, and AI models using modern, proven technologies – engineered for performance, scalability, and long-term reliability.

**Deploy**

We embed intelligence directly into your workflows, ensuring insights are accessible, actionable, and delivered in real time to support faster, data-driven decisions.

**Scale**

We continuously optimise, monitor, and evolve your systems – enabling your AI and data platforms to scale with business growth and adapt to changing needs.

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/02/Glyn_1200px_SQ.webp "Glyn_1200px_SQ - We Are Neem")

#### Got a project in mind?

Get in touch to discuss your Data and AI needs – free, no obligations quote.

[Book a Call](https://weareneem.com/contact-us)

## “Neem helps transform complex data into clear, actionable intelligence. Our ability to combine deep technical expertise with practical delivery made a measurable impact across businesses.”

## Glyn Roberts – CTO

## Why organisations choose Neem for Data & AI Solutions?

We combine consulting, technology and creative expertise to help organisations deliver scalable data & AI solutions and measurable outcomes.

[Contact Us](https://weareneem.com/contact-us/)

![Neem AI Data We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Screenshot-2026-03-16-at-12.06.14.webp "Screenshot 2026-03-16 at 12.06.14 - We Are Neem")

### Trusted Expertise

Experienced consultants, engineers and designers delivering enterprise software, digital platforms and transformation programmes.

![Neem AI Data We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Screenshot-2026-03-16-at-12.04.39.webp "Screenshot 2026-03-16 at 12.04.39 - We Are Neem")

## Innovation & Delivery

We combine innovation with agile delivery to design, build and scale digital solutions that drive performance and growth.

![Neem AI Data We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Screenshot-2026-03-16-at-12.06.06.webp "Screenshot 2026-03-16 at 12.06.06 - We Are Neem")

### Client-centric Approach

We work closely with organisations to understand challenges, align on goals and deliver solutions that create measurable business impact.

Want to know more about our Data & AI solutions?
**Here are some FAQs that might help!**

#### [What Data and AI solutions does Neem offer?](#648f521ab8a0e2fdc)

We provide end-to-end Data and AI solutions, including data engineering, advanced analytics, machine learning, and AI-driven automation. Our solutions are designed to improve decision-making, streamline operations, and deliver measurable business outcomes.

#### [How can Data and AI solutions benefit my business? ](#a96ccc1ac1b85f07a)

Data and AI solutions help organisations unlock insights, improve efficiency, and make faster, data-driven decisions. From predictive analytics to automation, they enable businesses to move from reactive to proactive and gain a competitive advantage.

#### [How does Neem implement Data and AI solutions? ](#419cf4c258498db6e)

We follow a structured approach – from discovery and design to build, deployment, and scaling. This ensures every Data and AI solution is aligned to business goals, integrated seamlessly, and delivers real-world impact.

#### [Are your AI solutions scalable and secure?](#93554f7e9de0b5dc8)

Yes. Our AI and data platforms are built for scalability, security, and long-term performance. We follow best practices in data governance, compliance, and model monitoring to ensure reliable and responsible AI systems.

---

### [Mobile-Ready Hero Images](https://weareneem.com/mobile-ready-hero-images/)

**Published:** May 22, 2026
**Author:** JD

**Content:**

Digital Shelf Solutions

# Mobile-Ready Hero Images

**Built for the Smallest Screen on the Most Important Shelf**

Neem is the global thought leader in mobile-first digital shelf imagery-creating hero images engineered for clarity, consistency, and conversion in real retail environments.

**Explore Our Work >**

![Heineken Mobile-Ready Hero Images Folio We Are Neem](https://weareneem.com/wp-content/uploads/2026/05/HeinekenMRHIs_W-scaled.webp "HeinekenMRHIs_W - We Are Neem")

## Digital Shelf Solutions

# Mobile-Ready Hero Images

![Heineken Mobile-Ready Hero Images Folio We Are Neem](https://weareneem.com/wp-content/uploads/2026/05/Heineken_Mobile-scaled.webp "Heineken_Mobile - We Are Neem")

**Built for the Smallest Screen on the Most Important Shelf**

Neem is the global thought leader in mobile-first digital shelf imagery-creating hero images engineered for clarity, consistency, and conversion in real retail environments.

**Explore Our Work >**

## The shelf has changed… it’s time your images did too.

What defines success in winning on the digital shelf? It starts with Mobile-Ready Hero Images and visual content “designed for screen”, achieving glance-readability, visibility, clarity and superior conversion performance because critical text is legible to humans not just bots.

##### Limited Space

Less room for your product detail and key information

##### Unreadable Text

On-pack typography becomes too small to read

##### Lost Messaging

Key claims and selling points disappear

##### Variable Cropping

Variations in cropping across different retailers.

##### Interface Clutter

Retailer UI components challenge for attention

##### Conversion performance

Drive higher conversion with mobile-ready hero images and glance-readable product content designed for clarity, speed and impact across every screen.

##### Digital shelf visibility, SEO & GEO

Strengthen digital shelf performance through both SEO and Agentic optimised product content, and measurably superior glance-readable visual content.

##### Measurably superior visual experiences

Design for how users actually browse ensuring visuals are glance-readable, built for screen-first consumption. Visually superior experiences delivered with less friction, less cognitive load as well as more rewarding to look at.

##### AI, Automation & Intelligent Workflow

Use automation and intelligent workflows to scale the creation, testing and optimisation of digital assets efficiently. Neem has a proven 10 step flywheel process that can deliver savings and speed through the adoption of Ai, automation and re-use.

##### Cost efficiency &
ROI at scale

Deliver more with less by improving asset performance, reducing rework and maximising ROI through optimised mobile-ready content. We offer AB testing of your new content on Amazon.

![Heineken Mobile-Ready Hero Image We Are Neem](https://weareneem.com/wp-content/uploads/2026/05/MRHI.webp "MRHI - We Are Neem")

## What are Mobile-Ready Hero Images?

Engineered for mobile.
Optimised for performance.

Mobile-ready hero images are purpose-built to perform in mobile retail environments-preserving recognition, improving readability, and driving conversion where it matters most

- Preserve product decision-tree recognition
- Prioritise hierarchy and readability
- Enhance visibility in crowded environments

- Support accessibility and inclusivity
- Maintain consistency across retailers
- Improve shopper confidence and conversion

[Get in touch](https://weareneem.com/contact-us/)

![Heineken Mobile-Ready Hero Image We Are Neem](https://weareneem.com/wp-content/uploads/2026/05/MRHI.webp "MRHI - We Are Neem")

What are Mobile-Ready Hero Images?

Engineered for mobile.
Optimised for performance.

Mobile-ready hero images are purpose-built to perform in mobile retail environments-preserving recognition, improving readability, and driving conversion where it matters most

- Preserve product decision-tree recognition
- Prioritise hierarchy and readability
- Enhance visibility in crowded environments

- Support accessibility and inclusivity
- Maintain consistency across retailers
- Improve shopper confidence and conversion

[Get in touch](https://weareneem.com/contact-us/)

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/05/76023034-Heinz-Bottle-Garlic-Mayo-400ml-MRHI-scaled.webp "76023034-Heinz-Bottle-Garlic-Mayo-400ml-MRHI - We Are Neem")

![Mobile-Ready Hero We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-Creative-dcom-image-carousel5.webp "1080×1080-Creative-dcom-image-carousel5 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/05/5000157070609-Heinz-Infant-Food-Biscotti-Banana-60g-MRHI.webp "5000157070609-Heinz-Infant-Food-Biscotti-Banana-60g-MRHI - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-dcom-image-carousel.webp "1080×1080-dcom-image-carousel - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/05/0008768401174-Capri-Sun-Pouches-Mango-Passion-Fruit-6oz-10-Pack-MRHI.webp "0008768401174-Capri-Sun-Pouches-Mango-Passion-Fruit-6oz-10-Pack-MRHI - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-dcom-image-carousel4.webp "1080×1080-dcom-image-carousel4 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/05/B00LM8ZH70-Mio-Bottle-Berry-Pomegranate-48ml-MRHI.webp "B00LM8ZH70-Mio-Bottle-Berry-Pomegranate-48ml-MRHI - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-dcom-image-carousel5.webp "1080×1080-dcom-image-carousel5 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/05/MASTER_ALL_FINAL.webp "MASTER_ALL_FINAL - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-dcom-image-carousel6.webp "1080×1080-dcom-image-carousel6 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/05/00043000060087-US-Kool-Aid-Bottle-Tropical-Punch-96oz-MRHI.webp "00043000060087-US-Kool-Aid-Bottle-Tropical-Punch-96oz-MRHI - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-heineken-image-carousel2.webp "1080×1080-heineken-image-carousel2 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/05/00021000082384-Kraft-Singles-American-16-Slices-MRHI.webp "00021000082384-Kraft-Singles-American-16-Slices-MRHI - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-heineken-image-carousel6.webp "1080×1080-heineken-image-carousel6 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/05/00021000612192-Philadelphia-Tub-Original-3lb-MRHI.webp "00021000612192-Philadelphia-Tub-Original-3lb-MRHI - We Are Neem")

Setting the Benchmark

# The global thought leader in mobile-first imagery

Neem Studio has defined and advanced the benchmark for Mobile-Ready PDP Images, combining creative innovation with operational scale.

Mobile-Ready
Hero Images

##### Secondary
Carousel Images

##### A+ Images
Below-the-Fold

##### Short-form
Videography

##### Perfect Name
Protocol

##### Optimised Product Description

##### Search Keyword
GEO & SEO

##### Feature Bullet
Point Lists

Mobile-Ready
Hero Images

##### Secondary
Carousel Images

##### A+ Images
Below-the-Fold

##### Short-form
Videography

##### Perfect Name
Protocol

##### Optimised Product
Description

##### Search Keyword
GEO & SEO

##### Feature Bullet
Point Lists

[![Rhino by Neem - Heineken We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/NeemHeineken-scaled.webp "NeemHeineken - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/03/NeemHeineken-scaled.webp)

[![Rhino by Neem - Heineken We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/NeemHeineken-scaled.webp "NeemHeineken - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/03/NeemHeineken-scaled.webp)

[![Rhino by Neem - Heineken We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/NeemHeineken-scaled.webp "NeemHeineken - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/03/NeemHeineken-scaled.webp)

# Built for Compliance  and Accessibility 

**Mobile-ready imagery is no longer just a creative consideration.** **Increasingly, it is a governance, accessibility, and compliance requirement across global retail ecosystems.**

Neem Studio helps brands align digital shelf imagery with evolving standards including [GS1](https://www.gs1.org/standards/gs1-mobile-ready-hero-images/20) guidance and the European Accessibility Act (EAA), ensuring content is designed for both shopper performance and long-term compliance readiness.

GS1 Global
Compliance

## Our work on Mobile–Ready Hero Images and digital shelf content sits on top of GS1’s product data ecosystem

Neem Studio aligns Mobile-Ready Hero Image production with GS1 principles by embedding product data integrity into the creative workflow from the outset. Rather than treating compliance as a final check, it is designed into every stage of production.

European Accessibility Act 

## We ensure product visuals support inclusive digital experience and align to emerging regulatory expectations.

Neem ensures EAA alignment by designing hero imagery that is clear, consistent, and optimised for accessible digital environments—supporting both regulatory direction and real-world usability across the digital shelf.

EAA EN301549
New Legislation

## The core technical standard that defines how digital products and services must meet accessibility requirements across the EU.

From the end of July, enforcement under EN 301 549 is expected to broaden beyond core interfaces into secondary content such as product imagery and supporting retail assets. These elements are increasingly treated as part of the overall accessibility experience rather than optional extras.

This is significant because secondary imagery can now influence compliance outcomes. If visuals lack clarity, contrast, or consistency, they may create barriers for users relying on assistive technologies or non-ideal viewing conditions. As scrutiny increases, organisations will need to ensure all digital content layers meet accessibility expectations consistently, not just primary user journeys.

## “As retail enters a new generation where the shopper path-to-purchase is most likely to start on a mobile phone or a laptop, the digital shelf is the primary place where shoppers discover, select, purchase and engage with products online, and therefore is fundamental to a brand’s future growth.”

## Deren Baker
Read the article [here](https://www.businesswire.com/news/home/20220321005874/en/Shoppers-to-Spend-%242.4-Trillion-Online-by-2026-According-to-Edge-by-Ascentials-Annual-Future-of-the-Digital-Shelf-Report?utm_campaign=shareaholic&utm_medium=copy_link&utm_source=bookmark)

Want to know more about our digital commerce capability?
**Here are some FAQs that might help!**

#### [What are mobile-ready hero images?](#a6dbaba35e367d61d)

Mobile-ready hero images are product visuals specifically designed to perform effectively on smaller mobile screens within retailer apps, search grids, and PDP environments. They prioritise readability, hierarchy, visibility, and conversion in mobile-first shopping experiences.

#### [Why do traditional hero images struggle on mobile?](#dc76a60aea537bbc3)

Most traditional hero imagery is created with desktop viewing in mind. On mobile devices, text often becomes unreadable, key claims disappear, layouts become overcrowded, and retailer interfaces reduce overall visual impact.

#### [Is this simply resizing existing imagery?](#5a1e98938ae4ba106)

No. Mobile-ready imagery requires strategic redesign and optimisation. This includes refining composition, typography, hierarchy, spacing, contrast, and visual focus to ensure the image performs within real retail environments.

#### [Which retailers benefit from mobile-ready imagery?](#eb04b5bf16c0b2004)

Mobile-ready hero images are valuable across all major digital retail platforms, including marketplaces, grocery retailers, and direct-to-consumer channels. This includes environments such as Amazon, Walmart, Tesco, Carrefour, Target, Boots, and retailer mobile apps.

#### [How does mobile-ready imagery improve digital shelf performance?](#18cd55eb1edbbaf00)

By improving readability, product recognition, and visual clarity, mobile-ready imagery helps products stand out more effectively in crowded category and search environments, supporting stronger shopper engagement and conversion potential.

#### [Can Neem Studio scale this across large product portfolios?](#adc0164ccb8becaba)

Yes. Neem Studio combines creative expertise with scalable production workflows, allowing global brands to deploy consistent, retailer-ready mobile imagery across large SKU portfolios while maintaining governance, accessibility, and brand consistency.

---

### [Digital Commerce](https://weareneem.com/digital-shelf-optimisation/)

**Published:** March 10, 2026
**Author:** JD

**Content:**

Digital Commerce

# Measurably Superior Content Drives Superior Conversion on the most influential shelf – the Digital Shelf.

# Transforming Ideas into a brighter digital future.

The strongest CAGR growth of any industry will come from digital commerce, according to McKinsey, and Agentic AI-driven eCommerce will be a huge accelerant. The shift to mobile has happened, but brands still do not know how to “design for screen” and continue to design for physical shelves, even though decision-making and influence have moved online.

Neem delivers digital commerce solutions that improve digital shelf optimisation – combining glance-readable content, mobile-ready design, and measurable conversion outcomes.

# The five fundamentals of high-performing digital commerce and digital shelf optimisation

What defines success in winning on the digital shelf? It starts with visual content “designed for screen”, achieving glance-readability, visibility, clarity and superior conversion performance because critical text is legible to humans not just bots.

##### Conversion performance

Drive higher conversion with mobile-ready hero images and glance- readable product content designed for clarity, speed and impact across every screen. Optimised layouts help users make faster decisions improving purchase rates.

##### Digital shelf visibility, SEO & GEO

Strengthen digital shelf performance through SEO and Agentic optimised product content. Improve discoverability across search, marketplaces and AI-driven experiences with structured, glance-readable visuals.

##### Measurably superior visual experiences

Design for how users actually browse ensuring visuals are glance-readable, built for screen-first consumption. Visually superior experiences delivered with less friction, less cognitive load as well as more rewarding to look at.

##### AI, Automation & Intelligent Workflow

Use automation and intelligent workflows to scale the creation, testing and optimisation of digital assets efficiently. Neem has a proven 10 step flywheel process that can deliver savings and speed through the adoption of AI, automation and re-use.

##### Cost efficiency & ROI at scale

Deliver more with less by improving asset performance, reducing rework and maximising ROI through optimised mobile-ready content. Enhance efficiency with structured workflows, continuous optimisation and AB testing to drive sustained performance gains across marketplaces like Amazon.

##### Conversion performance

Drive higher conversion with mobile-ready hero images and glance-readable product content designed for clarity, speed and impact across every screen.

##### Digital shelf visibility, SEO & GEO

Strengthen digital shelf performance through both SEO and Agentic optimised product content, and measurably superior glance-readable visual content.

##### Measurably superior visual experiences

Design for how users actually browse ensuring visuals are glance-readable, built for screen-first consumption. Visually superior experiences delivered with less friction, less cognitive load as well as more rewarding to look at.

##### AI, Automation & Intelligent Workflow

Use automation and intelligent workflows to scale the creation, testing and optimisation of digital assets efficiently. Neem has a proven 10 step flywheel process that can deliver savings and speed through the adoption of Ai, automation and re-use.

##### Cost efficiency &
ROI at scale

Deliver more with less by improving asset performance, reducing rework and maximising ROI through optimised mobile-ready content. We offer AB testing of your new content on Amazon.

![Neem dCOM Rhino We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-dcom-image-carousel2.webp "1080×1080-dcom-image-carousel2 - We Are Neem")

![Neem dCOM Rhino We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-dcom-image-carousel2.webp "1080×1080-dcom-image-carousel2 - We Are Neem")

![Neem dCOM Sodastream We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-dcom-image-carousel3.webp "1080×1080-dcom-image-carousel3 - We Are Neem")

Why Glance Readability Matters in Digital Shelf Optimisation

Ensure your visual content communicates instantly “at a glance” – optimised for contrast, clarity and performance across every screen.

Shoppers don’t read – they glance. On the digital shelf, attention is won in seconds, and only a small amount of information can be processed at once.

If key content is not immediately clear, it is lost in the scroll – impacting understanding, trust and conversion.

Glance readability applies across mobile-ready hero images, PDP gallery images, e-commerce video and enhanced content. Neem combines APCA contrast standards, Cambridge visual clarity algorithms and automation to test, validate and optimise content at scale – ensuring accessibility, compliance and measurable digital shelf performance.

Lost in the Scroll

Shoppers scan, not read. Attention is won in less than a second, and only a few visual elements can be processed at once. If content does not stand out immediately, it is ignored on the digital shelf.

**Attention is earned in seconds**

Cognitive Load

If shoppers cannot quickly identify the brand, product type, variant or size, the experience fails. Without clear visual communication, they slow down, misinterpret or abandon the purchase.

**Not clear = not understood**

Reduced visibility

Unreadable content limits engagement on the digital shelf. When key information is not glance-readable, it reduces visibility, weakens performance and impacts conversion.

**Unreadable is unsellable**

Accessibility

Content is often designed for large screens but viewed on mobile devices in the real-world. Combined with ageing eyesight, poor clarity and contrast reduce accessibility and limit reach.

**Designed large, viewed small.**

# “Less friction. Less cognitive load. More sales. That’s what glance-readable content delivers. I’ve spent 13 years making online shopping easier. With Cambridge University and GS1, I helped create the mobile-ready hero image standard. Now with RHINO AI, I help brands test if their content is actually readable on a mobile – before it costs them sales and share”

**Oliver Bradley** – CDO

## “Less friction. Less cognitive load. More sales. That’s what glance-readable content delivers. I’ve spent 13 years making online shopping easier. With Cambridge University and GS1, I helped create the mobile-ready hero image standard. Now with RHINO AI, I help brands test if their content is actually readable on a mobile – before it costs them sales and share”

## Oliver Bradley – CDO

How We Will Deliver It

# How We Deliver Digital Commerce

# Transforming Ideas into a brighter digital future.

Our approach combines strategy, technology and creative execution to help organisations scale digital commerce effectively. From mobile-ready hero images and product content optimisation to AI and automation, we deliver measurable impact across the entire digital shelf.

**Built to improve visibility, accelerate conversion and drive consistent performance across every digital touchpoint.**

### one.

### **A Proven Framework**

### for Content as a Service

A Content as a Service model designed to create, manage and optimise product content and mobile-ready, glance readable hero images across markets, channels and brands with consistency, governance and control. Built to scale and ensure high-quality output across digital commerce ecosystems.

**Built for speed, quality and efficiency at scale.**

### two.

### **Process Flywheel**

### The hero of tech stack utilisation

A structured system that operationalises scale and speed, enabling full tech stack utilisation. An integrated content flywheel combining workflows, platforms and governance to streamline production and maximise performance across digital commerce environments globally.

**Driving efficiency, utilisation and faster delivery.**

### three.

### **AI Roadmap**

### Exploring the newest frontier

AI is transforming how brands are discovered, evaluated and purchased. Visibility in LLMs is only the start. The real challenge is converting presence into revenue through structured data, emerging KPIs and evolving digital shelf strategies. An AI roadmap helps prioritise, scale and deliver impact.

**Enabling brands to compete in AI-driven commerce ecosystems.**

### four.

### Mobile-Ready Design

### for screen-first experiences

Designing mobile-ready hero images that meet APCA contrast and Cambridge visual clarity standards, ensuring assets are glance readable, accessible and optimised for performance across devices, environments and real-world viewing conditions at global scale.

**Improving clarity, accessibility and conversion on mobile.**

### five.

### Tech Solutions

### measuring content quality

Automated content quality measurement across visual and written assets. Key visual tests include clarity, contrast, captions, brand recognition and attention. Written tests include SEO, GEO, readability, grammar and spelling for consistent scalable performance.

**Without automation, content quality cannot scale effectively.**

### six.

### **Digital Talent**

### for exceptional delivery

Flexible digital talent to support every stage of delivery. Strategic expertise to define direction, tactical teams to build capability and operational specialists to run and optimise digital commerce engines across markets and organisational structures.

**Providing flexibility, expertise and consistent delivery at pace.**

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/OliBradleyNeem-e1774354999581.webp "OliBradleyNeem - We Are Neem")

#### Ready to improve dCom performance?

Speak to our experts about digital shelf optimisation…

[Book a Call](https://weareneem.com/contact/)

## Don’t believe us?

## Here’s some of our work…

- [](https://weareneem.com/our-work/digital-shelf-optimisation-case-study-sodastream/) [ ![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-sodastream-image-carousel8.webp "1080x1080-sodastream-image-carousel8 - We Are Neem") ](https://weareneem.com/our-work/digital-shelf-optimisation-case-study-sodastream/) 

    ### [Digital Shelf Optimisation Case Study: SodaStream Growth](https://weareneem.com/our-work/digital-shelf-optimisation-case-study-sodastream/)

    Creative, dCOM, UI/UX
- [](https://weareneem.com/our-work/case-studies-heineken-mobile-ready-hero-image-design/) [ ![Mobile-Ready Hero We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-Creative-dcom-image-carousel5.webp "1080x1080-Creative-dcom-image-carousel5 - We Are Neem") ](https://weareneem.com/our-work/case-studies-heineken-mobile-ready-hero-image-design/) 

    ### [Designing Mobile-Ready Hero Images: Digital Shelf Performance](https://weareneem.com/our-work/case-studies-heineken-mobile-ready-hero-image-design/)

    dCOM, Rhino
- [](https://weareneem.com/our-work/glance-readability-testing-case-study-rhino-tool/) [ ![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/NeemHeineken_1080.webp "NeemHeineken_1080 - We Are Neem") ](https://weareneem.com/our-work/glance-readability-testing-case-study-rhino-tool/) 

    ### [Glance Readability Testing: Image Readability Tool](https://weareneem.com/our-work/glance-readability-testing-case-study-rhino-tool/)

    dCOM, Development, Rhino

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/OliBradleyNeem-e1774354999581.webp "OliBradleyNeem - We Are Neem")

#### Got a project in mind?

Get in touch and we will provide a free no obligation quote!

[Get In Touch](https://weareneem.com/contact-us)

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-dcom-image-carousel6.webp "1080x1080-dcom-image-carousel6 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-dcom-image-carousel5.webp "1080x1080-dcom-image-carousel5 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-dcom-image-carousel4.webp "1080x1080-dcom-image-carousel4 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-dcom-image-carousel3.webp "1080x1080-dcom-image-carousel3 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-dcom-image-carousel2.webp "1080x1080-dcom-image-carousel2 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-dcom-image-carousel.webp "1080x1080-dcom-image-carousel - We Are Neem")

## Why choose Neem
for digital shelf optimisation?

We combine consulting, technology and creative expertise to help organisations deliver scalable digital solutions and measurable outcomes.

[Get In Touch](https://weareneem.com/contact-us/)

![Neem dCOM We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Screenshot-2026-03-16-at-12.06.14.webp "Screenshot 2026-03-16 at 12.06.14 - We Are Neem")

### Trusted Expertise

Experienced consultants, engineers and designers delivering enterprise software, digital platforms and transformation programmes.

![Neem dCOM We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Screenshot-2026-03-16-at-12.04.39.webp "Screenshot 2026-03-16 at 12.04.39 - We Are Neem")

## Innovation & Delivery

We combine innovation with agile delivery to design, build and scale digital solutions that drive performance and growth.

![Neem dCOM We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Screenshot-2026-03-16-at-12.06.06.webp "Screenshot 2026-03-16 at 12.06.06 - We Are Neem")

### Client-Centricity

We work closely with organisations to understand challenges, align on goals and deliver solutions that create measurable business impact.

Want to know more about our digital commerce capability?
**Here are some FAQs that might help!**

#### [What is digital shelf optimisation?](#76af16389a5b2c40e)

Digital shelf optimisation is the process of improving how product content is presented, discovered, and understood across online retail platforms. It ensures product images, titles, and descriptions are optimised for visibility, glance readability, and conversion in mobile-first shopping environments.

#### [Why is digital shelf optimisation important for eCommerce?](#fb42cf011cecb534d)

Digital shelf optimisation is critical because most shoppers browse and make decisions on mobile devices. If product content is not instantly clear and readable, it reduces visibility, slows decision-making, and impacts conversion. Optimised content improves both discoverability and sales performance.

#### [How does glance readability improve digital shelf performance?](#44723d2689766f4f7)

Glance readability ensures that key product information – such as brand, product type, variant, and size – can be understood within seconds. This helps shoppers quickly recognise and evaluate products, leading to better engagement, higher trust, and improved conversion across the digital shelf.

#### [How does Neem deliver digital shelf optimisation at scale?](#5fe37207d7e552be8)

Neem delivers digital shelf optimisation by combining strategy, creative design, and technology. Using AI, automation, and scientific frameworks such as APCA contrast and Cambridge visual clarity, Neem helps brands create, test, and optimise product content at scale for consistent performance.

---

### [Consulting](https://weareneem.com/digital-technology-consulting/)

**Published:** April 7, 2026
**Author:** JD

**Content:**

# # Consulting

Flexible Expertise.
Real Results.

Flexible Expertise.
Real Results.

We have a large and growing team of highly experienced and highly motivated consultants supplying the pinnacle in expertise across a broad range of capabilities. From architecture to project rescue, web developers to content creators, we pride ourselves on delivering the best of the best.

**Built Different.**

### ## Step change your Strategic or Delivery capability by using Neem consultants for accelerated transformation and delivery.

This expertise is what our clients benefit from when they contact us for consulting services. We are extremely proud of the benefits we have helped our clients achieve, and the success stories are truly rewarding.

What sets us apart in Consulting, beyond our speed and agility, is our commitment to generating real value for our clients. We work to ensure we take an active part in delivery and value realisation, and are not passengers or bystanders, just providing ‘advice and guidance’.

[Get in Touch!](https://weareneem.com/contact-us)

##### ## Consulting Capabilities

# End-to-End Technology and Business Delivery

### Our digital & technology consulting capabilities span strategy, engineering and delivery to support end-to-end business and technology transformation.

Strategy
& Advisory

Technology strategy, operating model design, business case development, and executive advisory grounded in delivery reality

#### Architecture
& Engineering

Enterprise, solution, data, and integration architecture, alongside hands-on engineering and platform delivery

#### Digital Commerce & Content

Search, digital shelf optimisation, content strategy, and scalable content production models

#### Data, Analytics
& AI

Data strategy, analytics, automation, and GenAI-enabled solutions to drive insight and efficiency

#### Application Development

End-to-end design, build, testing, and deployment across web, mobile, and enterprise platforms using modern Agile and DevOps practices

#### Programme & Delivery Leadership

Programme management, PMO, governance, and delivery assurance across complex, multi-market initiatives

#### Cyber Security
& Risk

Security assessments, cloud and application security, identity and access management, and pragmatic risk remediation delivered alongside your teams

#### Change, Adoption
& Training

Change impact assessment, stakeholder engagement, communications, training design and delivery, and adoption measurement to ensure solutions stick

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/02/Oli_1200_SQ.webp "Oli_1200_SQ - We Are Neem")

#### Do you need technology or business consulting?

Tell us about your challenge and we’ll be glad to help

[Get In Touch!](https://weareneem.com/contact-us)

Our Approach

## Practical. Embedded. Outcome-Focused.

### one. Understand the Problem Properly

We start by getting to the root of the challenge. That means understanding business context, constraints, stakeholders, and what success actually looks like.

### two. Shape the Right Solution

We define pragmatic, achievable solutions that balance ambition with reality. No over-engineering, no unnecessary complexity.

### three. Deliver with Accountability

We embed into your teams and take ownership of delivery. We manage risk, drive progress, and maintain momentum.

### four. Realise and Sustain Value

We stay focused on outcomes, ensuring solutions deliver measurable value and that your teams are set up to sustain success long-term.

We are passionate about people

# ## Great delivery comes from great people.

# Great delivery comes from great people.

We invest heavily in building high-quality teams who are not only technically strong but collaborative, pragmatic, and enjoyable to work with. Our consultants integrate seamlessly with client teams, building trusted relationships and creating a positive delivery environment.

We care about outcomes, but we also care about how those outcomes are achieved. Strong teams, clear communication, and shared ownership are at the heart of everything we do.

![Neem Digital & Technology Consulting We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/NeemDesigners_2.webp "NeemDesigners_2 - We Are Neem")

![Neem Digital & Technology Consulting We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Neem_Data3.webp "Neem_Data3 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/02/CapeRed-04.webp "CapeRed-04 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/02/CapeRed-04.webp "CapeRed-04 - We Are Neem")

## Don’t believe us?

## Take a look at some of our work…

- [](https://weareneem.com/our-work/case-studies-client-side-sap-programme-management-maagtechnic/) [ ![Maagtechnic - client-side SAP programme management We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/MAAG-Neem-scaled.webp "MAAG-Neem - We Are Neem") ](https://weareneem.com/our-work/case-studies-client-side-sap-programme-management-maagtechnic/) 

    ### [Client-Side SAP Programme Management: ERP Governance](https://weareneem.com/our-work/case-studies-client-side-sap-programme-management-maagtechnic/)

    Consulting

[View More Case Studies](https://weareneem.com/work/)

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/02/Oli_1200_SQ.webp "Oli_1200_SQ - We Are Neem")

#### Do you need technology or business consulting?

Tell us about your challenge and we’ll be glad to help

[Get In Touch!](https://weareneem.com/contact-us)

## “Neem combines sharp thinking with real delivery capability. They don’t just tell you what to do, they roll up their sleeves and make it happen.” 

**Capture Solutions**

## Why Choose Neem for your Consulting Projects?

We are big enough to have a real impact, but agile enough to move super fast!

[Get In Touch](https://weareneem.com/contact-us/)

![Neem Digital & Technology Consulting We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Screenshot-2026-03-16-at-12.06.14.webp "Screenshot 2026-03-16 at 12.06.14 - We Are Neem")

### Trusted Consulting Expertise

Our team of experienced developers is well-versed in the latest technologies and industry best practices.

![Neem Digital & Technology Consulting We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Screenshot-2026-03-16-at-12.04.39.webp "Screenshot 2026-03-16 at 12.04.39 - We Are Neem")

## Innovation That Delivers

We thrive on innovation, exploring new ways to bring creativity and functionality together in every project.

![Neem Digital & Technology Consulting We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Screenshot-2026-03-16-at-12.06.06.webp "Screenshot 2026-03-16 at 12.06.06 - We Are Neem")

### Client-centric Delivery

Your success is our priority. We work closely with you to understand your goals and exceed your expectations.

Want to know more about our Consulting?
**Here are some FAQs that might help!**

#### [What is digital & technology consulting and how can it benefit my organisation?](#b853f3afc58f383ee)

Digital & technology consulting helps organisations solve complex business challenges by combining strategic thinking with hands-on execution across technology, data, and operations. It goes beyond advisory by actively supporting implementation, optimisation, and delivery.

At Neem, our digital & technology consulting services focus on improving performance, enabling business transformation, and delivering measurable outcomes. From defining strategy to executing large-scale programmes, we help organisations accelerate growth, enhance efficiency, and unlock long-term value.

#### [What services are included in digital & technology consulting?](#1f1033f51011dcd66)

Digital & technology consulting services typically span strategy, architecture, development, and delivery. At Neem, our capabilities include:

- Strategy & advisory for business and digital transformation
- Architecture & engineering for scalable, secure systems
- Application development across web, mobile, and enterprise platforms
- Programme & delivery leadership for complex initiatives
- Data, analytics & AI-driven solutions
- Digital commerce and content optimisation
- Cyber security, risk, and compliance
- Change management, adoption, and training

These services work together to deliver end-to-end business and technology transformation aligned to organisational goals

#### [How is Neem’s digital & technology consulting approach different?](#2461c04662006d4ca)

Neem takes a delivery-led approach to digital & technology consulting, combining strategy with execution to ensure real business outcomes. Unlike traditional consulting models that focus on recommendations, we embed into your teams and take accountability for delivery.

Our approach includes:

- Understanding the problem in full business context
- Designing pragmatic, scalable solutions
- Delivering with accountability and measurable results
- Ensuring long-term value through sustained performance

This ensures organisations not only define the right strategy but also successfully implement and realise value from it.

#### [How does digital & technology consulting support business transformation and ROI?](#a6503b804b5827e7b)

Digital & technology consulting plays a critical role in driving business transformation by aligning technology investments with measurable outcomes. It enables organisations to modernise systems, optimise operations, and adopt new technologies such as AI and automation.

At Neem, we focus on:

- Improving operational efficiency and reducing costs
- Enhancing customer and digital experiences
- Enabling data-driven decision-making
- Accelerating time-to-value through Agile delivery

By combining consulting expertise with execution, we help organisations maximise ROI and achieve sustainable, long-term business impact.

---

### [Public Sector](https://weareneem.com/public-sector-consulting/)

**Published:** March 16, 2026
**Author:** JD

**Content:**

Public Sector

# Delivering more effective change to the Public Sector

# Delivering more effective change to the Public Sector

At Neem, our ethos is that real transformation in public services should be quantified by measurable improvements citizens experience and the efficiencies achieved by public sector operations – from healthcare, local authority services and education to central government departments and arm’s length bodies. Through our public sector consulting expertise, we help organisations deliver meaningful, measurable outcomes and enable public sector digital transformation.

Neem is proud to be on Crown Commercial Service frameworks G-Cloud – Lot 3 for Software Development & Consultancy and Technology Services 4 – Lot 2 Transition and Service Integration & Management (SIAM). Offering a fresh approach to public sector digital transformation and professional services, we bring a new perspective and innovative approach to solution delivery designed specifically for public service bodies and government organisations.

[G-Cloud Framework](https://www.applytosupply.digitalmarketplace.service.gov.uk/g-cloud/services/611644578988250)

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/CCS.webp "CCS - We Are Neem")

What sets us apart?

# ## At Neem, we see true transformation in public services not in the technology itself, but in the tangible outcomes it delivers for citizens and the operational gains achieved by organisations.

# At Neem, we see true transformation in public services not in the technology itself, but in the tangible outcomes it delivers for citizens and the operational gains achieved by organisations.

Anchored in our belief in “experience-led everything,” we rethink how services are designed and delivered – ensuring every interaction is meaningful, seamless, and grounded in trust. By placing people at the centre, we position technology as a powerful enabler – supporting more responsive, human, and effective public services through our public sector consulting approach and enabling public sector digital transformation.

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/ISO9001.webp "ISO9001 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/ISO14001.webp "ISO14001 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/ISO27001.webp "ISO27001 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/CyberE.webp "CyberE - We Are Neem")

**Quantified Results** At Neem, our ethos is that real transformation in public services should be quantified by measurable improvements citizens experience and the efficiencies achieved by public sector operations in healthcare, local authority services and education to central government departments and arm’s length bodies.

**Driving operational efficiency** Providing intelligent digital services for government powered by state-of-the-art technology that boosts adoption, impact and value across public sector organisations.

Delivering operational efficiencies that drive public sector productivity at a lower cost of delivery, improving performance and resource utilisation.

**Advanced methodologies and AI-driven tools** Enhanced accessibility, ease of use, and AI-driven inclusivity to ensure services are usable, equitable, and citizen-focused.

A methodology that accelerates service design, delivery and implementation for rapid value creation and sustainable public sector digital transformation.

##### Why We’re Different

# A passion for innovation drives our team, and we’re eager to collaborate with government organisations to solve unique challenges through public sector consulting.

# A passion for innovation drives our team, and we’re eager to collaborate with government organisations to solve unique challenges.

#### Dedication to Innovation

At Neem, we bring a fresh perspective to G-Cloud and Technology Services services. A passion for innovation drives our team, and we’re eager to collaborate with government organisations to solve unique challenges and support public sector digital transformation.

Tailored
Solutions

We know government agencies have distinct needs. That’s why we offer a range of tailored services designed to address complex requirements across public sector organisations and delivery environments.

Compliance
& Security

We’re committed to adhering to industry standards and government regulations. Our solutions prioritise security and data protection, ensuring compliance, resilience and peace of mind across public sector environments and systems at every stage of delivery and implementation.

#### Cost-Efficient Solutions

We recognise budget constraints government agencies face, and we offer competitive pricing without compromising quality. We enable sustainable delivery and long-term value across public sector environments through efficient planning.

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/02/Oli_1200_SQ.webp "Oli_1200_SQ - We Are Neem")

#### Planning a public sector transformation or consulting initiative?

Get in touch with our public sector consulting experts for a free, no-obligation quote tailored to your needs.

[Get In Touch](https://weareneem.com/contact-us)

## Our Approach

## With decades of experience in digital transformation, application development, implementation and solution architectures across the private sector, we bring that expertise into the public sector to help organisations navigate challenges and deliver state-of-the-art, cost-effective digital transformation solutions.

### Consultation

Our project engagements commence with a consultation phase that defines the business challenges, desired outcomes, critical pathways and the most effective delivery approach to ensure success across public sector organisations.

### Solution Design & Development

Following the consultation phase, the solution design phase establishes the technical architecture, scale, security and resilience model, alongside the financial framework for development and delivery.

### Implementation & Integration

Using Agile professional service methodologies, implementation programmes are designed to deliver early gains and measurable benefits, with a programme management approach that mitigates risk and maximises value whilst adhering to security and resilience requirements across government environments.

### Quality assurance and support

Through robust quality assurance and support frameworks, we ensure rigorous testing and continuous optimisation, enabling reliable performance and long-term value across public sector systems and services.

## Why Choose Neem for Public Sector Digital Transformation & Consulting?

People protection policies are a fundamental cornerstone of safeguarding the well-being, dignity and rights of employees, customers and all individuals, supporting responsible and ethical delivery across public sector organisations.

[Get In Touch](https://weareneem.com/contact-us/)

### Equality

We’re committed to equality and diversity in all aspects of our business. We believe diversity is a source of strength and innovation and that everyone should be treated with dignity and respect, regardless of their race, ethnicity, gender, age, sexual orientation, disability, religion, or any characteristic protected by law.

[**Read Our Policy**](https://weareneem.com/wp-content/uploads/2026/04/NeemConsultingEqualOpportunitiesPolicy_v1.3.pdf)

## Anti-Slavery

We’re committed to promoting ethical and responsible business practices. We are dedicated to eradicating modern slavery and human trafficking in all its forms within our operations and supply chains. This Anti-Slavery Policy outlines our commitment to preventing these practices and the steps we take to ensure compliance across all engagements.

[**Read Our Policy**](https://weareneem.com/wp-content/uploads/2023/10/NeemConsultingModernSlaveryAndHumanTrafficPolicy.pdf)

### Diversity & Inclusion

At Neem, we are committed to fostering a diverse and inclusive workplace where all employees feel valued, respected and empowered to contribute their unique perspectives and talents. We believe that a diverse workforce enhances creativity, innovation and our ability to serve clients and public sector organisations effectively.

[**Read Our Policy**](https://weareneem.com/wp-content/uploads/2026/04/NeemConsultingDiversityInclusionPolicy_v1.3-2.pdf)

Want to know more about our Public Sector capabilities?
**Here are some FAQs that might help!**

#### [What is public sector consulting and how can it support digital transformation?](#f18e4599d75719765)

Public sector consulting helps government organisations and public service bodies improve performance, modernise systems, and deliver better outcomes for citizens. It combines strategy, technology, and delivery expertise to address complex operational and service challenges.

At Neem, our public sector consulting approach focuses on enabling public sector digital transformation through practical, delivery-led solutions. We help organisations redesign services, improve efficiency, and implement scalable technology solutions that deliver measurable improvements in citizen experience and operational performance.

#### [What services are included in public sector consulting?](#fe4d8de848fdf8ffc)

Public sector consulting services typically span strategy, design, implementation, and ongoing support. At Neem, our capabilities include:

- Digital transformation strategy and advisory
- Solution design, architecture, and development
- Implementation and integration using Agile methodologies
- Data, analytics, and AI-driven solutions
- Cyber security, compliance, and risk management
- Change management, adoption, and training

These services work together to support end-to-end public sector digital transformation, helping organisations deliver efficient, secure, and citizen-focused services at scale.

#### [How does Neem’s public sector consulting approach deliver measurable outcomes?](#178d0467f2cb1055f)

Neem takes a delivery-led approach to public sector consulting, ensuring that strategy is closely aligned with execution. We embed into client teams, take ownership of delivery, and focus on achieving tangible outcomes rather than just providing recommendations.

Our approach includes:

- Understanding the full business and service context
- Designing pragmatic, scalable solutions
- Delivering with accountability and risk management
- Ensuring long-term value through continuous optimisation

This enables organisations to realise measurable benefits such as improved service accessibility, increased operational efficiency, and successful public sector digital transformation outcomes.

#### [How does public sector digital transformation improve citizen services and efficiency?](#0402efb96c28264e9)

Public sector digital transformation uses modern technology, data, and user-centred design to improve how services are delivered to citizens. It focuses on making services more accessible, efficient, and responsive to user needs.

Through public sector consulting, organisations can:

- Improve accessibility and inclusivity of digital services
- Streamline operations and reduce costs
- Enhance data-driven decision-making
- Deliver faster, more reliable services

At Neem, we combine innovation with practical execution to ensure transformation initiatives deliver real value – both in terms of citizen experience and operational efficiency across public sector organisations.

---

### [Our Work](https://weareneem.com/work/)

**Published:** April 15, 2021
**Author:** JD

**Content:**

Why we’re proud to be Neem…

# Some of Our Work

# Our recent projects

Here’s some of the incredible projects Neem are involved in… We are responsible for delivering solutions on a global scale for a host of awesome clients.

- [All](#)
- [Consulting](#)
- [Creative](#)
- [dCOM](#)
- [Design](#)
- [Development](#)
- [Rhino](#)
- [UI/UX](#)
- [Web Design](#)

- [](https://weareneem.com/our-work/ai-application-modernisation-case-study-twinnedit/) [ ![Neem TwinnedIt We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/NeemTwinnedIt.webp "NeemTwinnedIt - We Are Neem") ](https://weareneem.com/our-work/ai-application-modernisation-case-study-twinnedit/) 

    ### [AI Application Modernisation: Platform Rebuild](https://weareneem.com/our-work/ai-application-modernisation-case-study-twinnedit/)

    Development
- [](https://weareneem.com/our-work/case-studies-ai-claims-automation-unilever/) [ ![AI Claims Automation: Cross-Market Translator We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/SKUba_Neem-scaled.webp "SKUba_Neem - We Are Neem") ](https://weareneem.com/our-work/case-studies-ai-claims-automation-unilever/) 

    ### [AI Claims Automation: Cross-Market Translator](https://weareneem.com/our-work/case-studies-ai-claims-automation-unilever/)

    Development
- [](https://weareneem.com/our-work/case-studies-brand-transformation-eveque/) [ ![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-Creative-dcom-image-carousel8.webp "1080x1080-Creative-dcom-image-carousel8 - We Are Neem") ](https://weareneem.com/our-work/case-studies-brand-transformation-eveque/) 

    ### [Brand Transformation: Building a Future-Ready Brand](https://weareneem.com/our-work/case-studies-brand-transformation-eveque/)

    Design, Development, Web Design
- [](https://weareneem.com/our-work/case-studies-client-side-sap-programme-management-maagtechnic/) [ ![Maagtechnic - client-side SAP programme management We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/MAAG-Neem-scaled.webp "MAAG-Neem - We Are Neem") ](https://weareneem.com/our-work/case-studies-client-side-sap-programme-management-maagtechnic/) 

    ### [Client-Side SAP Programme Management: ERP Governance](https://weareneem.com/our-work/case-studies-client-side-sap-programme-management-maagtechnic/)

    Consulting
- [](https://weareneem.com/our-work/case-studies-contactless-hotel-apps/) [ ![We Are Neem](https://weareneem.com/wp-content/uploads/2023/02/2385.webp "2385 - We Are Neem") ](https://weareneem.com/our-work/case-studies-contactless-hotel-apps/) 

    ### [Contactless Hotel App: Building Digital Guest Experiences for Hospitality](https://weareneem.com/our-work/case-studies-contactless-hotel-apps/)

    Development, UI/UX
- [](https://weareneem.com/our-work/case-studies-heineken-mobile-ready-hero-image-design/) [ ![Mobile-Ready Hero We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-Creative-dcom-image-carousel5.webp "1080x1080-Creative-dcom-image-carousel5 - We Are Neem") ](https://weareneem.com/our-work/case-studies-heineken-mobile-ready-hero-image-design/) 

    ### [Designing Mobile-Ready Hero Images: Digital Shelf Performance](https://weareneem.com/our-work/case-studies-heineken-mobile-ready-hero-image-design/)

    dCOM, Rhino
- [](https://weareneem.com/our-work/digital-shelf-optimisation-case-study-sodastream/) [ ![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-sodastream-image-carousel8.webp "1080x1080-sodastream-image-carousel8 - We Are Neem") ](https://weareneem.com/our-work/digital-shelf-optimisation-case-study-sodastream/) 

    ### [Digital Shelf Optimisation Case Study: SodaStream Growth](https://weareneem.com/our-work/digital-shelf-optimisation-case-study-sodastream/)

    Creative, dCOM, UI/UX
- [](https://weareneem.com/our-work/dispatch-process-optimisation-building-a-unified-system-for-real-time-factory-visibility/) [ ![Neem Unilever Case Study We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Neem-Unilever-Dispatch-Process.webp "Neem-Unilever-Dispatch-Process - We Are Neem") ](https://weareneem.com/our-work/dispatch-process-optimisation-building-a-unified-system-for-real-time-factory-visibility/) 

    ### [Dispatch Process Optimisation: Building a Unified System for Real-time Factory Visibility](https://weareneem.com/our-work/dispatch-process-optimisation-building-a-unified-system-for-real-time-factory-visibility/)

    Development
- [](https://weareneem.com/our-work/case-studies-electronic-shopping-basket-unilever/) [ ![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Neem-Unilever-E-Shopping-Basket.webp "Neem-Unilever-E-Shopping-Basket - We Are Neem") ](https://weareneem.com/our-work/case-studies-electronic-shopping-basket-unilever/) 

    ### [Electronic Shopping Basket: Building a Unified Platform for Global Product Visibility](https://weareneem.com/our-work/case-studies-electronic-shopping-basket-unilever/)

    Development
- [](https://weareneem.com/our-work/glance-readability-testing-case-study-rhino-tool/) [ ![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/NeemHeineken_1080.webp "NeemHeineken_1080 - We Are Neem") ](https://weareneem.com/our-work/glance-readability-testing-case-study-rhino-tool/) 

    ### [Glance Readability Testing: Image Readability Tool](https://weareneem.com/our-work/glance-readability-testing-case-study-rhino-tool/)

    dCOM, Development, Rhino
- [](https://weareneem.com/our-work/case-studies-cloud-based-pms-hop/) [ ![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/Hop.webp "Hop - We Are Neem") ](https://weareneem.com/our-work/case-studies-cloud-based-pms-hop/) 

    ### [Hop – A Cloud-based PMS: Building A Scalable Hotel Management Platform](https://weareneem.com/our-work/case-studies-cloud-based-pms-hop/)

    Development
- [](https://weareneem.com/our-work/case-studies-offshore-jamstack-capability-unilever/) [ ![Beauty Hub Case Study We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Neem-Unilever-Jamstack.webp "Neem-Unilever-Jamstack - We Are Neem") ](https://weareneem.com/our-work/case-studies-offshore-jamstack-capability-unilever/) 

    ### [Offshore Jamstack Capability: Building a High-performance Beauty Platform](https://weareneem.com/our-work/case-studies-offshore-jamstack-capability-unilever/)

    Development
- [](https://weareneem.com/our-work/case-studies-ot-asset-management-platform-opteca/) [ ![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-opteca-image-carousel4.webp "1080x1080-opteca-image-carousel4 - We Are Neem") ](https://weareneem.com/our-work/case-studies-ot-asset-management-platform-opteca/) 

    ### [OT Asset Management Platform Case Study: Industrial Visibility](https://weareneem.com/our-work/case-studies-ot-asset-management-platform-opteca/)

    Development, UI/UX, Web Design
- [](https://weareneem.com/our-work/case-studies-roadside-assistance-app-ontu-platform/) [ ![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/1080x1080-ONTU-image-carousel4.webp "1080x1080-ONTU-image-carousel4 - We Are Neem") ](https://weareneem.com/our-work/case-studies-roadside-assistance-app-ontu-platform/) 

    ### [Roadside Assistance App: On-Demand Driver Support](https://weareneem.com/our-work/case-studies-roadside-assistance-app-ontu-platform/)

    Design, Development, UI/UX
- [](https://weareneem.com/our-work/case-studies-supply-chain-management-system-ecolab/) [ ![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/ECOLAB-Neem.webp "ECOLAB-Neem - We Are Neem") ](https://weareneem.com/our-work/case-studies-supply-chain-management-system-ecolab/) 

    ### [Supply Chain Management: Automating Factory Ops & Production Planning](https://weareneem.com/our-work/case-studies-supply-chain-management-system-ecolab/)

    Development
- [](https://weareneem.com/our-work/case-studies-traceability-rebranding-capture-solutions/) [ ![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Neem-Capture-Solutions.webp "Neem-Capture-Solutions - We Are Neem") ](https://weareneem.com/our-work/case-studies-traceability-rebranding-capture-solutions/) 

    ### [Traceability Rebranding: Building a Purpose-driven Brand for Ethical Supply Chains](https://weareneem.com/our-work/case-studies-traceability-rebranding-capture-solutions/)

    Development, UI/UX, Web Design
- [](https://weareneem.com/our-work/case-studies-global-inventory-reporting-unilever/) [ ![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Neem-Unilever-Inventory.webp "Neem-Unilever-Inventory - We Are Neem") ](https://weareneem.com/our-work/case-studies-global-inventory-reporting-unilever/) 

    ### [Unilever: Global Inventory Reporting & Supply Chain Transformation](https://weareneem.com/our-work/case-studies-global-inventory-reporting-unilever/)

    Development

---

### [Development](https://weareneem.com/development/)

**Published:** March 10, 2026
**Author:** JD

**Content:**

Development

# Development Services That Scale With Your Business

# Development Services That Scale With Your Business

At Neem, we are dedicated to crafting innovative solutions that propel businesses to new heights. Our development services are tailored to meet the unique needs of your organisation, whether you’re a start-up looking to establish your online presence or an established enterprise aiming to enhance your digital capabilities.

**Mobile App Development**
Empowering Your Business on the Go

Stay ahead in the mobile-first world with our cutting-edge mobile app development services. Whether it’s iOS, Android, or cross-platform solutions, we create apps that captivate users and drive engagement, enhancing your brand’s presence and delivering your product straight to the palm of your audience.

**Web Application Development**
Unleashing the Power of Web Apps

Elevate your digital strategy with our application development services. From robust desktop applications to scalable cloud-based solutions, we specialise in creating tailor-made applications that address your specific business needs. Our expertise spans a variety of platforms, ensuring your applications are not just functional but also future-proof.

### **Data Engineering & AI**
Turning Data into Insights

Unlock the potential of your data with our data engineering services. We specialise in designing and implementing robust data pipelines, ETL processes, and data warehouses. From data collection to analysis, we help you make informed decisions and gain a competitive advantage in your industry.

### **Website Design & Build**
Crafting Engaging Online Experiences

Our expert web team design and build responsive, user-friendly websites that not only look stunning but also deliver seamless performance across devices. From static websites to dynamic web applications, we bring your vision to life in the digital landscape.

### **Custom Software Development**
Tailored to Your Business Needs

Efficiency is the key to success. Our custom software development solutions are designed to streamline your business processes, enhance productivity, and provide a competitive edge. From CRM systems to enterprise software, we turn your ideas into powerful, scalable solutions.

### **FMCG Supply Chain Technology**
Optimising Supply Chains for Success

Streamline your FMCG supply chain with our tailored solutions. From demand forecasting to inventory management and distribution, we provide end-to-end digital solutions that enhance efficiency and reduce operational costs. Stay agile with our comprehensive supply chain services.

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/02/Glyn_1200px_SQ.webp "Glyn_1200px_SQ - We Are Neem")

#### Got a project in mind?

Get in touch and we will provide a free no obligation quote!

[Get in Touch!](https://weareneem.com/contact-us)

## AI Computing & Machine Learning

## In today’s rapidly evolving technological landscape, leveraging the power of artificial intelligence is not just an advantage; it’s a necessity. As your trusted partner, we offer AI Tech Solutions designed to propel your business into the future. Let’s explore how our cutting-edge offerings can revolutionise your operations and drive unprecedented growth.

### Customisation & Adaptability

Our AI Tech Solutions are not one-size-fits-all. We understand that every business has unique needs and challenges. Therefore, our solutions are highly customisable and adaptable to fit seamlessly into your existing infrastructure. Whether you’re a small startup or a large enterprise, we tailor our AI technologies to suit your specific requirements, ensuring maximum efficiency and effectiveness.

### Advanced Data-Analytics

Harnessing the power of big data is essential for staying competitive in today’s digital age. Our AI Tech Solutions leverage advanced data analytics techniques to extract valuable insights from vast amounts of structured and unstructured data. By employing machine learning algorithms and predictive analytics, we help you uncover hidden patterns, trends, and correlations that can drive informed decision-making and drive business growth.

### Automation & Optimisation

With our AI-driven automation capabilities, mundane and repetitive tasks are streamlined, freeing up valuable human resources for more strategic endeavours. From automating data entry and processing to optimising supply chain logistics, our solutions enhance operational efficiency, reduce errors, and accelerate workflows, leading to significant cost savings and productivity gains.

### Ethical AI & Responsible Innovation

We prioritise ethical considerations in the development and deployment of our AI solutions. By embedding principles of transparency, fairness, and accountability into our algorithms, we ensure responsible AI usage that aligns with regulatory standards and societal values. Through ongoing monitoring and refinement, we mitigate biases and uphold the integrity of AI-driven decision-making processes.

## Don’t believe us?

## Here’s some of our work…

- [](https://weareneem.com/our-work/case-studies-brand-transformation-eveque/) [ ![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-Creative-dcom-image-carousel8.webp "1080x1080-Creative-dcom-image-carousel8 - We Are Neem") ](https://weareneem.com/our-work/case-studies-brand-transformation-eveque/) 

    ### [Brand Transformation: Building a Future-Ready Brand](https://weareneem.com/our-work/case-studies-brand-transformation-eveque/)

    Design, Development, Web Design
- [](https://weareneem.com/our-work/dispatch-process-optimisation-building-a-unified-system-for-real-time-factory-visibility/) [ ![Neem Unilever Case Study We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Neem-Unilever-Dispatch-Process.webp "Neem-Unilever-Dispatch-Process - We Are Neem") ](https://weareneem.com/our-work/dispatch-process-optimisation-building-a-unified-system-for-real-time-factory-visibility/) 

    ### [Dispatch Process Optimisation: Building a Unified System for Real-time Factory Visibility](https://weareneem.com/our-work/dispatch-process-optimisation-building-a-unified-system-for-real-time-factory-visibility/)

    Development
- [](https://weareneem.com/our-work/case-studies-ot-asset-management-platform-opteca/) [ ![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-opteca-image-carousel4.webp "1080x1080-opteca-image-carousel4 - We Are Neem") ](https://weareneem.com/our-work/case-studies-ot-asset-management-platform-opteca/) 

    ### [OT Asset Management Platform Case Study: Industrial Visibility](https://weareneem.com/our-work/case-studies-ot-asset-management-platform-opteca/)

    Development, UI/UX, Web Design
- [](https://weareneem.com/our-work/case-studies-offshore-jamstack-capability-unilever/) [ ![Beauty Hub Case Study We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Neem-Unilever-Jamstack.webp "Neem-Unilever-Jamstack - We Are Neem") ](https://weareneem.com/our-work/case-studies-offshore-jamstack-capability-unilever/) 

    ### [Offshore Jamstack Capability: Building a High-performance Beauty Platform](https://weareneem.com/our-work/case-studies-offshore-jamstack-capability-unilever/)

    Development

[View More Case Studies](https://weareneem.com/work/)

![Neem Development  We Are Neem](https://weareneem.com/wp-content/uploads/2026/02/NeemPeople.webp "NeemPeople - We Are Neem")

![Neem Development  We Are Neem](https://weareneem.com/wp-content/uploads/2026/02/NeemTech.webp "NeemTech - We Are Neem")

Quietly impactful. Creatively precise. **Built for clarity.**

Quietly impactful. Creatively precise. **Built for clarity.**

We believe great development should feel effortless for our clients and intuitive for their users. At Neem, we combine technical expertise with thoughtful design to create solutions that are not only powerful, but also simple to use and easy to scale.

Our approach is collaborative from the outset. We take the time to understand your business, your challenges, and your ambitions—then translate those insights into robust digital products that deliver real value.

Whether we’re building from the ground up or enhancing existing systems, we focus on clarity, performance, and long-term sustainability.

From complex integrations to user-focused applications, every solution we deliver is engineered with precision and purpose. The result is technology that works seamlessly behind the scenes while making a meaningful impact where it matters most—your business and your customers.

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/02/Glyn_1200px_SQ.webp "Glyn_1200px_SQ - We Are Neem")

#### Got a project in mind?

Get in touch and we will provide a free no obligation quote!

[Get in Touch!](https://weareneem.com/contact-us)

## We are very pleased with both the look and functionality of the new website. From the initial briefings, the result met the requirements exactly, both visually and in terms of the features we needed. The new design has also simplified the overall structure of our business and the site is significantly easier to use compared with our previous version.

## Hannah – Eveque

## Why Choose Neem?

A few of the many reasons why you should choose to partner with Neem

[Get In Touch](https://weareneem.com/contact-us/)

![Neem Development  We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Screenshot-2026-03-16-at-12.06.14.webp "Screenshot 2026-03-16 at 12.06.14 - We Are Neem")

### Trusted Expertise

Our team of experienced developers is well-versed in the latest technologies and industry best practices.

![Neem Development  We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Screenshot-2026-03-16-at-12.04.39.webp "Screenshot 2026-03-16 at 12.04.39 - We Are Neem")

## Innovation Mindset

We thrive on innovation, exploring new ways to bring creativity and functionality together in every project.

![Neem Development  We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Screenshot-2026-03-16-at-12.06.06.webp "Screenshot 2026-03-16 at 12.06.06 - We Are Neem")

### Client-Centricity

Your success is our priority.
We work closely with you to understand your goals and exceed your expectations.

Want to know more about our Development capability?
**Here are some FAQs that might help!**

#### [What types of development projects does Neem specialise in?](#88c541c452cde6291)

We deliver a wide range of development services, including mobile apps, web applications, custom software, data engineering solutions, and FMCG supply chain systems. Whether you need a new product built from scratch or improvements to an existing platform, we tailor our approach to your specific goals.

#### [Do you work with startups as well as established businesses?](#dd11d8181188544b8)

Yes. We partner with organisations of all sizes—from early-stage startups to large enterprises. Our solutions are designed to scale with your business, ensuring you get the right level of support and technology at every stage of growth.

#### [How do you approach a new development project?](#300c93cdee0c38b38)

We start by understanding your business objectives, users, and technical requirements. From there, we define a clear roadmap, design the solution collaboratively, and follow an agile development process to ensure flexibility, transparency, and high-quality delivery.

#### [Can you integrate with our existing systems?](#171dbb16be5dbbe1d)

Absolutely. We have extensive experience integrating new solutions with existing platforms, APIs, and third-party systems. Our goal is to enhance your current ecosystem without disrupting your operations.

#### [Do you provide ongoing support and maintenance?](#52f522f562e80eb7a)

Yes. We offer ongoing support, maintenance, and optimisation services to ensure your systems remain secure, up to date, and performing at their best long after launch.

#### [How long does a typical project take?](#983859d48723406b4)

Project timelines vary depending on scope and complexity. Smaller projects can take a few weeks, while more complex solutions may take several months. We always provide clear timelines and keep you informed at every stage of the process.

---

### [Creative](https://weareneem.com/digital-creative-consultancy/)

**Published:** March 10, 2026
**Author:** JD

**Content:**

A digital creative consultancy blending strategy, design, and technology. Our studio operates at the intersection of creativity and capability to deliver solutions that drive measurable business results. **We design for impact, inclusion, and innovation.**

A digital-first consultancy blending strategy, design, and technology. Our studio lives at the intersection of creativity and capability. **We design for impact, inclusion, and innovation.**

one.
**Full Brand Design**

End-to-end creative branding within a digital creative consultancy – from positioning to identity and scalable systems, crafting brands with clarity, consistency, and confidence.

- Brand strategy & positioning
- Visual identity systems
- Naming; Tone of Voice etc
- Brand Guidelines & Toolkits

## two.
**Design Systems**

Scalable creative design systems that align brand, code, and content – enabling teams to deliver with speed, quality, and consistency across digital products and platforms.

- Foundational style
- Reusable UI components
- Libraries and Storybook
- Accessibility & Brand compliance

## three.
**Inclusive Design**

Creative inclusive by default – going beyond compliance to ensure usability, accessibility, and equity, while shaping global standards with Cambridge (APCA) and GS1.

- [APCA](https://apcacontrast.com/)-compliant
- [GS1](https://www.gs1.org/)-authored accessibility
- Specialist MRHI creation
- Experts in the ‘Digital Shelf’

## four.
**UX/UI**

Intuitive UX/UI design services that prioritise usability, accessibility, and clarity – delivering better digital experiences and measurable outcomes for users and businesses.

- Wireframes & interface design
- Web and mobile user journeys
- Usability testing & feedback
- Design audits & UX heuristics

five.
**App & Web**

App and web design solutions including native apps, responsive sites, and digital tools with high-performance interfaces – tailored to users, platforms, and real-world use.

- Native iOS/Android app UI
- Responsive web design
- Product dashboards & internal tools
- Cross-platform design consistency

six.
**Creative Campaigns**

Creative campaigns that translate strategy into high-impact visual storytelling – supporting marketing and communications across digital channels and platforms.

- Campaign concepts & art direction
- Social media assets & display ads
- Campaign landing pages
- Digital storytelling & narrative design

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-Creative-dcom-image-carousel8.webp "1080×1080-Creative-dcom-image-carousel8 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-Creative-dcom-image-carousel7.webp "1080×1080-Creative-dcom-image-carousel7 - We Are Neem")

![Mobile-Ready Hero We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-Creative-dcom-image-carousel5.webp "1080×1080-Creative-dcom-image-carousel5 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-Creative-dcom-image-carousel4.webp "1080×1080-Creative-dcom-image-carousel4 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-Creative-dcom-image-carousel2.webp "1080×1080-Creative-dcom-image-carousel2 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-Creative-dcom-image-carousel.webp "1080×1080-Creative-dcom-image-carousel - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-dcom-image-carousel.webp "1080×1080-dcom-image-carousel - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-dcom-image-carousel2.webp "1080×1080-dcom-image-carousel2 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-dcom-image-carousel3.webp "1080×1080-dcom-image-carousel3 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-dcom-image-carousel4.webp "1080×1080-dcom-image-carousel4 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-dcom-image-carousel5.webp "1080×1080-dcom-image-carousel5 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-dcom-image-carousel6.webp "1080×1080-dcom-image-carousel6 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-Creative-dcom-image-carousel8.webp "1080×1080-Creative-dcom-image-carousel8 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-Creative-dcom-image-carousel7.webp "1080×1080-Creative-dcom-image-carousel7 - We Are Neem")

![Mobile-Ready Hero We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-Creative-dcom-image-carousel5.webp "1080×1080-Creative-dcom-image-carousel5 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-Creative-dcom-image-carousel4.webp "1080×1080-Creative-dcom-image-carousel4 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-Creative-dcom-image-carousel2.webp "1080×1080-Creative-dcom-image-carousel2 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-Creative-dcom-image-carousel.webp "1080×1080-Creative-dcom-image-carousel - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-dcom-image-carousel.webp "1080×1080-dcom-image-carousel - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-dcom-image-carousel2.webp "1080×1080-dcom-image-carousel2 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-dcom-image-carousel3.webp "1080×1080-dcom-image-carousel3 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-dcom-image-carousel4.webp "1080×1080-dcom-image-carousel4 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-dcom-image-carousel5.webp "1080×1080-dcom-image-carousel5 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-dcom-image-carousel6.webp "1080×1080-dcom-image-carousel6 - We Are Neem")

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![Neem Creative We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/NeemDesigners_2.webp "NeemDesigners_2 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/02/CapeRed-02.webp "CapeRed-02 - We Are Neem")

Quietly impactful. Creatively precise. **Creatively crafted.**

Quietly impactful. Creatively precise. **Built for clarity.**

Neem Studio, a digital creative consultancy, helps ambitious brands bring ideas to life – with calm confidence, sharp thinking, and creatively crafted execution. We specialise in digital branding, UX/UI design, and scalable systems that make complexity feel simple and design feel effortless.

Sharp thinking, quiet confidence, and care in every detail. Each capability is designed to solve real-world challenges – whether you’re launching something new, refining what exists, or seeking clarity to move forward with confidence.

## “A design system is like a digital LEGO kit. We help you build it once… with all your brand’s visual and functional elements, and then your teams can use it to assemble beautiful, consistent experiences across platforms.” 

**JD – Creative Director**

The Neem Studio

## ## What defines us as a digital creative consultancy – and why it matters.

### Structured for Impact

What defines us is a commitment to structure driving meaningful impact. As a digital creative consultancy, we create clarity where it matters most, removing friction, accelerating decisions, and enabling teams to move forward with confidence. By establishing strong foundations we ensure progress is both fast and sustainable.

### High Trust. High Clarity.

At our core is a culture of high trust and high clarity. From day one, we build alignment and shared ownership. This ensures every team understand not just what to do, but why it matters for the brand. This creates empowered accountability, strengthens collaboration, and enables work to move with deliberate purpose, precision, and long-term consistency.

### Creativity Without Chaos

We believe high-level creativity should never be left to chaos. Through considered frameworks and agile ways of working, we enable teams to explore and innovate boldly – while maintaining unwavering focus and commercial direction. This balance unlocks stronger ideas, executed with refined intent, clarity, and uniformity.

### Empathy in Collective Action

Empathy underpins everything we do. Consequently, we listen, adapt, and evolve alongside our partners, ensuring our approach reflects their evolving needs and ambitions. The result is scalable quality, clear communication, and consistent commercial impact delivered through proactive work that stays authentically true to your vision.

Our Process – The Five D’s

## A proven digital-first creative consultancy tailored to individual needs.

## At Neem, our digital-first creative consultancy process is built to bring clarity, momentum, and trust to every engagement. Whether we’re crafting a brand or shaping a digital product, we guide teams through a rhythm that balances strategic thinking with creative flow.
Every stage is designed to reduce friction, invite collaboration, and ensure the outcome isn’t just beautifully made – but wisely executed.

### one. Discovery

We explore the challenge through research and immersion. This means diving deep into understanding the problem space by gathering qualitative and quantitative data. We engage with users, stakeholders, and market insights to uncover needs, behaviours, pain points, and opportunities that shape the foundation for design.

**We begin by understanding people, problems, and purpose.**

### two. Define

We shape the problem, align on goals, and create the blueprint for success. At this stage, we analyse and synthesise research insights into clear, actionable objectives. We define user personas, map customer journeys, prioritise features, and align the entire team around a focused strategy that guides design efforts.

**We translate insight into strategic clarity.**

### three. Design

We craft thoughtful, testable solutions that bring strategy to life. Using iterative design methods, we translate strategy into tangible interfaces and experiences. Through wireframes, prototypes, and user testing, we refine designs based on feedback to ensure they meet user needs and business goals effectively.

**We explore, iterate, and refine until the experience feels right.**

### four. Develop

We roll out and adapt designs in partnership with teams; scaling systems, co-creating components, and ensuring real-world alignment. As a digital creative consultancy, we work closely with developers and clients to adapt and scale components, make necessary adjustments, and ensure the design vision is faithfully executed.

**We embed design into your teams, your tools, and your roadmap.**

### five. Deliver

We finalise, document, and launch with confidence. We conduct thorough quality assurance, produce detailed documentation and style guides, and hand over fully polished design assets – ensuring a smooth launch and a strong foundation for future updates and brand consistency.

**We ensure every detail is complete, consistent, and ready to go live.**

Digital Commerce

# Cutting-edge PDP content creation designed for glance readability and digital shelf optimisation

# Cutting-edge PDP content creation designed to deliver glance readability.

As a digital-first creative consultancy Neem delivers comprehensive digital commerce solutions that go beyond simple asset creation to drive digital shelf optimisation. We combine glance-readable content, mobile-ready design, and measurable conversion outcomes to ensure your brand thrives in mobile-first and AI-driven environments.

Our approach integrates scientific clarity with commercial intent, ensuring every product is optimised for both human decision-making and agentic discovery. We deliver:

##### Digital Shelf Optimisation

##### Glance-readable Content

##### Mobile-Ready Design

##### SEO & GEO Visibility

##### Scientific Clarity Standards

##### Measurable Conversion Outcomes

![Neem Creative Heineken We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-Creative-dcom-image-carousel5.webp "1080×1080-Creative-dcom-image-carousel5 - We Are Neem")

- [GS1](https://www.gs1.org/) Experts
- Accessibility Driven
- Market-Leading
- Proven Uplift

![Mobile-Ready Hero We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-Creative-dcom-image-carousel5.webp "1080x1080-Creative-dcom-image-carousel5 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/Neem-Hop-Software-Apps.webp "Neem-Hop-Software-Apps - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/Hop.webp "Hop - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/SKUba2.webp "SKUba2 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/1080x1080-ONTU-image-carousel7.webp "1080x1080-ONTU-image-carousel7 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/1080x1080-ONTU-image-carousel5.webp "1080x1080-ONTU-image-carousel5 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/1080x1080-ONTU-image-carousel2.webp "1080x1080-ONTU-image-carousel2 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/1080x1080-ONTU-image-carousel.webp "1080x1080-ONTU-image-carousel - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-opteca-image-carousel2.webp "1080x1080-opteca-image-carousel2 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-opteca-image-carousel4.webp "1080x1080-opteca-image-carousel4 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-heineken-image-carousel2.webp "1080x1080-heineken-image-carousel2 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-heineken-image-carousel4.webp "1080x1080-heineken-image-carousel4 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-EVEQUE-image-carousel6.webp "1080x1080-EVEQUE-image-carousel6 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-EVEQUE-image-carousel.webp "1080x1080-EVEQUE-image-carousel - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-sodastream-image-carousel8.webp "1080x1080-sodastream-image-carousel8 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-sodastream-image-carousel2.webp "1080x1080-sodastream-image-carousel2 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-sodastream-image-carousel.webp "1080x1080-sodastream-image-carousel - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/NeemHeineken_1080.webp "NeemHeineken_1080 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-dcom-image-carousel5.webp "1080x1080-dcom-image-carousel5 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-dcom-image-carousel3.webp "1080x1080-dcom-image-carousel3 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/mockup-amazon-shop-sodastream.webp "mockup-amazon-shop-sodastream - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-Creative-dcom-image-carousel8.webp "1080x1080-Creative-dcom-image-carousel8 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-Creative-dcom-image-carousel.webp "1080x1080-Creative-dcom-image-carousel - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-Creative-dcom-image-carousel2.webp "1080x1080-Creative-dcom-image-carousel2 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-Creative-dcom-image-carousel4.webp "1080x1080-Creative-dcom-image-carousel4 - We Are Neem")

Know more about our digital creative consultancy & studio work.
**Here are some FAQs to help you understand our Creative Studio approach!**

#### [What is a digital creative consultancy?](#2a52978e85a77aacb)

A digital creative consultancy combines strategy, design, and technology to create impactful digital experiences. At Neem, we help organisations design, build, and scale creative solutions that drive clarity, engagement, and measurable business outcomes.

#### [How does Neem’s digital creative consultancy support business growth?](#04635882fd3c3bcb4)

Our digital creative consultancy focuses on creating scalable design systems, user-centric experiences, and high-performing digital content. This helps improve brand consistency, enhance user engagement, and drive measurable growth across digital platforms.

#### [What services are included in Neem’s Creative Studio?](#eb20f07e005b8bf50)

Neem’s digital creative consultancy offers end-to-end services including brand design, UX/UI, design systems, app and web experiences, and digital campaigns. Each service is designed to deliver clarity, consistency, and performance across every touchpoint.

#### [How is Neem’s digital creative consultancy different?](#ff9dde001a7b79329)

Neem combines creative thinking with structured systems, accessibility standards, and real-world usability. Our approach ensures that every solution is not only visually compelling but also scalable, inclusive, and designed to perform in real digital environments.

---

### [Rhino](https://weareneem.com/glance-readability-with-rhino/)

**Published:** March 19, 2026
**Author:** JD

**Content:**

Introducing Rhino

# Master glance readability with the first automated clarity and contrast tester designed specifically for mobile screens.

# Transforming Ideas into a brighter digital future.

Built to meet the demands of the digital shelf and the shopper truth that “online shoppers don’t read; they glance. Rhino applies three contrast testing methodologies – WCAG 2.2 Contrast Ratio, [APCA](https://apcacontrast.com) and BridgePCA – alongside [Cambridge University](https://ecommerce.inclusivedesigntoolkit.com) visual clarity algorithms to validate whether mobile-ready hero images are GS1 compliant, and PDP gallery secondary images, as well as retailer media adverts, are truly glance-readable on mobile. It enables teams to assess, optimise and scale image performance across large catalogues with speed, precision and consistency.

![Rhino by Neem We Are Neem](https://weareneem.com/wp-content/uploads/2026/02/Rhino1-e1774267934844.webp "Rhino1 - We Are Neem")

Why glance readability matters more than ever

Glance readability is no longer a design preference – it is a business-critical requirement in modern visual commerce.

Eyesight is declining globally, with ageing populations struggling to read small details, while increased screen time is accelerating myopia in younger consumers. At the same time, more than three-quarters of shopping now happens on mobile – where product images are reduced to a ~20 mm image thumbnail

Generative AI is rapidly increasing content volume, but without quality control, brands risk flooding the digital shelf with noise instead of clarity. In this environment, content must be instantly understood “at a glance” – or it is ignored.

Glance readability ensures visual content is clear, accessible and actionable in real-world conditions – helping shoppers quickly recognise, understand and decide.

RHINO works as a standalone web-based tester that integrates seamlessly with Digital Asset Management platforms, PIM systems, Creative Automation workflows and Retailer Content Repositories via API

Only RHINO measures glance-readability of text on images – no other tool has a three-dimensional model that incorporates contrast, text size, stroke width and the differences in legibility of CAPS, lowercase and numerals

# Five core capabilities of Rhino that enhances glance readability

As digital commerce becomes increasingly screen-first, ensuring content is readable, accessible and optimised for mobile is critical. Rhino is purpose-built to validate mobile-ready hero images using APCA contrast and Cambridge visual clarity standards.

It enables brands to test, optimise and scale image performance across the digital shelf, ensuring content is glance-readable, compliant and designed for real-world mobile viewing.

## Bulk Testing

Test thousands of mobile-ready hero images with automated speed. Upload assets in bulk, run multiple tests and get consistent results at scale helping teams reduce manual effort and validate content faster.

## Three Contrast Tests

Apply [WCAG 2.2](https://www.w3.org/TR/WCAG22/) Contrast Ratio, [APCA](https://apcacontrast.com) and [BridgePCA](https://bridgepca.com) contrast tests to evaluate colour contrast from complementary perspectives and improve readability across mobile content.

## CamCAST – Visual Clarity

Use CamCAST – the [Cambridge](https://ecommerce.inclusivedesigntoolkit.com/introduction/whatis.html) clarity tests to readability on small screens. Assess how easily text and key visual information can be understood in real-world mobile viewing conditions, beyond contrast alone.

## Compliance

Meet [WCAG 2.2](https://www.w3.org/TR/WCAG22/) and emerging WCAG 3 requirements with automated contrast and clarity validation. Identify potential accessibility issues earlier and give teams a consistent way to assess content before it reaches the digital shelf.

## Glance Readability

Ensure critical text is instantly understood across mobile screens. RHINO assesses the factors that influence readability at a glance, helping teams create clearer, more accessible and effective visual content.

## “Digital commerce is transforming, and it’s imperative to stay ahead of these shifts by shaping the future by integrating technology, online shopper insight with innovation to deliver more rewarding or lower friction experiences.”

## Oliver Bradley – Digital Commerce Director

Superior Colour Contrast

# Why APCA is a superior contrast standard test to improve glance readability

# Transforming Ideas into a brighter digital future.

### one.

### Perceptual Accuracy

APCA models how users actually perceive contrast on screens, rather than relying on static ratios like WCAG 2. This enables more accurate readability predictions across real-world mobile environments.

By aligning with human vision, it ensures mobile-ready hero images and digital content remain clear, legible and effective, even under varying lighting conditions and screen qualities.

### two.

### Contextual Adaptation

APCA evaluates contrast dynamically based on font size, weight and background context. This allows more precise requirements for small text and greater flexibility for larger elements.

The result is improved legibility across mobile-ready hero images and digital interfaces, ensuring content performs consistently across devices, formats and user conditions.

### three.

### Range Uniformity

APCA delivers perceptually consistent contrast values across colour ranges. Unlike WCAG 2, which can misrepresent contrast in dark or light modes, APCA WCAG 3 ensures more reliable outcomes.

This consistency improves readability across digital commerce environments, helping brands maintain clarity and performance across platforms, screens and viewing contexts.

### four.

### Improved Accessibility

APCA WCAG 3 improves contrast accuracy, enhancing readability for users with visual and age-related challenges.

With the European Accessibility Act (EAA) and EN 301 549 defining compliance, content must meet strict standards – including minimum contrast and minimum text sizes for non-zoomable visuals – ensuring accessible, legible digital experiences across devices.

### five.

### Design Flexibility

APCA enables designers to work with a broader, more practical colour palette while maintaining accessibility and readability standards across digital platforms.

It supports modern design systems and mobile-first experiences, allowing creative freedom without compromising the performance or effectiveness of content on screen.

### six.

### Scientific Research

APCA is grounded in peer-reviewed research on visual perception, contrast sensitivity and how users interact with digital screens in real-world conditions.

This scientific approach ensures more reliable and accurate contrast evaluation, helping brands create mobile ready hero images that are clear, compliant and optimised for performance.

#### Ready to improve glance readability?

Get expert guidance on contrast, clarity and mobile ready hero images. Discover how Rhino helps you create accessible, high-performing digital content.

[Book a demo!](https://weareneem.com/contact-us)

# “The Rhino tool helps teams transform visual chaos into structure, accessible imagery by giving clear, scientific insight into glance-readability”

**Dr Sam Waller** – Cambridge University

Missed conversion

Shoppers make decisions in seconds on mobile. If product images are not instantly clear, key information is lost at the first glance, reducing engagement and conversion. Poor glance-readability directly impacts add-to-basket rates, as unclear mobile ready hero images fail to communicate value, size, or differentiation quickly enough.

**Clarity drives faster decisions and higher conversion.**

Reduced shelf visibility

Retail algorithms prioritise content that performs. Images that lack clarity or contrast are less likely to drive engagement, impacting rankings across the digital shelf. Without mobile-ready, readable imagery, brands risk losing visibility, even when products are competitively priced or well-positioned. Unreadable is unsellable, unseen is unsold.

**Better visibility starts with better-performing content.**

Compliance risk

As accessibility standards evolve towards WCAG 3.0, contrast and readability are no longer optional. Poorly designed images can exclude users with visual impairments or ageing eyesight. Failure to meet accessibility expectations can lead to compliance risks, reduced reach, and missed opportunities to engage a broader audience.

**Accessible content expands reach and reduces risk.**

Inconsistent Perception

Inconsistent readability across images creates fragmented brand experiences. When content is not optimised for screens, it signals a lack of quality and attention to detail. Mobile ready hero images and PDP gallery secondary images that are clear, accessible and consistent help reinforce trust, strengthen brand perception, and improve overall digital experience.

**Consistency builds trust across every screen.**

#### Losing impact on the digital shelf?

Fix clarity, contrast, mobile ready hero images and your PDP Gallery secondary images to improve visibility, accessibility and conversion across every screen.

[Book a Demo!](https://weareneem.com/contact/)

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-dcom-image-carousel2.webp "1080x1080-dcom-image-carousel2 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/NeemHeineken_1080.webp "NeemHeineken_1080 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2025/07/Rhino-UI-Sample_2.webp "Rhino UI Sample_2 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Rhino_Nescafe_Pass.webp "Rhino_Nescafe_Pass - We Are Neem")

## Why Choose Rhino?

RHINO is purpose-built for mobile-first environments, combining WCAG 2.2 Contrast Ratio, APCA and BridgePCA contrast testing with CamCAST – Cambridge visual clarity and automated testing to ensure mobile-ready hero images are clear, accessible and high-performing across the digital shelf.

[Get In Touch](https://weareneem.com/contact-us/)

### Built for mobile-first performance

Unlike traditional tools built for desktop standards, Rhino is engineered for mobile environments where glance readability defines performance.

It ensures hero images communicate clearly, instantly and effectively across small screens, where most purchase decisions now happen globally.

## Science-led, not assumption-led

Rhino is built on real testing of how people read content, using controlled variables across font sizes, weights, contrast levels and formats.

This scientific approach ensures content is optimised for real-world readability, not assumptions, across devices, lighting conditions and behaviour.

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/NeemAuto.webp "NeemAuto - We Are Neem")

### Automation designed for scale

Rhino enables bulk testing across thousands of images, helping teams validate contrast, clarity and accessibility with speed and precision.

This reduces manual effort, improves consistency, and ensures every asset meets digital shelf, accessibility and performance standards globally.

Want to know more about glance readability with Rhino?
**Here are some FAQs to help you optimise glance readability for mobile-first environments.**

#### [What is Rhino and how does it improve mobile ready hero images?](#7dd0580f64aaaa14d)

Rhino is an automated visual accessibility testing tool designed specifically for digital commerce. It evaluates visuals both mobile-ready hero images, PDP Gallery secondary images and retailer media adverts and social media posts using APCA contrast standards and Cambridge Visual Clarity models to ensuring strong glance readability, accessibility and optimisation for small screens. This helps brands improve digital shelf performance, visibility and conversion rates.

#### [How does Rhino test image clarity and contrast?](#9848db371e4139397)

RHINO combines three contrast testing methodologies – WCAG 2.2 Contrast Ratio, APCA and BridgePCA – with CamCAST, the Cambridge University visual clarity test principles to assess how content performs on mobile devices. This allows brands to evaluate contrast, text legibility and visual clarity from multiple perspectives, helping ensure text, product information and key visuals remain glance-readable on small screens.

#### [Why are mobile ready hero images important for digital commerce?](#454bf169b7f814a4f)

Mobile ready hero images are critical because most online shopping happens on mobile devices. If product images are not clear, readable and accessible, brands risk losing visibility and conversions. Rhino ensures images communicate key information instantly, improving customer experience and performance across the digital shelf.

#### [How does glance readability impact conversion on the digital shelf?](#62804346d16116d11)

Glance readability improves conversion by ensuring shoppers can instantly understand product information on mobile. When visuals are clear and readable, it reduces friction, builds trust, and increases engagement and add-to-basket rates.

---

### [Mobile App Development](https://weareneem.com/mobile-app-development/)

**Published:** June 1, 2026
**Author:** JD

**Content:**

**Mobile App Development**

# Mobile Experiences That Drive Real Engagement

Mobile has become the primary interface between organisations and their customers. Yet many mobile apps are still built around business requirements rather than user behaviour. Neem creates mobile experiences that combine intuitive design, scalable technology, and measurable commercial outcomes.

**Explore Our Work >**

![Hop Mobile App Development We Are Neem](https://weareneem.com/wp-content/uploads/2023/02/Layer-2.webp "HopApp - We Are Neem")

Customer Expectations Have Changed. Has Your Mobile Experience?

Today’s customers expect immediate access, seamless interactions, and frictionless digital experiences from wherever they are. Yet many organisations continue to rely on fragmented systems, outdated interfaces, and digital experiences that fail to meet modern expectations.

##### Slow Experiences

Performance issues cause frustration and abandonment.

##### Complex Journeys

Too many steps create unnecessary friction.

##### Poor Engagement

Applications fail to deliver meaningful ongoing value.

##### Limited Integration

Disconnected systems create inconsistent experiences.

##### Scalability Challenge

Technology struggles to support growth and evolving needs.

![Ontu Mobile App Development We Are Neem](https://weareneem.com/wp-content/uploads/2026/06/Ontu_App-scaled.webp "Ontu_App - We Are Neem")

# What Defines A Successful Mobile App?

Designed for users.
Engineered for growth.

The most successful mobile apps do more than provide functionality. They create experiences that customers actively choose to engage with. Successful mobile products:

- Simplify complex tasks
- Improve customer engagement
- Create stronger brand loyalty

- Increase operational efficiency
- Enable real-time interaction
- Scale alongside business growth

[Get in touch](https://weareneem.com/contact-us/)

Setting the Benchmark

# Creating Mobile Apps That People Actually Want To Use

Neem combines strategy, user experience design, engineering expertise, and product thinking to create mobile apps built around real-world customer behaviour.

##### Customer-Facing Applications

Loyalty
Programmes

##### Commerce Applications

Subscription
Platforms

##### Membership Experiences

##### Self-Service
Portals

##### Enterprise Applications

Field Service
Solutions

##### Sales
Enablement Tools

##### Operational Dashboards

Workforce
Applications

##### Internal Business Systems

##### Technology Platforms

Native iOS
Development

##### Native Android
Development

Cross-Platform
Solutions

Cloud
Integration

##### API
Development

## “Mobile is becoming not only the new digital hub but also the bridge to the physical world. That’s why mobile will affect more than just your digital operations – it will transform your entire business.”

## Thomas Husson
Read the article [here](https://www.textmagic.com/blog/21-inspiring-quotes-about-the-future-of-mobile/?utm_source=chatgpt.com)

Want to know more about mobile app development?
**Here are some FAQs that might help!**

#### [Why invest in a dedicated mobile application?](#803a1a3ac5c92db9e)

Mobile applications provide direct access to customers, create stronger engagement opportunities, and deliver experiences that are often faster and more personalised than web-based alternatives.

#### [Should we build native or cross-platform applications?](#e6fc890b476fcae3c)

The right approach depends on your audience, functionality requirements, performance needs, and long-term product strategy. Neem helps determine the most appropriate architecture for each project.

#### [Can mobile applications integrate with our existing systems?](#7ceded9d3417261be)

Yes. Modern applications can integrate with CRMs, ERPs, ecommerce platforms, data warehouses, authentication systems, and third-party services.

#### [How do you ensure application security?](#cb419714f0932d165)

Security is embedded throughout the development lifecycle, from architecture and authentication through to deployment and ongoing maintenance.

#### [Can Neem support ongoing development after launch?](#7dec7b789eabf03c8)

Absolutely. We provide ongoing support, optimisation, feature development, and maintenance services to help applications evolve over time.

#### [How do you measure success?](#727dbddcf8c4c4433)

Success is measured through user adoption, engagement, retention, operational efficiency improvements, and alignment with defined business objectives.

---

### [Resourcing](https://weareneem.com/resourcing/)

**Published:** March 10, 2026
**Author:** JD

**Content:**

Resourcing

Flexible Expertise.
Awesome People.
Real Results.

# Flexible Expertise.
Awesome People. Real Results.

Our expertise, energy, and ethics set us apart from traditional resourcing models. We are not an agency. We do not focus on filling roles. We focus on enabling delivery. We provide high-quality consultants who are carefully selected not just for capability, but for fit, impact, and their ability to integrate seamlessly into your teams. Every placement is made with one goal in mind: successful outcomes.

We operate globally, with the ability to deploy consultants across almost all major geographies, supported by established legal entities in the UK, US, India, South Africa, and across Europe.

##### Built Different

# What sets us apart?

#### Global Reach,
Local Delivery

We provide resourcing services globally, with the ability to support clients across multiple regions and markets. With legal entities in the UK, US, India, South Africa, and Europe, we combine global scale with local compliance, cultural understanding, and operational flexibility.

#### Speed Without Sacrifice

We land consultants quickly because we understand technology and we understand our clients. Our experience allows us to move at pace, identifying the right people without sacrificing quality, relevance, or fit.

#### Deep Client Understanding

We build a detailed understanding of our clients, their challenges, their culture, and their ways of working. This enables us to provide consultants who integrate seamlessly and contribute from day one.

#### Delivery Focussed Partnership

We stay close to delivery. Through structured account management and automated feedback mechanisms, we continuously monitor performance and support our consultants. Above all else, we are here to help, ensuring issues are resolved early and delivery remains on track.

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/02/Oli_1200_SQ.webp "Oli_1200_SQ - We Are Neem")

#### Do you need some expert resource fast?

Give us a shout and we’ll be glad to help!

[Get In Touch!](https://weareneem.com/contact-us)

Our Approach

## Selective. Structured. Outcome-Focused.

## We provide high quality resources to augment your team, and step change your ability to deliver. We work on culture fit as well as the very important skills, competencies and experience. We move fast, and we are here to help.

### one. Understand the real need

We go beyond job descriptions to understand the delivery context, team dynamics, and what success looks like. This includes aligning on capability requirements across programme management, architecture, engineering, and specialist roles to ensure the right shape of team is defined from the outset.

### two. Access the right talent… globally.

We provide access to a curated pool of proven consultants across key capability areas, including programme managers, architects, engineers, analysts, Scrum Masters, and digital specialists. Our global footprint allows us to source and deploy talent across regions quickly and effectively.

### three. Select for fit, not just availability

We identify consultants based on proven experience, capability, and cultural alignment. Every consultant is assessed against our standards for delivery, communication, and professionalism to ensure they integrate seamlessly and add value immediately.

### four. Deploy at pace

We move quickly to identify, onboard, and deploy consultants without compromising quality. Our understanding of technology and client environments allows us to accelerate mobilisation while maintaining confidence in the outcome.

### five. Build & scale high-performing teams

We have extensive experience in building and scaling delivery teams across complex, global environments. Whether a single specialist or a multi-region team, we ensure consistency, cohesion, and sustained performance.

### six. Stay engaged throughout delivery

We remain actively involved through structured account management and continuous feedback mechanisms. This ensures performance is maintained, challenges are addressed early, and delivery outcomes are consistently achieved.

**Built Different**

### We’re not just another agency, we are different, and we celebrate it.

For consultants, the recruitment phase is just the beginning. Unlike many of our competitors, our mission is not just to make money by filling roles.

We look to fill the best roles with the best people, people who are part of a team. Happy consultants make happy clients, and if you’re happy so are we.

[Get in Touch!](https://weareneem.com/contact-us)

We are passionate about people

# ## People are at the centre of everything we do.

# We create amazing digital products

We build long-term relationships with our consultants and invest in their success. Supported consultants perform better, integrate faster, and deliver more consistently.

We have spent years building high-performing IT and delivery teams, and we continue to grow those capabilities globally. This experience underpins every engagement we support.

Happy consultants deliver better outcomes. Strong teams drive successful delivery.

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/02/NeemOffice2.webp "Group of business people and software developers working as a te - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/NeemDesigners_2.webp "NeemDesigners_2 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/02/CapeRed-04.webp "CapeRed-04 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/02/CapeRed-04.webp "CapeRed-04 - We Are Neem")

## Don’t believe us?

## Here’s some of our work…

- [](https://weareneem.com/our-work/case-studies-client-side-sap-programme-management-maagtechnic/) [ ![Maagtechnic - client-side SAP programme management We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/MAAG-Neem-scaled.webp "MAAG-Neem - We Are Neem") ](https://weareneem.com/our-work/case-studies-client-side-sap-programme-management-maagtechnic/) 

    ### [Client-Side SAP Programme Management: ERP Governance](https://weareneem.com/our-work/case-studies-client-side-sap-programme-management-maagtechnic/)

    Consulting

[View More Case Studies](https://weareneem.com/work/)

## Why Choose Neem?

We are big enough to have a real impact, but agile enough to move super fast!

[Get In Touch](https://weareneem.com/contact-us/)

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Screenshot-2026-03-16-at-12.06.14.webp "Screenshot 2026-03-16 at 12.06.14 - We Are Neem")

### Trusted Expertise

Our team of experienced developers is well-versed in the latest technologies and industry best practices.

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Screenshot-2026-03-16-at-12.04.39.webp "Screenshot 2026-03-16 at 12.04.39 - We Are Neem")

## Innovation Mindset

We thrive on innovation, exploring new ways to bring creativity and functionality together in every project.

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Screenshot-2026-03-16-at-12.06.06.webp "Screenshot 2026-03-16 at 12.06.06 - We Are Neem")

### Client-Centricity

Your success is our priority.
We work closely with you to understand your goals and exceed your expectations.

Want to know more about our Resourcing capability?
**Here are some FAQs that might help!**

#### [What makes Neem’s resourcing approach different from traditional agencies?](#bd46ff7772a4f4063)

Neem is not a recruitment agency focused on filling roles. We focus on enabling delivery by providing carefully selected consultants who integrate seamlessly into your teams and deliver measurable outcomes from day one.

#### [How quickly can you provide consultants?](#660a2c7bac410363d)

We move at pace without compromising quality. Our deep understanding of technology and client needs allows us to identify, vet, and deploy high-quality consultants quickly and effectively.

#### [Do you provide resourcing services globally?](#26aa14a200fad3d2e)

Yes. We operate globally with established legal entities in the UK, US, India, South Africa, and across Europe, enabling us to deliver compliant, flexible, and locally relevant resourcing solutions.

#### [How do you ensure consultants are the right fit?](#09df1d19d05325f0f)

We assess every consultant not just on skills and experience, but on cultural fit, communication, and delivery capability. This ensures they integrate seamlessly and contribute immediately.

#### [What types of roles can you support?](#2c41cd29a8e2cf25d)

We provide a wide range of delivery-focused roles, including programme managers, architects, engineers, analysts, Scrum Masters, and digital specialists across multiple industries and technologies.

---

### [Contact Us](https://weareneem.com/contact-us/)

**Published:** March 17, 2026
**Author:** JD

**Content:**

#### find us

**UK**

Venture Point – Chester

**India**

Brigade Tech Park – Bengalaru

**South Africa**

Western Cape – Durbanville

**Ireland**

Landscape House – Dublin

**US**

Sand Lake Rd Florida – Orlando

[LinkedIn](https://www.linkedin.com/company/weareneem/ "LinkedIn")[Email](mailto:info@weareneem.com "Email")

#  Contact Us…

We’d love to chat

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Send It!

### Consulting

Strategic consulting across business, digital and technology to guide transformation and solve complex challenges.

[Find Out More](https://weareneem.com/digital-technology-consulting/)

### Creative

Creative services delivering brand, UX and mobile-optimised, screen-first design for impactful digital experiences.

[Find Out More](https://weareneem.com/digital-creative-consultancy/)

### Data & AI

Data and AI solutions that unlock insights, enable automation and support smarter decision-making for businesses.

[Find Out More](https://weareneem.com/data-ai-solutions/)

### Development

Bespoke software development to build scalable platforms and enterprise applications for global organisations.

[Find Out More](https://weareneem.com/development/)

### Digital Commerce

Digital commerce solutions with mobile-ready, screen-first design to optimise content, platforms and customer experience.

[Find Out More](https://weareneem.com/digital-shelf-optimisation/)

### Resourcing

Specialist talent and delivery teams across business, digital and technology to accelerate goal-oriented outcomes.

[Find Out More](https://weareneem.com/resourcing/)

---

### [Our Blog](https://weareneem.com/digital-tech-blog/)

**Published:** April 9, 2021
**Author:** JD

**Content:**

# Glance Readability: How Packaging Design Communicates at First Glance

A digital tech blog – bold on tech, design, and digital. Insights, strategies, and real-world perspectives to help brands move with measurable impact.

- [All](#)
- [Consulting](#)
- [Creative](#)
- [Data & AI](#)
- [dCOM](#)
- [Development](#)
- [People](#)
- [Public Sector](#)
- [Resourcing](#)
- [Rhino](#)
- [Social Media](#)

- [![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem - We Are Neem")](https://weareneem.com/glance-readability-packaging/)
    
    [Creative](https://weareneem.com/category/creative/ "Creative"), [dCOM](https://weareneem.com/category/dcom/ "dCOM"), [Rhino](https://weareneem.com/category/dcom/rhino/ "Rhino"), [Social Media](https://weareneem.com/category/social-media/ "Social Media")

    ## [Glance Readability: How Packaging Design Communicates at First Glance](https://weareneem.com/glance-readability-packaging/)

    Discover how Glance Readability shapes the way packaging communicates, from the physical shelf to Digital Commerce and mobile screens.

    [Continue reading](https://weareneem.com/glance-readability-packaging/)
- [![Content as a Service (CaaS) operating model for building scalable digital commerce content operations beyond content production. We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/TL-Article-Preview-Banner-53.webp "Content as a Service (CaaS): The Operating Model Behind Scalable Digital Commerce - We Are Neem - We Are Neem")](https://weareneem.com/content-as-a-service-scalable-content-operating-model/)
    
    [Consulting](https://weareneem.com/category/consulting/ "Consulting"), [Data & AI](https://weareneem.com/category/data-ai/ "Data & AI"), [dCOM](https://weareneem.com/category/dcom/ "dCOM")

    ## [How to Build a Scalable Content Operating Model for Global Digital Commerce](https://weareneem.com/content-as-a-service-scalable-content-operating-model/)

    Learn how Content as a Service (CaaS) creates a scalable operating model for global digital commerce, combining governance, content operations, Agile and Scrum, supplier management, automation and measurement to support sales growth.

    [Continue reading](https://weareneem.com/content-as-a-service-scalable-content-operating-model/)
- [![Legacy application modernisation visual highlighting 10 signs that a legacy application may be holding a business back We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/10-Signs-to-Watch-Thumbnail-1-scaled.webp "Legacy Application Modernisation: 10 Signs Your Application Is Holding You Back - We Are Neem - We Are Neem")](https://weareneem.com/10-signs-legacy-application-holding-business-back/)
    
    [Development](https://weareneem.com/category/development/ "Development")

    ## [10 Signs Your Legacy Application Is Holding Your Business Back](https://weareneem.com/10-signs-legacy-application-holding-business-back/)

    Is your legacy application holding your business back? Discover the key signs that indicate when legacy application modernisation may be needed from rising technical debt and integration challenges to poor user experience, limited flexibility and barriers to AI adoption.

    [Continue reading](https://weareneem.com/10-signs-legacy-application-holding-business-back/)
- [![Legacy system modernisation using modern solutions to upgrade existing technology without a complete overhaul. We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/Scalable-Content-Thumbnail-1-scaled.webp "Legacy System Modernisation: Upgrade, Don’t Overhaul - We Are Neem - We Are Neem")](https://weareneem.com/insights-modernising-legacy-systems-without-starting-again/)
    
    [Public Sector](https://weareneem.com/category/public-sector/ "Public Sector")

    ## [Modernising Legacy Systems Without Starting Again: Why “Rip and Replace” Isn’t Always the Answer](https://weareneem.com/insights-modernising-legacy-systems-without-starting-again/)

    Legacy system modernisation helps UK public sector organisations manage technical debt, improve interoperability and modernise without starting again.

    [Continue reading](https://weareneem.com/insights-modernising-legacy-systems-without-starting-again/)
- [![90% of packs are not glance-readable across the four shelves: physical, Digital Commerce, LLM and social We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/TL-Article-Preview-Banner-45.webp "Glance Readability Across the Four Shelves - We Are Neem - We Are Neem")](https://weareneem.com/all-4-shelves-glance-readability/)
    
    [Creative](https://weareneem.com/category/creative/ "Creative"), [dCOM](https://weareneem.com/category/dcom/ "dCOM"), [Rhino](https://weareneem.com/category/dcom/rhino/ "Rhino"), [Social Media](https://weareneem.com/category/social-media/ "Social Media")

    ## [The Four Shelves: Why Glance Readability Matters Across Physical, Digital, LLM and Social Commerce shelves](https://weareneem.com/all-4-shelves-glance-readability/)

    Glance readability matters across every shelf - physical, digital, LLM and social.
    
    Design for every shelf. Test for every decision.

    [Continue reading](https://weareneem.com/all-4-shelves-glance-readability/)
- [![AI application modernisation visual showing legacy software costs, modernisation investment, technical debt, ROI and business value We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/TL-Article-Preview-Banner-34.webp "AI Application Modernisation: Legacy Costs, ROI and Business Value - We Are Neem - We Are Neem")](https://weareneem.com/business-case-ai-application-modernisation/)
    
    [Development](https://weareneem.com/category/development/ "Development")

    ## [The Business Case for AI Application Modernisation: Costs, ROI and When to Modernise Legacy Applications](https://weareneem.com/business-case-ai-application-modernisation/)

    What does it really cost to keep a legacy application? Explore the business case for AI application modernisation, including legacy software costs, technical debt, modernisation ROI, operational risk and the business value of creating a more adaptable application foundation.

    [Continue reading](https://weareneem.com/business-case-ai-application-modernisation/)
- [![Glance readability explained through a mobile ecommerce product image, showing why shoppers need to be able to read critical product information at a glance. We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/TL-Article-Preview-Banner-33.webp "Glance Readability Explained for Ecommerce Product Images - We Are Neem - We Are Neem")](https://weareneem.com/product-image-testing-mobile-readability/)
    
    [dCOM](https://weareneem.com/category/dcom/ "dCOM"), [Rhino](https://weareneem.com/category/dcom/rhino/ "Rhino")

    ## [Product Image Testing: How to Improve Mobile Readability](https://weareneem.com/product-image-testing-mobile-readability/)

    Product image testing helps brands understand whether critical text remains readable when product images appear as small mobile thumbnails. Discover how mobile readability testing, OCR, APCA and CamCAST can help teams objectively assess product image readability and optimise digital shelf content.

    [Continue reading](https://weareneem.com/product-image-testing-mobile-readability/)
- [![Digital transformation in the UK public sector using connected data systems to understand challenges and deliver better services We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/image-5.webp "Navigating Digital Transformation in the UK Public Sector - We Are Neem - We Are Neem")](https://weareneem.com/insights-why-public-sector-digital-transformation-is-about-more-than-technology/)
    
    [Public Sector](https://weareneem.com/category/public-sector/ "Public Sector")

    ## [Why Public Sector Digital Transformation Is About More Than Technology](https://weareneem.com/insights-why-public-sector-digital-transformation-is-about-more-than-technology/)

    Digital transformation in the UK public sector is about more than implementing new technology. From legacy systems and fragmented data to cybersecurity, skills and citizen expectations, organisations face interconnected challenges that require a practical, outcome-led approach. Explore the key challenges and the opportunities they create for building better, more resilient public services.

    [Continue reading](https://weareneem.com/insights-why-public-sector-digital-transformation-is-about-more-than-technology/)
- [![EN 301 549 V4.1.1 and ecommerce accessibility on the digital shelf, showing a mobile product detail page and the message “Visible ≠ Understood.” We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2026/09/37.webp "EN 301 549 V4.1.1: Ecommerce Accessibility on the Digital Shelf - We Are Neem - We Are Neem")](https://weareneem.com/en-301-549-v4-1-1-ecommerce-accessibility/)
    
    [Creative](https://weareneem.com/category/creative/ "Creative"), [dCOM](https://weareneem.com/category/dcom/ "dCOM")

    ## [EN 301 549 V4.1.1 Is Now Published: What It Means for Digital Commerce](https://weareneem.com/en-301-549-v4-1-1-ecommerce-accessibility/)

    EN 301 549 V4.1.1 is now published. For ecommerce teams, accessibility has moved from preparation to action. Discover what the updated European standard means for the European Accessibility Act, WCAG 2.2, product imagery and accessibility across the digital shelf.

    [Continue reading](https://weareneem.com/en-301-549-v4-1-1-ecommerce-accessibility/)
- [![AI application modernisation from legacy application constraints to an AI-ready platform with modern architecture, accessible data, APIs, secure identity, scalability and AI-enabled capabilities. We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2026/08/TL-Article-Preview-Banner-16.webp "AI Application Modernisation: From Legacy Constraints to AI-Ready Capability - We Are Neem - We Are Neem")](https://weareneem.com/ai-application-modernisation-legacy-innovation/)
    
    [Development](https://weareneem.com/category/development/ "Development")

    ## [Why Legacy Applications Become Barriers to Innovation And How AI Application Modernisation Solves the Problem](https://weareneem.com/ai-application-modernisation-legacy-innovation/)

    Legacy applications don't have to fail to become a business constraint. Discover how AI application modernisation can reduce technical debt, improve agility and create stronger foundations for innovation and AI.

    [Continue reading](https://weareneem.com/ai-application-modernisation-legacy-innovation/)
- [![Glance readability explained: how shoppers read product images on mobile screens We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2026/08/TL-Article-Preview-Banner-29.webp "Glance Readability Explained: AI and Mobile digital commerce Images - We Are Neem - We Are Neem")](https://weareneem.com/how-ai-evaluates-glance-readability-text-within-images/)
    
    [dCOM](https://weareneem.com/category/dcom/ "dCOM")

    ## [How AI Evaluates Glance Readability of Text Within Images](https://weareneem.com/how-ai-evaluates-glance-readability-text-within-images/)

    Can AI determine whether shoppers can read critical text within an image at a glance? Explore how AI, OCR, APCA, CamCAST and PGI can objectively evaluate glance readability across digital commerce images and mobile thumbnails.

    [Continue reading](https://weareneem.com/how-ai-evaluates-glance-readability-text-within-images/)
- [![Featured image for Glance Readability Explained, showing RHINO by Neem and a mobile ecommerce product listing to illustrate how shoppers recognise hero images at a glance. We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2026/08/Gemini_Generated_Image_7zinwi7zinwi7zin.webp "Glance Readability Explained | The Complete Guide to Mobile Hero Image Optimisation - We Are Neem - We Are Neem")](https://weareneem.com/https-weareneem-com-visibility-is-not-glance-readability/)
    
    [dCOM](https://weareneem.com/category/dcom/ "dCOM")

    ## [Visibility Is Not Glance Readability: Why Getting Noticed Isn’t Enough to Win on the Digital Shelf](https://weareneem.com/https-weareneem-com-visibility-is-not-glance-readability/)

    Discover how Glance Readability helps brands optimise hero images, improve shopper understanding and win on the digital shelf.

    [Continue reading](https://weareneem.com/https-weareneem-com-visibility-is-not-glance-readability/)
- [![Glance Readability Explained by RHINO showing mobile ecommerce hero images and the message "Visibility isn't readability" to illustrate hero image optimisation, mobile readability and digital shelf optimisation. We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2026/07/TL-Article-Preview-Banner-17.webp "Glance Readability Explained | RHINO Insights into Hero Image Optimisation - We Are Neem - We Are Neem")](https://weareneem.com/glance-readability-hero-image-performance/)
    
    [dCOM](https://weareneem.com/category/dcom/ "dCOM")

    ## [Why Do Some Hero Images Perform Better Than Others? The Science Behind Glance Readability](https://weareneem.com/glance-readability-hero-image-performance/)

    Discover the science behind glance readability and learn why visual hierarchy, cognitive load and hero image optimisation are essential for success on today's mobile-first digital shelf.

    [Continue reading](https://weareneem.com/glance-readability-hero-image-performance/)
- [![Glance Readability Explained series banner showing a mobile ecommerce product listing and Rhino by Neem, introducing educational content on digital shelf optimisation and hero image performance. We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2026/07/TL-Article-Preview-Banner-16.webp "Glance Readability Explained | Rhino Insights by Neem - We Are Neem - We Are Neem")](https://weareneem.com/10-reasons-why-glance-readability-matters-in-digital-commerce/)
    
    [dCOM](https://weareneem.com/category/dcom/ "dCOM")

    ## [10 Reasons Why Glance Readability Matters in Digital Commerce](https://weareneem.com/10-reasons-why-glance-readability-matters-in-digital-commerce/)

    Discover why glance readability is becoming a critical metric for digital commerce, mobile-ready hero images and digital shelf performance.

    [Continue reading](https://weareneem.com/10-reasons-why-glance-readability-matters-in-digital-commerce/)
- [![Mobile-ready hero images blog We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2026/06/Blog-Hero-Image.webp "Blog Hero Images - We Are Neem - We Are Neem")](https://weareneem.com/why-ai-generated-hero-images-fail-miserably/)
    
    [Creative](https://weareneem.com/category/creative/ "Creative"), [dCOM](https://weareneem.com/category/dcom/ "dCOM")

    ## [Why AI-Generated Hero images Fail Miserably](https://weareneem.com/why-ai-generated-hero-images-fail-miserably/)

    That’s the thing about using AI to create Mobile-Ready Hero Images (MRHI’s). It can look good at a glance while breaking the very rules MRHI’s are meant to follow. “Close enough” is not a creative strategy.

    [Continue reading](https://weareneem.com/why-ai-generated-hero-images-fail-miserably/)
- [![Smartphone screen showing an online beer store with a Cruzcampo 440ml pack in focus, surrounded by various beer cans on a white background. We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2026/05/HeinekenMRHIs_W-scaled.webp "HeinekenMRHIs_W - We Are Neem - We Are Neem")](https://weareneem.com/glance-readability-pdp-optimisation-conversion/)
    
    [dCOM](https://weareneem.com/category/dcom/ "dCOM")

    ## [From Content to Conversion: How RHINO AI Fixes What Humans Miss](https://weareneem.com/glance-readability-pdp-optimisation-conversion/)

    Glance readability drives PDP conversion performance

    [Continue reading](https://weareneem.com/glance-readability-pdp-optimisation-conversion/)
- [![We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Glance-Readability.webp "Glance-Readability - We Are Neem - We Are Neem")](https://weareneem.com/glance-readability-visual-commerce/)
    
    [dCOM](https://weareneem.com/category/dcom/ "dCOM")

    ## [Why Glance Readability Really Matters](https://weareneem.com/glance-readability-visual-commerce/)

    Glance Readability Drives Better Visual Commerce Performance

    [Continue reading](https://weareneem.com/glance-readability-visual-commerce/)
- [![We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Neem-Unplugged.webp "Neem-Unplugged - We Are Neem - We Are Neem")](https://weareneem.com/retail-media-networks-alliances/)
    
    [dCOM](https://weareneem.com/category/dcom/ "dCOM")

    ## [Can Retail Media Alliances Solve the Fragmentation Problem?](https://weareneem.com/retail-media-networks-alliances/)

    Retail Media Networks Need Smarter Alliance Strategies

    [Continue reading](https://weareneem.com/retail-media-networks-alliances/)
- [![We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/DataDigest5.webp "DataDigest5 - We Are Neem - We Are Neem")](https://weareneem.com/digital-commerce-disruption-mobile-ready-hero-images/)
    
    [dCOM](https://weareneem.com/category/dcom/ "dCOM")

    ## [Leveraging Mobile-Ready Hero Images for the Win](https://weareneem.com/digital-commerce-disruption-mobile-ready-hero-images/)

    Digital Commerce Disruption: Leveraging Mobile-Ready Hero Images for the Win

    [Continue reading](https://weareneem.com/digital-commerce-disruption-mobile-ready-hero-images/)
- [![We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Neem-Leads-Change.webp "Neem-Leads-Change - We Are Neem - We Are Neem")](https://weareneem.com/mobile-ready-hero-images-the-key-to-winning-the-digital-shelf-in-2025/)
    
    [dCOM](https://weareneem.com/category/dcom/ "dCOM")

    ## [The Key to Winning the Digital Shelf](https://weareneem.com/mobile-ready-hero-images-the-key-to-winning-the-digital-shelf-in-2025/)

    Neem Leads Change: Mobile Ready Hero Images - The Key to Winning the Digital Shelf in 2025

    [Continue reading](https://weareneem.com/mobile-ready-hero-images-the-key-to-winning-the-digital-shelf-in-2025/)
- [![We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/TileImage.webp "TileImage - We Are Neem - We Are Neem")](https://weareneem.com/spotlight-on-violetta-padasheuka-driving-smarter-content-with-ai-agility/)
    
    [Consulting](https://weareneem.com/category/consulting/ "Consulting"), [Resourcing](https://weareneem.com/category/resourcing/ "Resourcing")

    ## [Human Connection – The Ultimate Accelerator](https://weareneem.com/spotlight-on-violetta-padasheuka-driving-smarter-content-with-ai-agility/)

    In today’s digital-first world, the content landscape is being reshaped at an unprecedented pace. Success in programme management now demands more than just coordination—it calls for innovation, strategic foresight, and the courage to embrace change.

    [Continue reading](https://weareneem.com/spotlight-on-violetta-padasheuka-driving-smarter-content-with-ai-agility/)
- [![We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Future-Brighter.webp "Future Brighter - We Are Neem - We Are Neem")](https://weareneem.com/creating-a-buzz-with-ai-generated-avatars/)
    
    [Data & AI](https://weareneem.com/category/data-ai/ "Data & AI")

    ## [Creating a Buzz with AI-Generated Avatars](https://weareneem.com/creating-a-buzz-with-ai-generated-avatars/)

    Creating a buzz at conferences demands innovation… our AI-powered avatar tool turned simple drawings into lifelike images, sparking exciting conversations about the future of technology.

    [Continue reading](https://weareneem.com/creating-a-buzz-with-ai-generated-avatars/)
- [![We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Neem-Insights.webp "Neem-Insights - We Are Neem - We Are Neem")](https://weareneem.com/experiments-to-enterprise-impact-unlocking-genai-for-core-business-functions/)
    
    [Data & AI](https://weareneem.com/category/data-ai/ "Data & AI")

    ## [Unlocking GenAI for Core Business Functions](https://weareneem.com/experiments-to-enterprise-impact-unlocking-genai-for-core-business-functions/)

    Neem Insights: From Experiments to Enterprise Impact - Unlocking GenAI for Core Business Functions

    [Continue reading](https://weareneem.com/experiments-to-enterprise-impact-unlocking-genai-for-core-business-functions/)
- [![We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/DataDigest3.webp "DataDigest3 - We Are Neem - We Are Neem")](https://weareneem.com/agentic-ai-enterprise-teams/)
    
    [Data & AI](https://weareneem.com/category/data-ai/ "Data & AI")

    ## [Agentic AI Is Powering the Future of Enterprise Teams](https://weareneem.com/agentic-ai-enterprise-teams/)

    Enterprises are standing at the cusp of an AI revolution. The shift from traditional automation to intelligent, self-directed systems marks one of the most significant technological transitions in modern business.

    [Continue reading](https://weareneem.com/agentic-ai-enterprise-teams/)
- [![We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Neem-Leads-Change.webp "Neem-Leads-Change - We Are Neem - We Are Neem")](https://weareneem.com/digital-twin-technology-supply-chain/)
    
    [Data & AI](https://weareneem.com/category/data-ai/ "Data & AI")

    ## [Supply Chains, Meet Your Mirror: The Rise of Digital Twin Technology](https://weareneem.com/digital-twin-technology-supply-chain/)

    Digital Twin Technology for Supply Chains

    [Continue reading](https://weareneem.com/digital-twin-technology-supply-chain/)
- [![We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/DataDigest1.webp "DataDigest1 - We Are Neem - We Are Neem")](https://weareneem.com/agentic-ai-autonomous-intelligence-business/)
    
    [Data & AI](https://weareneem.com/category/data-ai/ "Data & AI"), [dCOM](https://weareneem.com/category/dcom/ "dCOM")

    ## [Agentic AI – The Future of Autonomous Intelligence in Business](https://weareneem.com/agentic-ai-autonomous-intelligence-business/)

    Agentic AI Driving Autonomous Business Intelligence

    [Continue reading](https://weareneem.com/agentic-ai-autonomous-intelligence-business/)
- [![We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/DataDigest5.webp "DataDigest5 - We Are Neem - We Are Neem")](https://weareneem.com/social-commerce-seamless-strategies/)
    
    [dCOM](https://weareneem.com/category/dcom/ "dCOM")

    ## [Swipe, Click, Buy – 4 Ways to Make Social Commerce Seamless](https://weareneem.com/social-commerce-seamless-strategies/)

    Seamless Social Commerce Strategies

    [Continue reading](https://weareneem.com/social-commerce-seamless-strategies/)
- [![We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/DataDigest1.webp "DataDigest1 - We Are Neem - We Are Neem")](https://weareneem.com/innovations-shaping-the-tech-landscape-in-2024-ai-integration-and-agile-software-development/)
    
    [Development](https://weareneem.com/category/development/ "Development")

    ## [Innovations Shaping the Tech Landscape](https://weareneem.com/innovations-shaping-the-tech-landscape-in-2024-ai-integration-and-agile-software-development/)

    Innovations Shaping the Tech Landscape in 2024 - AI Integration and Agile Software Development

    [Continue reading](https://weareneem.com/innovations-shaping-the-tech-landscape-in-2024-ai-integration-and-agile-software-development/)
- [![We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/DataDigest3.webp "DataDigest3 - We Are Neem - We Are Neem")](https://weareneem.com/transform-your-business-with-ai-and-machine-learning-the-role-of-adaptive-software-development-in-2024/)
    
    [Data & AI](https://weareneem.com/category/data-ai/ "Data & AI")

    ## [AI and Machine Learning: The Role of Adaptive Software Development](https://weareneem.com/transform-your-business-with-ai-and-machine-learning-the-role-of-adaptive-software-development-in-2024/)

    Machine learning (ML) is rapidly transforming how businesses develop software, offering \[...\]

    [Continue reading](https://weareneem.com/transform-your-business-with-ai-and-machine-learning-the-role-of-adaptive-software-development-in-2024/)
- [![We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Neem-Unplugged.webp "Neem-Unplugged - We Are Neem - We Are Neem")](https://weareneem.com/dont-jump-to-conclusions-especially-when-it-comes-to-accessibility/)
    
    [People](https://weareneem.com/category/people/ "People")

    ## [Don’t Jump to Conclusions – Especially When It Comes to Accessibility!](https://weareneem.com/dont-jump-to-conclusions-especially-when-it-comes-to-accessibility/)

    Alright, so here’s the deal – I’ve never written a \[...\]

    [Continue reading](https://weareneem.com/dont-jump-to-conclusions-especially-when-it-comes-to-accessibility/)
- [![We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/DataDigest4.webp "DataDigest4 - We Are Neem - We Are Neem")](https://weareneem.com/how-digital-transformation-drives-growth/)
    
    [Data & AI](https://weareneem.com/category/data-ai/ "Data & AI")

    ## [How Digital Transformation Fuels Innovation & Growth](https://weareneem.com/how-digital-transformation-drives-growth/)

    In today’s rapidly evolving business environment, digital transformation has moved \[...\]

    [Continue reading](https://weareneem.com/how-digital-transformation-drives-growth/)
- [![Dee Spotlight Tile We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2023/10/DeeTileImage.webp "Dee Spotlight Tile - We Are Neem - We Are Neem")](https://weareneem.com/spotlight-on-dee-deshpande/)
    
    [Consulting](https://weareneem.com/category/consulting/ "Consulting"), [Resourcing](https://weareneem.com/category/resourcing/ "Resourcing")

    ## [Unlocking Innate Potential](https://weareneem.com/spotlight-on-dee-deshpande/)

    Unlocking innate potential is a transformative journey to realise your fullest capabilities and achieve your aspirations. At the core of this process lies the understanding that each person possesses unique talents, abilities, and untapped reservoirs of potential waiting to be harnessed.

    [Continue reading](https://weareneem.com/spotlight-on-dee-deshpande/)
- [![We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2023/09/FamilyFirst-e1694177108415.webp "FamilyFirst - We Are Neem - We Are Neem")](https://weareneem.com/developing-a-committed-workforce/)
    
    [People](https://weareneem.com/category/people/ "People")

    ## [Developing a Committed Workforce](https://weareneem.com/developing-a-committed-workforce/)

    In a fast-paced and ever-evolving business world, where profit margins and market dominance often take centre stage, it’s refreshing to work in an environment that prioritises something truly invaluable – family.

    [Continue reading](https://weareneem.com/developing-a-committed-workforce/)
- [![We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2023/09/KayTileImage.webp "KayTileImage - We Are Neem - We Are Neem")](https://weareneem.com/spotlight-on-kaylene-swart/)
    
    [Consulting](https://weareneem.com/category/consulting/ "Consulting"), [Resourcing](https://weareneem.com/category/resourcing/ "Resourcing")

    ## [Going the Extra Mile](https://weareneem.com/spotlight-on-kaylene-swart/)

    In today’s fast-paced world, the notion of ‘going the extra mile’ often feels like a relic of the past; a quaint concept of unwavering dedication and commitment that might have lost its relevance in our constant hustle and bustle.

    [Continue reading](https://weareneem.com/spotlight-on-kaylene-swart/)
- [![We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2023/09/RachelleW.webp "RachelleW - We Are Neem - We Are Neem")](https://weareneem.com/spotlight-on-rachelle-phillips/)
    
    [Consulting](https://weareneem.com/category/consulting/ "Consulting"), [Resourcing](https://weareneem.com/category/resourcing/ "Resourcing")

    ## [The Power of Dreams](https://weareneem.com/spotlight-on-rachelle-phillips/)

    Dreams have the power to inspire, motivate, and drive us towards achieving our aspirations. However, just as dreams can be a force for good, they can also hinder our growth when we become too attached to outdated or unrealistic visions that come in small boxes.

    [Continue reading](https://weareneem.com/spotlight-on-rachelle-phillips/)
- [![We Are Neem We Are Neem](https://weareneem.com/wp-content/uploads/2023/09/NeemData-scaled-e1694177199507.webp "Digital marketing, Data analysis for performance and create insight report, Goal of digital marketing strategy and service through digital channel of search engine and data science on social network - We Are Neem - We Are Neem")](https://weareneem.com/the-data-engineering-renaissance/)
    
    [Data & AI](https://weareneem.com/category/data-ai/ "Data & AI")

    ## [Unveiling the Data Engineering Renaissance](https://weareneem.com/the-data-engineering-renaissance/)

    Let’s look back at the remarkable advances in the field of data engineering that are transforming the way organisations manage, process, and derive insights from their data.

    [Continue reading](https://weareneem.com/the-data-engineering-renaissance/)

---

### [Who We Are](https://weareneem.com/who-we-are-digital-solutions-consultancy/)

**Published:** March 17, 2026
**Author:** JD

**Content:**

Our Story

# ## How it all began…. from ambition to a global technology solutions consultancy

# How it all began…. from ambition to a global technology solutions consultancy

Neem began with a clear ambition – to build a global consultancy that delivers better outcomes through practical, scalable solutions. When our founder arrived in the UK with £500 and a determination to create something different, the focus was simple: solve real business challenges through technology, innovation, and delivery.

Early work with global organisations proved the impact of combining consulting, engineering, and hands-on execution. From improving efficiency to delivering measurable business results, Neem quickly built a reputation for delivering solutions that perform in real-world environments.

Today, Neem is a global team supporting organisations across industries with consulting, technology solutions, and specialist expertise. What began as a bold idea has evolved into a trusted technology solutions consultancy – still driven by the same ambition to deliver better, faster, and smarter outcomes.

The Neem story started when our founder and CEO, Ronald, landed in the UK from South Africa with £500 in his pocket and a drive to create a better future for himself and others.

There was always a passion to create a business that would go beyond what had been seen to date.

In a market where many larger companies were charging large figures and not delivering, there was a huge ambition and a desire to deliver beyond expectations.

Connections were made, and Neem founder and CEO Ronald started delivering on major projects for some of the world’s biggest companies.

After being introduced to a team at Unilever, Ronald saw an opportunity to bring innovation, technology and a can-do attitude and went on to make huge savings for the team and increase efficiency.

The results stood out from the crowd, and the word spread and Ronald’s time was now in demand.

However, there was a problem; there was only one Ronald. So Neem was born, and the team became two.

Fast-forward 12 years, and Neem has the same passion, desire and unrelenting culture of delivering beyond expectation. We are now a global team across 14 countries and over 200 people who carry the culture of Neem.

What started with stepping off a plane and £500 is only just getting started.

## Meet the Team

![Neem Ronald digital solutions We Are Neem](https://weareneem.com/wp-content/uploads/2026/02/Ron_1200SQ.webp "Ron_1200SQ - We Are Neem")

#### Ronald Tweedie

Founder & CEO

[LinkedIn](https://www.linkedin.com/in/ronald-tweedie-68b0821/ "LinkedIn")

![Neem Oliver Macpherson digital solutions We Are Neem](https://weareneem.com/wp-content/uploads/2026/02/Oli_1200_SQ.webp "Oli_1200_SQ - We Are Neem")

#### Oliver MacPherson

COO

[LinkedIn](https://www.linkedin.com/in/olimac/ "LinkedIn")

![Neem Glyn Roberts digital solutions We Are Neem](https://weareneem.com/wp-content/uploads/2026/02/Glyn_1200px_SQ.webp "Glyn_1200px_SQ - We Are Neem")

#### Glyn Roberts

CTO

[LinkedIn](https://www.linkedin.com/in/glyn-roberts-89508914/ "LinkedIn")

![Neem Digital Solutions Oliver Bradley We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/OliBradleyNeem-e1774354999581.webp "OliBradleyNeem - We Are Neem")

#### Oliver Bradley

CDO

[LinkedIn](https://www.linkedin.com/in/oliverjohnbradley/ "LinkedIn")

![Neem Digital Solutions Setti Douzan We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/SettiDouzan1-2048x2048-1.webp "SettiDouzan1-2048×2048 - We Are Neem")

#### Setti Douzan

Executive VP Americas

[LinkedIn](https://www.linkedin.com/in/settid/ "LinkedIn")

![Neem Digital Solutions Jake Myatt We Are Neem](https://weareneem.com/wp-content/uploads/2026/02/Jake1200SQ.webp "Jake1200SQ - We Are Neem")

#### Jake Myatt

Commercial Director

[LinkedIn](https://www.linkedin.com/in/jakemyatt1/ "LinkedIn")

![Neem Digital Solutions JD We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/JD_1200.webp "JD_1200 - We Are Neem")

#### Jon Dickson

Creative Director

[LinkedIn](https://www.linkedin.com/in/jondicko/ "LinkedIn")

![Neem Digital Solutions Sandipan Ray We Are Neem](https://weareneem.com/wp-content/uploads/2024/01/Sandipan-scaled-1.webp "Sandipan - We Are Neem")

#### Sandipan Ray

Global Human Resources Manager

[LinkedIn](https://www.linkedin.com/in/sandipan-ray-7874893a/ "LinkedIn")

## “Neem was born with a drive to deliver beyond where other companies were willing to go.”

## Ronald – Founder & CEO

### Consulting

Strategic consulting across business, digital and technology to guide transformation and solve complex challenges.

[Find Out More](https://weareneem.com/digital-technology-consulting/)

### Creative

Creative services delivering brand, UX and mobile-optimised, screen-first design for impactful digital experiences.

[Find Out More](https://weareneem.com/digital-creative-consultancy/)

### Data & AI

Data and AI solutions that unlock insights, enable automation and support smarter decision-making for businesses.

[Find Out More](https://weareneem.com/data-ai-solutions/)

### Development

Bespoke software development to build scalable platforms and enterprise applications for global organisations.

[Find Out More](https://weareneem.com/development/)

### Digital Commerce

Digital commerce solutions with mobile-ready, screen-first design to optimise content, platforms and customer experience.

[Find Out More](https://weareneem.com/digital-shelf-optimisation/)

### Resourcing

Specialist talent and delivery teams across business, digital and technology to accelerate goal-oriented outcomes.

[Find Out More](https://weareneem.com/resourcing/)

## Why organisations choose Neem as their digital solutions partner?

We combine consulting, technology and creative expertise to help organisations deliver scalable digital solutions and measurable outcomes.

[Get In Touch](https://weareneem.com/contact-us)

![Neem Digital Solutions Trust We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Screenshot-2026-03-16-at-12.06.14.webp "Screenshot 2026-03-16 at 12.06.14 - We Are Neem")

### Trusted Expertise

Experienced consultants, engineers and designers delivering enterprise software, digital platforms and transformation programmes.

![Neem Digital Solutions Innovate We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Screenshot-2026-03-16-at-12.04.39.webp "Screenshot 2026-03-16 at 12.04.39 - We Are Neem")

## Innovation & Delivery

We combine innovation with agile delivery to design, build and scale digital solutions that drive performance and growth.

![Neem Digital Solutions Clients We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Screenshot-2026-03-16-at-12.06.06.webp "Screenshot 2026-03-16 at 12.06.06 - We Are Neem")

### Client-centric Approach

We work closely with organisations to understand challenges, align on goals and deliver solutions that create measurable business impact.

Learn more about our digital solutions and who we are.
**Frequently asked questions about our digital solutions and capabilities!**

#### [What is a digital solutions consultancy?](#e56674c460d46a677)

A digital solutions consultancy helps organisations solve complex business challenges by combining consulting, technology, and creative expertise. At Neem, we design, build, and scale digital solutions that improve performance, streamline operations, and drive measurable growth.

#### [What digital solutions does Neem offer?](#74db3a9bc60c2e3a2)

Neem delivers end-to-end digital solutions across consulting, Data & AI, software development, digital commerce, creative studio, and specialist resourcing. Our integrated approach ensures every solution is scalable, user-focused, and aligned to real business outcomes.

#### [How do digital solutions improve business performance?](#10c77283e09715d72)

Digital solutions improve business performance by automating processes, unlocking data insights, enhancing customer experiences, and enabling faster decision-making. Neem’s approach focuses on delivering digital solutions that create efficiency, scalability, and long-term growth.

#### [Why choose Neem for digital solutions?](#f621d4b4e52993aaf)

Organisations choose Neem for digital solutions because of our ability to combine strategy, technology, and creativity into one seamless approach. We work as an extension of your team to deliver scalable digital solutions that reduce complexity, accelerate delivery, and generate measurable impact.

---


## Portfolio

### [Contactless Hotel App: Building Digital Guest Experiences for Hospitality](https://weareneem.com/our-work/case-studies-contactless-hotel-apps/)

**Published:** April 9, 2026
**Author:** Meenakshi

**Excerpt:** How Neem Built 50+ Contactless Hotel Apps Serving Thousands of Guests 


**Content:**

Neem set out to address the growing need for a contactless hotel app to support safe and seamless guest experiences during the COVID pandemic.

As the hospitality industry faced unprecedented challenges, hotels needed a way to operate without direct interaction between staff and guests. The objective was to create a digital solution that enables contactless hotel operations while maintaining convenience and service quality.

To achieve this, Neem developed a contactless hotel app designed to transform the guest experience.

**Overview​​​​​​​​​​​​​​​:​​​​​​​​​**

The initiative focused on building a scalable contactless hotel app to enable fully digital hotel interactions.

Neem delivered:

- A hotel booking app with contactless functionality
- Digital check-in and check-out capabilities
- Payment integration including Apple Pay and Google Pay
- Bluetooth-enabled room key access
- Room service and table ordering features

This created a comprehensive digital experience that allows guests to manage their stay entirely through a mobile app.

**Client Snapshot​​​​​​​​​​​​​​​​​​​​​​​​​**

- **Client:** Hop Software
- **I****ndustry:** Hospitality
- **T****ype:** Contactless hotel app development
- **C****hallenge:** Need for contactless hotel operations during COVID

**Services delivered​​​​​​​​​​​​​​​​​​​​**​**​**

- Contactless hotel app development
- Mobile app functionality design
- Payment and access integration

Neem enabled hotels to adopt a contactless hotel app, improving safety and guest experience.

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

# “An absolute game changer of a quote goes here over a few lines… probably three for best”

![We Are Neem](https://weareneem.com/wp-content/uploads/2022/05/Hop.webp "Hop - We Are Neem")

### **The Challenge​​: Contactless Hospitality during COVID**

The COVID pandemic created a critical need for contactless solutions in hospitality.

Key challenges included:

**1. Health and Safety Concerns:** Need to minimise guest-staff interaction

**2. Operational Disruption:** Traditional front desk processes became a risk

**3. Lack of Digital Solutions:** Limited availability of fully integrated contactless systems

**4. Guest Expectations:** Demand for seamless and safe experiences

The challenge was to deliver a contactless hotel app that supports fully digital hotel operations.

**The Neem Approach​: Building a Contactless Hotel App**

Neem focused on creating a mobile-first solution that enables end-to-end digital guest experiences.

**1. Contactless Check-in and Check-out:**

- Guests can manage arrival and departure digitally
- Eliminates need for front desk interaction

**2. Integrated Payments:**

- Support for Apple Pay and Google Pay
- Secure and seamless transactions

**3. Digital Room Access:**

- Bluetooth-enabled room key functionality
- Removes need for physical key cards

**4. In-app Guest Services:**

- Room service ordering
- Table ordering functionality

**5. End-to-end Guest Experience:**

- Personalised and convenient digital journey
- All services accessible through one platform

This approach ensured the contactless hotel app delivers a complete digital hospitality experience.

**1. Contactless Check-in and Check-out:**

- Guests can manage arrival and departure digitally
- Eliminates need for front desk interaction

**2. Integrated Payments:**

- Support for Apple Pay and Google Pay
- Secure and seamless transactions

**3. Digital Room Access:**

- Bluetooth-enabled room key functionality
- Removes need for physical key cards

**4. In-app Guest Services:**

- Room service ordering
- Table ordering functionality

**5. End-to-end Guest Experience:**

- Personalised and convenient digital journey
- All services accessible through one platform

This approach ensured the contactless hotel app delivers a complete digital hospitality experience.

### **Key Capabilities​**

To enable contactless hotel operations, Neem delivered a structured set of capabilities:

**Contactless Hotel App:** Mobile platform for digital guest experience

**Digital Check-in/out:** Seamless arrival and departure

**Payment Integration:** Apple Pay and Google Pay support

**Bluetooth Room Key:** Secure digital access

**In-app Services:** Room service and table ordering

#### **Impact & Outcomes: Driving Contactless Hospitality** 

The solution enabled hotels to adapt quickly and deliver safe guest experiences.

**App Deployment:** 50+ apps launched across App Store and Google Play

**Guest Reach:** Serving thousands of guests

**Operational Transformation:** Enabled contactless hotel operations

**Guest Experience:** Improved convenience and safety

The contactless hotel app continues to support digital hospitality experiences.

### Looking to build a contactless hotel app for your hospitality business?

Neem helps organisations create scalable digital solutions for modern guest experiences.

**Speak to our team today.**

**Portfolio Categories:** Development, UI/UX

**Portfolio Tags:** Development

---

### [Client-Side SAP Programme Management: ERP Governance](https://weareneem.com/our-work/case-studies-client-side-sap-programme-management-maagtechnic/)

**Published:** April 9, 2026
**Author:** Meenakshi

**Excerpt:** Producing client-side SAP governance to deliver a best-in-class ERP transformation. 

**Content:**

Enterprise-wide SAP transformations are complex, high-stakes programmes where misalignment between business priorities and technical delivery can quickly impact outcomes.

MaagTechnic, a subsidiary of ERIKS, recognised the need for strong business-led oversight to ensure its SAP implementation delivered real operational value.

Neem partnered with MaagTechnic to provide client-side SAP programme management, bringing structured governance, accountability, and alignment across stakeholders to deliver a successful ERP transformation.

**Overview​​​​:​​​​​​​​​**

The programme required tight coordination across business functions, processes, and technology teams, with a strong dependency on a large System Integrator (SI).

Neem acted as the business-side lead, delivering client-side SAP programme management to ensure that technical execution remained aligned with operational priorities at every stage.

By establishing clear governance structures, enforcing accountability, and integrating business readiness into the delivery lifecycle, Neem ensured the programme progressed without cost or timeline slippage.

The result was a modernised ERP platform that not only met technical objectives but also delivered tangible business value – earning recognition as the most effective ERP implementation within the ERIKS group to date.

**Client Snapshot​​​​​​​​​​​​​​**

- **Client:** MaagTechnic (ERIKS subsidiary)
- **Industry:** Engineering Manufacturing and Technical Services
- **T****ype:** Consulting – Senior Programme Management and Business Integration.
- **C****hallenge:** Complex SAP transformation requiring independent client-side governance to maintain alignment between business priorities and technical delivery.

**Services delivered​​​​​​​​​**​**​**

- Senior programme management and business integration
- Executive reporting and governance framework
- Financial control and milestone assurance
- Risk and dependency management
- Holding the system integrator accountable and providing oversight of the quality of delivery

Neem partnered with MaagTechnic to provide client-side programme leadership, ensuring structured governance and business-aligned SAP implementation.

![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")

# "An absolute game changer of a quote goes here over a few lines... probably three for best"

![Maagtechnic - client-side SAP programme management We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-EVEQUE-image-carousel7.webp "1080×1080-EVEQUE-image-carousel7 - We Are Neem")

### **The Challenge​​: SAP Implementation Business Support**

MaagTechnic’s SAP transformation introduced significant complexity across processes, teams, and delivery partners.

Without strong oversight, there was a risk that technical execution could drift away from business priorities.

**1. Business vs Technical Misalignment:** SAP delivery risked being driven by technical milestones rather than operational outcomes.

**2. Process and Change Complexity:** Cross-functional process harmonisation and change adoption required tight coordination.

**3. System Integrator Dependency:** Heavy reliance on a large SI created risks around scope, timelines, and delivery quality.

**4. Cost and Timeline Risk:** Lack of structured governance could lead to delays, cost overruns, and reduced business value.

**The Core Challenge**

Establish strong, independent client-side SAP programme management to maintain alignment, enforce accountability, and ensure a successful go-live.

**The Neem Approach​: Client-side SAP Programme Management Framework**

Neem implemented a structured, business-led approach to ensure the SAP programme remained aligned with operational priorities throughout delivery.

**1. Client-side Programme Leadership**

Neem acted as the business representative, providing client-side SAP programme management to ensure that delivery remained aligned with business objectives.

This role ensured that decisions were guided by operational impact rather than purely technical considerations.

**2. Governance and Delivery Control**

We established a disciplined governance framework covering executive reporting, financial control, risk and dependency management, and milestone assurance.

This created clear visibility, faster decision-making, and tighter control across the programme lifecycle.

**3. System Integrator Oversight**

Acting as the business’s advocate, Neem held the System Integrator accountable for delivery quality, scope discipline, and adherence to agreed outcomes.

This ensured consistent alignment between agreed deliverables and actual execution.

**4. Business Integration and Operational Readiness**

We ensured that business process design, operational readiness, and change adoption were fully integrated into the technical delivery lifecycle.

This enabled the organisation to maintain continuity while preparing for a successful go-live.

**5. Alignment Between Strategy and Execution**

Through this client-side SAP programme management approach, Neem ensured continuous alignment between strategy, delivery execution, and measurable business outcomes.

**1. Client-side Programme Leadership**

Neem acted as the business representative, providing client-side SAP programme management to ensure that delivery remained aligned with business objectives.

This role ensured that decisions were guided by operational impact rather than purely technical considerations.

**2. Governance and Delivery Control**

We established a disciplined governance framework covering executive reporting, financial control, risk and dependency management, and milestone assurance.

This created clear visibility, faster decision-making, and tighter control across the programme lifecycle.

**3. System Integrator Oversight**

Acting as the business’s advocate, Neem held the System Integrator accountable for delivery quality, scope discipline, and adherence to agreed outcomes.

This ensured consistent alignment between agreed deliverables and actual execution.

**4. Business Integration and Operational Readiness**

We ensured that business process design, operational readiness, and change adoption were fully integrated into the technical delivery lifecycle.

This enabled the organisation to maintain continuity while preparing for a successful go-live.

**5. Alignment Between Strategy and Execution**

Through this client-side SAP programme management approach, Neem ensured continuous alignment between strategy, delivery execution, and measurable business outcomes.

### **Key Capabilities​**

To deliver this transformation, Neem provided a structured client-side SAP programme management capability, including:

**Senior Programme Management and Business Integration:** Led end-to-end programme delivery while aligning business priorities with technical execution.

**Executive Reporting and Governance Framework:** Established clear governance structures and reporting cadences to enable informed decision-making at leadership level.

**Financial Control and Milestone Assurance:** Ensured strict financial oversight and milestone tracking to prevent cost overruns and delivery delays.

**Risk and Dependency Management:** Identified, tracked, and mitigated risks and interdependencies to maintain programme stability.

**System Integrator Management:** Held the SI accountable for delivery quality, scope discipline, and adherence to agreed outcomes.

#### **Impact & Outcomes**

The programme demonstrated the value of strong client-side SAP programme management in complex enterprise transformation.

**Modernised ERP Platform:** Aligned to business process requirements and operational objectives.

**Improved Governance Maturity:** Greater executive visibility and decision-making clarity.

**Stronger Accountability:** Clear ownership across the System Integrator and delivery ecosystem.

**Enhanced Financial Control:** Improved transparency and milestone tracking.

**Successful Implementation:** Regarded internally as the most effective ERP implementation within the ERIKS group.

### **Is your business struggling maintain control during a SAP transformation?** 

Neem provides client-side SAP programme management to ensure alignment between business priorities and technical delivery.

### **Speak to our team today.**

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-EVEQUE-image-carousel7.webp "1080x1080-EVEQUE-image-carousel7 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-EVEQUE-image-carousel6.webp "1080x1080-EVEQUE-image-carousel6 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-EVEQUE-image-carousel5.webp "1080x1080-EVEQUE-image-carousel5 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-EVEQUE-image-carousel4.webp "1080x1080-EVEQUE-image-carousel4 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-EVEQUE-image-carousel3.webp "1080x1080-EVEQUE-image-carousel3 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-EVEQUE-image-carousel2.webp "1080x1080-EVEQUE-image-carousel2 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-EVEQUE-image-carousel.webp "1080x1080-EVEQUE-image-carousel - We Are Neem")

**Portfolio Categories:** Consulting

---

### [Dispatch Process Optimisation: Building a Unified System for Real-time Factory Visibility](https://weareneem.com/our-work/dispatch-process-optimisation-building-a-unified-system-for-real-time-factory-visibility/)

**Published:** April 9, 2026
**Author:** Meenakshi

**Excerpt:** How Neem Enabled Dispatch Process Optimisation for Unilever, Improving Visibility Across 23,000+ Weekly Pallets 

**Content:**

Unilever set out to improve dispatch process optimisation across its factory operations to gain better visibility into product movement.

Without a clear view of how much stock was being dispatched each week, inefficiencies in planning and distribution were leading to both excess waste and stock shortages. The goal was to enable accurate tracking and forecasting to support more efficient production and dispatch decisions.

To achieve this, Neem developed a solution to centralise data and improve visibility across factories.

**Overview​​​​​​​​​​:​​​​​​​​​**

The initiative focused on enabling dispatch process optimisation through a centralised system for tracking and forecasting product movement.

Neem delivered:

- A bespoke .NET web-based application
- A unified system to manage dispatch across 5 factories
- Weekly production forecasting inputs from factory managers
- Real-time tracking of dispatched products
- Dashboard visibility comparing forecast vs actuals

This created a structured approach to dispatch process optimisation, enabling better control over production and distribution.

**Client Snapshot​​​​​​​​​​​​​​​​​​​​**

- **Client:** Unilever
- **I****ndustry:** FMCG
- **T****ype:** Dispatch process optimisation and supply chain visibility
- **C****hallenge:** Lack of visibility into weekly product dispatch volumes

**Services delivered​​​​​​​​​​​​​​​**​**​**

- Web-based application development (.NET)
- Dispatch tracking system
- Forecasting and reporting dashboard

Neem enabled Unilever to improve dispatch process optimisation by introducing a unified system for tracking and monitoring product flow.

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

# “An absolute game changer of a quote goes here over a few lines… probably three for best”

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Neem-Unilever-Inventory.webp "Neem-Unilever-Inventory - We Are Neem")

### **The Challenge​​: Limited Visibility in Dispatch Processes** 

Unilever faced challenges in managing dispatch operations due to lack of centralised visibility.

Key challenges included:

**1. No Unified View:** No single system to track weekly dispatch volumes

**2. Inefficient Planning:** Difficulty aligning production with actual dispatch

**3. Excess Waste:** Overproduction due to lack of accurate tracking

**4. Stock Shortages:** Underproduction in some scenarios

The absence of effective dispatch process optimisation made it difficult to balance supply and demand.

**The Neem Approach​: Enabling Structure Dispatch Process Optimisation**

Neem developed a system designed to improve visibility, forecasting, and tracking across factory operations.

**1. Centralised Forecasting Input:**

- Factory managers input weekly production estimates
- Standardised approach across all factories

**2. Real-time Dispatch Tracking:**

- Continuous tracking of products dispatched
- Clear visibility into weekly output

**3. Dashboard-based Monitoring:**

- Visual comparison of forecast vs actual dispatch
- Easy identification of gaps and trends

**4. Multi-factory Integration:**

- System deployed across 5 factories
- Unified view of dispatch data

This approach enabled consistent and scalable dispatch process optimisation.

**1. Centralised Forecasting Input:**

- Factory managers input weekly production estimates
- Standardised approach across all factories

**2. Real-time Dispatch Tracking:**

- Continuous tracking of products dispatched
- Clear visibility into weekly output

**3. Dashboard-based Monitoring:**

- Visual comparison of forecast vs actual dispatch
- Easy identification of gaps and trends

**4. Multi-factory Integration:**

- System deployed across 5 factories
- Unified view of dispatch data

This approach enabled consistent and scalable dispatch process optimisation.

### **Key Capabilities​**

To enable dispatch process optimisation, Neem delivered a structured set of capabilities:

**Dispatch Tracking System:** Centralised monitoring of product movement

**Forecasting Framework:** Weekly production estimates from factory managers

**Dashboard Visibility:** Real-time comparison of forecast vs actuals

**Multi-factory Management:** Unified system across 5 factories

#### **Impact & Outcomes: Dispatch Process Optimisation at Scale**

The solution enabled Unilever to significantly improve visibility and operational efficiency.

**High-Volume Processing:**

- 23,000+ pallets processed weekly
- 11,788,405 kg (11,000 tons) of product managed weekly

**Improved Visibility:** Holistic view of dispatch trends and production data

**Better Planning:** Ability to align production with actual demand

**Reduced Waste Over Time:** Improved efficiency through trend-based decision-making

The system continues to support ongoing dispatch process optimisation across factory operations.

### Looking to improve dispatch process optimisation across your operations?

Neem helps organisations build scalable solutions for supply chain visibility and operational efficiency.

**Speak to our team today.**

**Portfolio Categories:** Development

**Portfolio Tags:** Development

---

### [AI Application Modernisation: Platform Rebuild](https://weareneem.com/our-work/ai-application-modernisation-case-study-twinnedit/)

**Published:** April 9, 2026
**Author:** Meenakshi

**Excerpt:** Rebuilding a building management platform to integrate AI and improve user experience

**Content:**

TwinnedIt partnered with Neem to modernise its building management platform through AI application modernisation, transforming how users manage compliance, inspections, and digital building data.

The goal was not just to introduce AI, but to create a more scalable, intuitive platform that improves usability while maintaining continuity for existing users.

**Overview​​​​:​​​​​​​​​**

TwinnedIt provides a web-based platform that enables public sector organisations to manage buildings through digital twins, including 3D renderings, safety checks, inspections, and compliance workflows.

Neem was initially engaged to introduce AI capabilities. However, early discovery revealed that a full AI application modernisation approach – rebuilding the platform from the ground up – would deliver significantly greater long-term value.

This enabled seamless AI integration, improved usability, and a more scalable product architecture.

**Client Snapshot​​​​​​​​​​​​​​**

- **Client:** TwinnedIt
- **I****ndustry:** Public Building Management
- **T****ype:** Software Development
- **C****hallenge:** Rebuilding the existing platform while maintaining continuity for existing users.

**Services delivered​​​​​​​​​**​**​**

- Software development
- Tech services
- AI integration
- UI/UX overhaul

Neem partnered with TwinnedIt to deliver AI application modernisation, combining a full platform rebuild with integrated AI capabilities.

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

# "An absolute game changer of a quote goes here over a few lines... probably three for best"

![Software engineer working with application code as part of legacy application modernisation and software development We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/NeemTwinnedIt2.webp "Legacy Application Modernisation and Software Engineering - We Are Neem")

### **The Challenge​​: Rebuilding with AI Application Modernisation** 

TwinnedIt’s existing platform was already functional and widely used, making transformation particularly complex. Introducing AI required rethinking the architecture without disrupting existing users.

**1. Maintaining User Continuity:** The platform needed to evolve without disrupting existing workflows or user experience.

**2. Complex AI Integration:** AI capabilities needed to handle dynamic queries and building-specific variations.

**3. Legacy Application Constraints:** The existing system was functional but not designed to support scalable AI integration.

**4. Reducing Manual Effort:** Administrative processes relied heavily on manual input and repetitive tasks.

**The Core Challenge**

Deliver AI application modernisation while maintaining continuity, improving usability, and enabling scalable AI functionality.

**The Neem Approach​: Enabling AI Application Modernisation at Scale**

Neem implemented a structured, collaborative approach to deliver AI application modernisation.

**1. Deep Platform Analysis:**

Neem conducted a detailed review of the existing application to understand its architecture, workflows, and limitations.

**2. Redesign and Feature Enhancement:**

New features and improvements were identified to enhance usability, performance, and scalability.

**3. Full Application Rebuild:**

The platform was rebuilt from the ground up, enabling seamless AI application modernisation and improved system performance.

**4. Collaborative Development:**

Neem worked closely with TwinnedIt’s team to ensure alignment between product vision, design, and technical execution.

Neem implemented a structured, collaborative approach to deliver AI application modernisation.

**1. Deep Platform Analysis:**

Neem conducted a detailed review of the existing application to understand its architecture, workflows, and limitations.

**2. Redesign and Feature Enhancement:**

New features and improvements were identified to enhance usability, performance, and scalability.

**3. Full Application Rebuild:**

The platform was rebuilt from the ground up, enabling seamless AI application modernisation and improved system performance.

**4. Collaborative Development:**

Neem worked closely with TwinnedIt’s team to ensure alignment between product vision, design, and technical execution.

### **Key Capabilities​**

To deliver this AI application modernisation, Neem provided:

**New Application Architecture:** A fully rebuilt platform retaining all existing functionality while enabling future scalability.

**AI Integration and Features:** Automated search, reporting, and intelligent data processing capabilities.

**Improved User Interface:** A more intuitive and user-friendly experience designed to increase adoption.

#### **Impact & Outcomes: Improved User Experience with AI Application Modernisation**

The AI application modernisation transformed the platform into a more scalable and user-centric solution.

**Improved User Experience:** A more intuitive interface enabled faster onboarding and easier navigation.

**Integrated AI Capabilities:** AI features enhanced automation and reduced manual effort across workflows.

**Seamless Transition for Users:** Existing users were able to transition with minimal disruption.

**On-time, On-budget Delivery:** The project was successfully delivered within planned timelines and cost.

**Ongoing Partnership:** Neem continues to support TwinnedIt with platform enhancements and improvements.

### **Looking to** modernise your existing platform with AI?

Neem helps organisations deliver AI application modernisation, combining platform rebuilds with scalable AI integration.

**Speak to our development team today.**

**Portfolio Categories:** Development

**Portfolio Tags:** Development

---

### [Designing Mobile-Ready Hero Images: Digital Shelf Performance](https://weareneem.com/our-work/case-studies-heineken-mobile-ready-hero-image-design/)

**Published:** April 9, 2026
**Author:** Meenakshi

**Excerpt:** From shelf presence to screen dominance: Mobile-first hero image design and glance readability across Heineken, Strongbow, and Inches Cider

**Content:**

Heineken UK set out to transform its online brand experience for a mobile-first world through mobile-ready hero image design.

Recognising that mobile is now the primary touchpoint for consumers, the brand aimed to optimise its digital commerce presence – starting with product imagery.

The focus was clear: create visuals that are instantly understandable, accessible, and designed to capture attention in fast-scrolling environments.

To achieve this, Heineken partnered with Neem to rethink how digital assets are designed, evaluated, and deployed across the digital shelf, with a strong focus on mobile-ready hero image design.

**Overview​​​​​​:​​​​​​​​​**

The engagement centred on Neem’s **“design for screen, design for mobile” framework,** a structured approach to mobile-first hero image design and high-performing digital content.

The engagement centred on Neem’s **“design for screen, design for mobile” framework,** a structured approach to mobile-first hero image design and high-performing digital content.

Our framework integrates:

- GS1 compliance passing both Contrast and Clarity tests for mobile ready hero images
- Accessibility using **WCAG 3 APCA contrast standards**
- Visual clarity testing through the **Cambridge Visual Clarity**
- Visual Attention testing using DragonFlyAI
- Strategic integration of distinctive brand assets

Using the **RHINO platform**, Neem enabled Heineken to create **mobile-first hero image design** outputs that are:

- Glance-readable on small screens
- Visually clear and accessible
- Optimised to capture attention and drive engagement

The result is a digital content system designed not just for compliance – but for performance in a **screen-first, attention-driven commerce landscape.**

**Client Snapshot​​​​​​​​​​​​**

- **Client:** Heineken UK
- **Industry:** FMCG – Food & Beverages
- **Type:** Digital shelf optimisation and mobile-first design
- **Challenge:** Product imagery not optimised for mobile-first environments or glance readability

**Services delivered​​​​​​​​​**

- Mobile-first hero image design
- Digital shelf optimisation
- Hero image redesign
- AI-powered design validation

Neem helped Heineken brands transform how their products appear, communicate, and perform within mobile-first, digital shelf environments using a repeatable, data-led design approach.

**Overview​​​​​​:​​​​​​​​​**

The engagement centred on Neem’s **“design for screen, design for mobile” framework,** a structured approach to mobile-first hero image design and high-performing digital content.

The engagement centred on Neem’s **“design for screen, design for mobile” framework,** a structured approach to mobile-first hero image design and high-performing digital content.

Our framework integrates:

- GS1 compliance passing both Contrast and Clarity tests for mobile ready hero images
- Accessibility using **WCAG 3 APCA contrast standards**
- Visual clarity testing through the **Cambridge Visual Clarity**
- Visual Attention testing using DragonFlyAI
- Strategic integration of distinctive brand assets

Using the **RHINO platform**, Neem enabled Heineken to create **mobile-first hero image design** outputs that are:

- Glance-readable on small screens
- Visually clear and accessible
- Optimised to capture attention and drive engagement

The result is a digital content system designed not just for compliance – but for performance in a **screen-first, attention-driven commerce landscape.**

**Client Snapshot​​​​​​​​​​​​**

- **Client:** Heineken UK
- **Industry:** FMCG – Food & Beverages
- **Type:** Digital shelf optimisation and mobile-first design
- **Challenge:** Product imagery not optimised for mobile-first environments or glance readability

**Services delivered​​​​​​​​​**

- Mobile-first hero image design
- Digital shelf optimisation
- Hero image redesign
- AI-powered design validation

Neem helped Heineken brands transform how their products appear, communicate, and perform within mobile-first, digital shelf environments using a repeatable, data-led design approach.

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

# “This is a true step change into the way we’re showing up on site for our customers… a huge thank you for the time and effort you and the team have invested.”

# “This is a true step change into the way we’re showing up on site for our customers… a huge thank you for the time and effort you and the team have invested.”

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/H2.webp "H2 - We Are Neem")

#### **The Challenge​​: Scaling Mobile-Ready Hero Image Design**

Heineken manages multiple brands with distinct identities but shared digital shelf challenges.

Most product images were not designed for mobile-first environments.

They lacked consistency in attention, communication, and glance readability.

**Key challenges included:**

- **Inconsistent Attention Performance:** Hero images did not consistently stand out across brands.
- **Low Glance Readability:** Critical product information was not readable at thumbnail size.
- **Fragmented Brand Execution:** Each brand lacked a unified approach to digital shelf design.
- **Manual, Subjective Design Decisions**: Creative outputs relied heavily on visual judgement rather than measurable performance.

The challenge was not just optimisation – it was **scaling mobile-ready hero image design across multiple brands and SKUs.**

#### **The Neem Approach​: Design for Screen. Design for Mobile**

Neem implemented a structured framework for mobile-first hero image design, combining design principles with AI-powered validation.

**1. The 3-Pillar Mobile Design Framework**

Every hero image across Heineken brands was designed to deliver:

- **Attention** to stop the scroll and capture user focus
- **Branding** to ensure immediate recognition
- **Communication** to deliver glance-readable messaging

This ensured that mobile-ready hero image design principles were consistently applied across Heineken, Strongbow, and Inches Cider.

**2. Designing for Glance Readability at Scale**

Glance readability became a core metric within Neem’s mobile-ready hero image design framework, ensuring clarity at thumbnail size.

Images were redesigned to improve how quickly users can understand key product information at thumbnail size.

- **Critical text** made more legible on small screens
- **Product benefits** communicated within seconds
- **Visual hierarchy** optimised for fast decision-making

Across brands, up to 70–80% of users could read key information at thumbnail size, with designs benchmarked against AAA accessibility standards where feasible.

**3. AI-Powered Design Validation**

All assets were tested using consistent validation frameworks and advanced tools that included WCAG 3 APCA contrast testing and visual clarity benchmarks to ensure accessibility and performance.

- **RHINO** validated glance readability using both Contrast & Clarity
- **Dragonfly AI** measured Creative Impact, Attention and Memorability.

This enabled:

- Objective design decisions
- Comparable performance across brands
- Scalable optimisation

For Inches Cider, this resulted in:

- 87% attention score
- 91% creative impact
- 100% glance readability on critical text

**4. Performance-Driven Design, Not Trade-Offs**

Traditional design forces a compromise between attention, branding, and communication.

Neem removed this trade-off.

Across all brands, hero images were engineered to deliver all three simultaneously, without sacrificing clarity or identity.

**5. Retail and Compliance Readiness**

All designs were built for real-world deployment.

- Aligned with GS1 MRHI standards
- Improved readability against AAA accessibility benchmarks where applicable
- Optimised for acceptance across key retailers

This ensured greater consistency, usability, and compliance across multiple digital environments.

### **Key Capabilities​**

To achieve this transformation, Neem deployed a cross-functional suite of strategic and creative services:

**Multi-brand Mobile-first Design System:** A scalable framework applied across Heineken, Strongbow, and Inches Cider.

**Glance Readable Product Images:** Consistent readability across all SKUs and categories.

**AI-validated Creative at Scale:** Performance-driven design across multiple brands.

**Digital Shelf Standardisation:** Unified approach to product image optimisation.

#### Impact & Outcomes: Measurable Gains Across Brands

The transformation demonstrated how mobile-ready hero image design can drive measurable improvements across attention, readability, and engagement.

- **Attention Gains: Hero** images achieved up to 1.7x–7x improvement in attention metrics.
- **Glance Readability at Scale:** Up to 80% readability at thumbnail size across multiple products. Only RHINO delivers visual clarity at scale.
- **High-Performance Creative (Inches Cider Example):**

- - 87% attention score
    - 91% creative impact
    - 100% glance readability

- **Improved Communication:** Users could understand product value instantly during scroll.
- **Stronger Brand Consistency:** All brands now follow a unified digital shelf design system.
- **Retail-ready Assets:** All designs meet GS1 standards and retailer requirements.

### **Are your product images delivering consistent performance across brands?**

Neem helps organisations scale mobile-ready hero image design using AI-powered validation and glance readability frameworks.

**Speak to our team today.**

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-heineken-image-carousel8.webp "1080x1080-heineken-image-carousel8 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-heineken-image-carousel6.webp "1080x1080-heineken-image-carousel6 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-heineken-image-carousel5.webp "1080x1080-heineken-image-carousel5 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-heineken-image-carousel4.webp "1080x1080-heineken-image-carousel4 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-heineken-image-carousel3.webp "1080x1080-heineken-image-carousel3 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-heineken-image-carousel2.webp "1080x1080-heineken-image-carousel2 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-heineken-image-carousel.webp "1080x1080-heineken-image-carousel - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-heineken-image-carousel7.webp "1080x1080-heineken-image-carousel7 - We Are Neem")

**Portfolio Categories:** dCOM, Rhino

**Portfolio Tags:** Rhino

---

### [Brand Transformation: Building a Future-Ready Brand](https://weareneem.com/our-work/case-studies-brand-transformation-eveque/)

**Published:** April 9, 2026
**Author:** Meenakshi

**Excerpt:** From heritage manufacturing to digital leadership: A complete brand & platform transformation 

**Content:**

Eveque, a UK-based manufacturer of school athletics equipment, partnered with Neem to deliver a brand transformation and transform its digital presence.

Facing an outdated website and inconsistent brand positioning, the business required a strategic shift toward a unified identity and a scalable, digital-first platform.

**Overview​​:​​​​​​​​​**

The engagement focused on redefining Eveque’s positioning and translating it into a cohesive digital experience.

Neem delivered a structured brand transformation that aligned strategy, visual identity, and website architecture into a unified platform.

By combining clear brand foundations with a scalable digital framework, the new platform enables improved product discovery, stronger market positioning, and long-term growth.

**Client Snapshot​​​​​​​​​​​​**

- **Client:** Eveque
- **Industry:** Athletics equipment manufacturing
- **T****ype:** Brand transformation and website design
- **Challenge:** Outdated digital presence and internal misalignment on brand positioning

**Services delivered​​​​​​​**​**​**

- Brand Strategy & Narrative Positioning
- Visual Identity System & Brand Governance
- UX/UI Design & Full-Stack Website Development
- Stakeholder Alignment Workshops

Neem helped Eveque build a modern brand platform that supports long-term growth.

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

# “We are very pleased with both the look and functionality of the new website. From the initial briefings, the result met the requirements exactly, both visually and in terms of the features we needed. The new design has also simplified the overall structure of our business and the site is significantly easier to use compared with our previous version.”

# “An absolute game changer of a quote goes here over a few lines… probably three for best”

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-EVEQUE-image-carousel7.webp "1080×1080-EVEQUE-image-carousel7 - We Are Neem")

#### **The Challenge​​: Unlocking Brand Transformation Potential**

Eveque initially engaged Neem for a website redesign. However, our Discovery Framework revealed a more fundamental commercial risk: the brand’s visual and verbal identity had stalled while the market evolved.

Despite holding a dominant position in school athletics and manufacturing expertise, Eveque’s digital “front door” failed to communicate its authority. Key friction points included:

**Identity Fragmentation:** Inconsistent branding across physical products and digital touch points.

**Messaging Gaps:** A lack of clear value propositions for modern buyers.

**User Experience Barriers:** A legacy website architecture that hindered product discovery and scalability.

**The Neem Approach​ to Brand Transformation**

Neem implemented a three-phased approach to ensure the brand transformation and digital platform were built on a foundation of strategic clarity.

**1.** **Strategic Foundation & Narrative**

We facilitated intensive stakeholder workshops to extract Eveque’s core purpose. This phase moved the brand from “selling equipment” to “empowering the next generation of athletes.”

***Output:*** Defined brand pillars, vision, and a professional UK English tone of voice that resonates with educational and professional sporting bodies.

**2.** **Visual Identity & Systemic Design**

The new identity balances heritage with momentum. The logo, inspired by the fluidity of a running track, symbolises continuous progress and service excellence.

***Design Principles:*** A bold, lowercase typographic approach for accessibility; a vibrant yet professional palette; and a modular iconography system designed for 6-inch mobile screens (tested via the Rhino tool).

**3.** **UX/UI & Digital Architecture**

With the strategy solidified, we engineered a high-performance website.

***Glance-Readability:*** Mobile-first hero images and intuitive navigation hierarchies.

***Scalability:*** A robust digital architecture that allows Eveque to expand their product lines without compromising site speed or user flow.

**1.** **Strategic Foundation & Narrative**

We facilitated intensive stakeholder workshops to extract Eveque’s core purpose. This phase moved the brand from “selling equipment” to “empowering the next generation of athletes.”

***Output:*** Defined brand pillars, vision, and a professional UK English tone of voice that resonates with educational and professional sporting bodies.

**2.** **Visual Identity & Systemic Design**

The new identity balances heritage with momentum. The logo, inspired by the fluidity of a running track, symbolises continuous progress and service excellence.

***Design Principles:*** A bold, lowercase typographic approach for accessibility; a vibrant yet professional palette; and a modular iconography system designed for 6-inch mobile screens (tested via the Rhino tool).

**3.** **UX/UI & Digital Architecture**

With the strategy solidified, we engineered a high-performance website.

***Glance-Readability:*** Mobile-first hero images and intuitive navigation hierarchies.

***Scalability:*** A robust digital architecture that allows Eveque to expand their product lines without compromising site speed or user flow.

### **Key Capabilities​**

To achieve this brand transformation, Neem deployed a cross-functional suite of strategic and creative services:

**Brand Strategy Consulting:** Defined the core brand pillars, mission, and narrative to ensure market differentiation.

**Stakeholder Workshops:** Facilitated alignment sessions to unify leadership around a shared vision for the future of the company.

**Visual Identity Design:** Developed a comprehensive brand system, including a new logo, typography, and a “digital-first” colour palette.

**Brand Governance & Guidelines:** Established a rigorous framework to ensure consistency across physical products and digital touch points.

**UX/UI Design & Development:** Built a high-performance, responsive website focused on intuitive product discovery and user engagement.

#### **Impact & Outcomes: Brand Transformation in Action** 

This brand transformation moved Eveque from a legacy manufacturer to a modern market leader.

**Market Authority:** The new identity successfully positions Eveque as a sophisticated, confident industry leader.

**Stakeholder Synergy:** Internal teams are now unified under a singular, documented brand vision.

**Enhanced Engagement:** The UX-led digital platform provides a seamless, professional experience across all devices.

**Future-Proofing:** A scalable brand system and website architecture ready for long-term UK and international growth.

### **Ready to redefine your market position?** 

Neem Studio specialises in brand strategy and digital transformations that drive long-term business value.

### **Speak to our strategy team about your next project.** 

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-EVEQUE-image-carousel7.webp "1080x1080-EVEQUE-image-carousel7 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-EVEQUE-image-carousel6.webp "1080x1080-EVEQUE-image-carousel6 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-EVEQUE-image-carousel5.webp "1080x1080-EVEQUE-image-carousel5 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-EVEQUE-image-carousel4.webp "1080x1080-EVEQUE-image-carousel4 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-EVEQUE-image-carousel3.webp "1080x1080-EVEQUE-image-carousel3 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-EVEQUE-image-carousel2.webp "1080x1080-EVEQUE-image-carousel2 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-EVEQUE-image-carousel.webp "1080x1080-EVEQUE-image-carousel - We Are Neem")

**Portfolio Categories:** Design, Development, Web Design

**Portfolio Tags:** Neem Studio

---

### [Digital Shelf Optimisation Case Study: SodaStream Growth](https://weareneem.com/our-work/digital-shelf-optimisation-case-study-sodastream/)

**Published:** April 9, 2026
**Author:** JD

**Excerpt:** Transforming global retail presence with mobile-ready content and scalable design systems. 

**Content:**

SodaStream partnered with Neem to modernise its global retail presence through digital shelf optimisation, addressing declining visibility and outdated product content across key retail platforms.

With consumer behaviour shifting rapidly to mobile-first shopping, the brand needed a more effective way to communicate product value and drive conversion in fast-scrolling environments.

**Overview​​​​​​​​**

SodaStream, the world’s leading sparkling water brand, required a strategic shift toward mobile-first commerce to remain competitive.

Neem redesigned SodaStream’s digital retail ecosystem, implementing Mobile Ready Hero Images (MRHI) and modular Amazon design systems as part of a broader digital shelf optimisation strategy.

This transformation improved product discoverability, enhanced brand consistency, and delivered measurable commercial impact across global markets.

**Client Snapshot​​​​​​​​​**

- **Client:** SodaStream (Global FMCG Brand)
- **Industry:** FMCG – Home Carbonation & Beverages
- **Type:** Digital Commerce Optimisation & Global Asset Rollout
- **Challenge:** Desktop-centric assets failing to convert on mobile.

**Services delivered​​​**

- ****​Digital commerce strategy**
- **Mobile Ready Hero Images (MRHI)**
- **Digital asset production**
- **Amazon store design systems**
- **Brand identity rollout**

Neem partnered with SodaStream to deliver digital shelf optimisation at scale, ensuring consistent, mobile-ready brand assets across global retail environments.

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

# “Neem helped us transform the way our products appear across digital retail platforms. The new mobile-ready assets and design systems not only improved the customer experience but also delivered measurable commercial impact.” 

 *– Madalina Covaciu*

 Head of eCommerce and Digital Marketing,

 PepsiCo

# “An absolute game changer of a quote goes here over a few lines… probably three for best”

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-sodastream-image-carousel5.webp "1080×1080-sodastream-image-carousel5 - We Are Neem")

#### **The Challenge​​**

SodaStream’s digital assets were originally designed for desktop environments, creating friction as consumer behaviour shifted toward mobile shopping.

On a 6-inch smartphone screen, standard product imagery often appeared cluttered, making key benefits difficult to read.

This exposed a critical gap in digital shelf optimisation, where content was not designed for mobile-first engagement.

Key pain points:

**Reduced Clarity:** Essential product details were lost in fast-scroll environments.

**Visibility Decline:** Outdated content negatively impacted organic rankings on Amazon and retail platforms.

**Internal Inefficiency:** The absence of a modular design system slowed global content deployment.

**The Neem Approach​to Performance-driven Digital Shelf Optimisation**

Neem implemented a design-led process focused on digital shelf optimisation, ensuring SodaStream’s retail presence was both visually premium and commercially effective.

**1. Digital Shelf & Search Optimisation:**

Neem conducted a deep-dive analysis into product performance and search visibility.

By identifying priority SKUs and search opportunities, we built a strategy focused on improving discoverability and reclaiming category leadership.

**2. Mobile Ready Hero Images (MRHI):**

Using the Rhino tool for validation, Neem redesigned hero imagery specifically for mobile-first shoppers.

These visuals use a stripped-back design approach to highlight brand, variant, and size – ensuring clarity within milliseconds of scrolling.

This made digital shelf optimisation measurable and performance-driven.

**3. Scalable Amazon Design Systems:**

Neem developed a modular design system for SodaStream’s Amazon Brand Stores.

This included reusable layouts and structured navigation patterns, enabling global teams to deploy consistent, high-quality content at speed.

**1. Digital Shelf & Search Optimisation:**

Neem conducted a deep-dive analysis into product performance and search visibility.

By identifying priority SKUs and search opportunities, we built a strategy focused on improving discoverability and reclaiming category leadership.

**2. Mobile Ready Hero Images (MRHI):**

Using the Rhino tool for validation, Neem redesigned hero imagery specifically for mobile-first shoppers.

These visuals use a stripped-back design approach to highlight brand, variant, and size – ensuring clarity within milliseconds of scrolling.

This made digital shelf optimisation measurable and performance-driven.

**3. Scalable Amazon Design Systems:**

Neem developed a modular design system for SodaStream’s Amazon Brand Stores.

This included reusable layouts and structured navigation patterns, enabling global teams to deploy consistent, high-quality content at speed.

##### **Key Capabilities**

To deliver this digital shelf optimisation programme, Neem provided:

**Digital Commerce Strategy:** Frameworks to improve product discoverability across platforms.

**Mobile Ready Hero Images (MRHI):** Mobile-first visuals designed for high-speed scrolling environments.

**Digital Asset Production:** A scalable content library supporting 40+ products across markets.

**Amazon Store Design Systems:** Modular storefront layouts ensuring global consistency.

Brand Identity Rollout: Unified visual storytelling across DTC and retail channels.

##### **Impact & Outcomes:** Quantifiable **Commercial Success with Digital Shelf Optimisation​**

The digital shelf optimisation strategy delivered immediate ROI and long-term operational efficiency.

**Double-Digit Sales Growth:** MRHI and optimised content drove measurable growth across US categories.

**Dominant Market Visibility:** Search-optimised assets improved organic rankings across key product categories.

**Global Brand Consistency:** A modular design system enabled a unified brand experience across US and European markets.

**Modernised Brand Perception:** High-quality imagery and clean UI aligned the digital experience with SodaStream’s premium positioning.

### **Is your digital shelf ready for the mobile shopper?** 

Neem helps global FMCG brands dominate the digital shelf through strategic design systems and performance-led content.

### **Speak to our eCommerce team about your global rollout.** 

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-sodastream-image-carousel7.webp "1080x1080-sodastream-image-carousel7 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-sodastream-image-carousel6.webp "1080x1080-sodastream-image-carousel6 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-sodastream-image-carousel5.webp "1080x1080-sodastream-image-carousel5 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-sodastream-image-carousel4.webp "1080x1080-sodastream-image-carousel4 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-sodastream-image-carousel3.webp "1080x1080-sodastream-image-carousel3 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-sodastream-image-carousel2.webp "1080x1080-sodastream-image-carousel2 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-sodastream-image-carousel.webp "1080x1080-sodastream-image-carousel - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-sodastream-image-carousel8.webp "1080x1080-sodastream-image-carousel8 - We Are Neem")

**Portfolio Categories:** Creative, dCOM, UI/UX

**Portfolio Tags:** Neem Studio

---

### [OT Asset Management Platform Case Study: Industrial Visibility](https://weareneem.com/our-work/case-studies-ot-asset-management-platform-opteca/)

**Published:** April 9, 2026
**Author:** Meenakshi

**Excerpt:** From complex OT security to factory-ready asset visibility

**Content:**

Designing a mobile-first OT asset management platform for modern, high-pressure industrial environments.

Opteca partnered with Neem to transform complex industrial asset tracking into an intuitive, scalable digital solution. The focus was on enabling visibility, simplifying workflows for engineers, and ensuring alignment with evolving cybersecurity standards.

The result is a robust, user-friendly platform built to perform in demanding factory settings.

**Overview​:​​​​​​​​​**

Industrial environments demand speed, visibility, and security, yet many factory teams still rely on fragmented systems to manage Operational Technology (OT) assets.

Otectics partnered with Neem to design and develop Opteca, a mobile-first asset management platform built specifically for the factory floor. The platform combines intuitive UX, QR-based workflows, and secure asset monitoring to simplify how industrial teams track and validate equipment while supporting modern cybersecurity standards.

**Client Snapshot​​​​​​​​​​​**

**Client:** Opteca
**Industry:** Factory Asset Management / OT Cybersecurity **T****ype:** Product design and software development **Challenge:** Industrial teams lacked a practical, user-friendly platform to track operational technology assets while maintaining strict cybersecurity compliance

**Services delivered​​​​​​**​**​**

- Brand Identity & Product Positioning
- UX/UI Design for Industrial Platforms
- Mobile-First Application Design
- Full-Stack Application Development
- Secure Asset Management Architecture

Neem helped Otectics build a **factory-ready digital platform designed for real-world operational environments.**

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

# “An absolute game changer of a quote goes here over a few lines… probably three for best”

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-opteca-image-carousel3.webp "1080×1080-opteca-image-carousel3 - We Are Neem")

#### **The Challenge​​: OT Asset Management Platform Usability Gap**

Otectics identified a critical gap: most existing asset management solutions were built for IT offices, not factory floors. On-site teams faced several hurdles:

**System Complexity:** Legacy IT-led tools were too difficult for operational teams to adopt.

**Low Usability:** Interfaces were not designed for real-world factory workflows.

**Fragmented Visibility:** Organisations struggled to track, validate, and monitor OT equipment across multiple sites.

**Compliance Pressure:** Growing regulatory requirements, such as NIS2, demanded more robust asset documentation and security resilience

**The Neem Approach​: Engineering OT Asset Management Platform** Neem partnered with Otectics to transform these complex security challenges into an intuitive, scalable digital platform.

**1. Product Strategy & Digital Architecture**

We began by defining a core value proposition: enabling engineers to track, validate, and monitor OT assets quickly and securely.

This strategic foundation ensured that the platform architecture supported both operational speed and enterprise-grade security.

**2. Industrial UX/UI Design**

The interface was built with a mobile-first philosophy for engineers working away from desktop systems.

Glance-Readable Dashboards: Visualising high-priority asset data for immediate decision-making.

QR-Enabled Tracking: Simplifying equipment identification and status updates through mobile scanning.

Minimal Training Requirements: Designing intuitive workflows that ensure rapid adoption in high-pressure environments.

**3. Secure & Scalable Architecture**

The platform was engineered to align with modern OT cybersecurity standards, specifically supporting NIS2 compliance.

The architecture allows organisations to scale Opteca across multiple industrial sites seamlessly.

**1. Product Strategy & Digital Architecture**

We began by defining a core value proposition: enabling engineers to track, validate, and monitor OT assets quickly and securely.

This strategic foundation ensured that the platform architecture supported both operational speed and enterprise-grade security.

**2. Industrial UX/UI Design**

The interface was built with a mobile-first philosophy for engineers working away from desktop systems.

Glance-Readable Dashboards: Visualising high-priority asset data for immediate decision-making.

QR-Enabled Tracking: Simplifying equipment identification and status updates through mobile scanning.

Minimal Training Requirements: Designing intuitive workflows that ensure rapid adoption in high-pressure environments.

**3. Secure & Scalable Architecture**

The platform was engineered to align with modern OT cybersecurity standards, specifically supporting NIS2 compliance.

The architecture allows organisations to scale Opteca across multiple industrial sites seamlessly.

### **Key Capabilities​**

To build Opteca, Neem delivered a cross-functional product development capability.

**Product Strategy & Architecture:** Defined the platform’s structure to bridge the gap between IT security and OT operations.

**UX/UI Design for Industry:** Developed intuitive dashboards and workflows optimised for factory engineers.

**Mobile-First Development:** Enabled real-time asset management directly from mobile devices via QR integration.

**Full-Stack Engineering:** Delivered a secure, scalable asset management platform ready for global deployment.

#### **Impact & Outcomes: Delivering an OT Asset Management Platform** 

#### The Opteca platform delivered immediate improvements to industrial transparency and security.

#### Rapid Adoption: Engineers quickly embraced the platform due to its intuitive, mobile-centric design.

**Enhanced Visibility:** Hundreds of operational assets were logged, validated, and monitored within weeks of deployment.

**Compliance Readiness:** The system provides an automated framework for meeting NIS2 and OT cybersecurity requirements.

**Enterprise Scaling:** Otectics has successfully expanded the platform across multiple industrial clients.

### **Ready to build a scalable digital platform?** 

Neem Creative Studio specialises in product design, UX/UI development, and digital platforms that transform complex operational challenges into intuitive software.

### **Speak to our team about your next digital product.**

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-opteca-image-carousel.webp "1080x1080-opteca-image-carousel - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-opteca-image-carousel2.webp "1080x1080-opteca-image-carousel2 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-opteca-image-carousel3.webp "1080x1080-opteca-image-carousel3 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-opteca-image-carousel4.webp "1080x1080-opteca-image-carousel4 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-opteca-image-carousel5.webp "1080x1080-opteca-image-carousel5 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-opteca-image-carousel6.webp "1080x1080-opteca-image-carousel6 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-opteca-image-carousel7.webp "1080x1080-opteca-image-carousel7 - We Are Neem")

**Portfolio Categories:** Development, UI/UX, Web Design

**Portfolio Tags:** Neem Studio

---

### [Offshore Jamstack Capability: Building a High-performance Beauty Platform](https://weareneem.com/our-work/case-studies-offshore-jamstack-capability-unilever/)

**Published:** April 9, 2026
**Author:** Meenakshi

**Excerpt:** How Neem Enabled Offshore Jamstack Capability to Deliver #1 Share of Voice and 850+ Pages at Scale

**Content:**

Unilever set out to build a digital platform to promote positive body image in the Philippines, requiring specialised offshore Jamstack capability to support the initiative.

With no existing Jamstack expertise available, the need was to establish a scalable and efficient development capability that could deliver a high-performing website. The objective was to create a flexible, fast, and SEO-friendly platform to support content growth and consumer engagement.

To achieve this, Neem established the required development capability and delivered a complete digital solution.

**Overview​​​​​​​​​​​​:​​​​​​​​​**

The engagement focused on enabling a distributed Jamstack development setup to support the creation and growth of a content-driven website.

Neem delivered:

- Offshore Jamstack capability setup
- A full website with CMS
- Project management across delivery
- CMS training for content teams

JamJamstack was selected for its flexibility, site speed, and strong SEO features – creating a foundation for scalable digital growth.

**Client Snapshot​​​​​​​​​​​​​​​​​​​​​​**

- **Client:** Unilever
- **I****ndustry:** FMCG
- **T****ype:** Jamstack capability enablement and website development
- **C****hallenge:** Lack of in-house Jamstack expertise for a new digital initiative

**Services delivered​​​​​​​​​​​​​​​​​**​**​**

- Offshore Jamstack capability setup
- Website development with CMS
- Project management
- CMS training

Neem enabled Unilever to establish a reliable development capability, supporting the launch and growth of a high-performing digital platform.

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

# “An absolute game changer of a quote goes here over a few lines… probably three for best”

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/BeutyHub.webp "BeautyHub - We Are Neem")

### **The Challenge​​: Lack of Jamstack Capability**

Unilever required a modern digital platform but lacked the necessary Jamstack expertise.

Key challenges included:

**1. No Existing Capability:** No offshore Jamstack capability in place

**2. New Digital Initiative:** Requirement to launch a new platform

**3. Scalability Needs:** Platform needed to support ongoing content growth

**4. Performance Expectations:** High standards for speed, SEO, and flexibility

The challenge was to establish offshore Jamstack capability while delivering a fully functional website.

**The Neem Approach​: Building Offshore Jamstack Capability**

Neem focused on quickly establishing capability while ensuring high-quality delivery.

**1. Rapid Capability Setup:**

- Established offshore Jamstack capability
- Enabled immediate development support

**2. Website Development with CMS:**

- Delivered a full website with content management system
- Enabled content teams to manage and update the platform

**3. Project Management:**

- Managed end-to-end delivery
- Ensured efficient execution

**4. CMS Training for Content Teams:**

- Trained teams to upload images and content
- Enabled ongoing content updates

**5. Jamstack-driven Performance:**

- Leveraged Jamstack for flexibility and site speed
- Enabled strong SEO performance and future scalability

This approach ensured that offshore Jamstack capability was both established and operationalised effectively.

**1. Rapid Capability Setup:**

- Established offshore Jamstack capability
- Enabled immediate development support

**2. Website Development with CMS:**

- Delivered a full website with content management system
- Enabled content teams to manage and update the platform

**3. Project Management:**

- Managed end-to-end delivery
- Ensured efficient execution

**4. CMS Training for Content Teams:**

- Trained teams to upload images and content
- Enabled ongoing content updates

**5. Jamstack-driven Performance:**

- Leveraged Jamstack for flexibility and site speed
- Enabled strong SEO performance and future scalability

This approach ensured that offshore Jamstack capability was both established and operationalised effectively.

### **Key Capabilities​**

To enable offshore Jamstack capability, Neem delivered a structured set of capabilities:

**Offshore Jamstack Capability:** Dedicated development capability established

**Website with CMS:** Content-driven platform for ongoing updates

**Project Management:** End-to-end delivery oversight

**CMS Training:** Empowering internal teams for content management

#### **Impact & Outcomes: Performance at Scale**

The solution delivered strong performance and measurable digital impact.

**Market Performance:**

- \#1 on share of voice
- Outranking Cosmo Philippines

**Platform Growth:** 850+ pages and growing

**Search Performance:**

- \#2 on Crownpeak leaderboard
- Strong performance across paid and organic search

**Engagement & Reach:** Increased site traffic and consumer engagement

**Platform Consolidation:** Multiple Unilever brand sites redirected to the hub

The platform continues to deliver value, supported by offshore Jamstack capability.

### Looking to build scalable digital platforms with offshore Jamstack capability?

Neem helps organisations deliver high-performance websites with flexibility and speed.

**Speak to our team today.**

**Portfolio Categories:** Development

**Portfolio Tags:** Development

---

### [Roadside Assistance App: On-Demand Driver Support](https://weareneem.com/our-work/case-studies-roadside-assistance-app-ontu-platform/)

**Published:** April 9, 2026
**Author:** Meenakshi

**Excerpt:** Disrupting roadside assistance with a real-time, on-demand mobile platform

**Content:**

An entrepreneur partnered with Neem to bring a new idea to life – developing a roadside assistance app designed to transform how drivers access immediate, local support.

The ambition was to replace fragmented, informal systems with a seamless, on-demand platform that connects drivers with nearby professionals for quick and reliable assistance.

**Overview​​​​​​:​​​​​​​​​**

The engagement focused on translating this concept into a fully realised product.

Neem defined the Ontu brand, developed its identity, and engineered a bespoke, Uber-like roadside assistance app that connects drivers with local professionals in real time.

By combining intuitive UX, API-driven data integration, and cross-platform mobile development, the platform delivers a structured, scalable alternative to informal roadside support networks.

**Client Snapshot​​​​​​​​​​​​​​​​**

- **Client:** Entrepreneur-led venture (Ontu)
- **I****ndustry:** CPGs and Global Brands
- **T****ype:** Application Development
- **C****hallenge:** Build a scalable solution for roadside assistance from scratch.

**Services delivered​​​​​​​​​​​**​**​**

- Software development
- Brand design
- Two cross-platform mobile applications (provider and user)

Neem partnered with Ontu to develop a new app that would replace existing Whatsapp groups and streamline the process for drivers to get quality, local roadside assistance when they needed it.

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

# “An absolute game changer of a quote goes here over a few lines… probably three for best”

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/1080x1080-ONTU-image-carousel5.webp "1080×1080-ONTU-image-carousel5 - We Are Neem")

### **The Challenge​​: Building a Roadside Assistance App from Scratch to Disrupt the Industry**

### The roadside assistance market was already dominated by established providers, but key service gaps remained.

For common issues such as tyre changes, drivers relied on inefficient and unstructured communication channels.

The challenge was not just to improve an existing system, but to **design and build a new roadside assistance app from the ground up**, while ensuring simplicity, trust, and adoption.

**1. Fragmented User Experience:** Existing solutions relied on WhatsApp groups and phone calls, creating friction and inefficiency.

**2. Complex User Journeys:** The app needed to work seamlessly for both drivers and service providers with minimal technical effort.

**3. Location and Privacy Challenges:** Accurate and secure location sharing was critical for real-time assistance.

**4. Information Accuracy:** Drivers needed to communicate precise vehicle details to ensure successful service delivery.

**The Core Challenge**

Design and deliver a scalable roadside assistance app that simplifies user interaction while enabling real-time, location-based support.

**The Neem Approach​: From Concept to Scalable Platform**

Neem implemented a structured, user-first approach to design and build the roadside assistance app, working closely with the founder to translate the concept into a scalable product.

**1. User Journey Mapping:**

Neem constructed detailed user journeys and wireframes to establish a clear blueprint before development began.

**2. High-fidelity Design:**

The platform was designed with a strong focus on usability, ensuring an intuitive and frictionless experience for all users.

**3. API Integration and Data Enablement:**

Neem integrated relevant APIs to streamline access to vehicle data, location services, and user inputs—improving accuracy and efficiency.

**4. Cross-platform Mobile Development:**

Two fully functional apps were developed for drivers and service providers, ensuring accessibility across both Apple and Android platforms.

**1. User Journey Mapping:**

Neem constructed detailed user journeys and wireframes to establish a clear blueprint before development began.

**2. High-fidelity Design:**

The platform was designed with a strong focus on usability, ensuring an intuitive and frictionless experience for all users.

**3. API Integration and Data Enablement:**

Neem integrated relevant APIs to streamline access to vehicle data, location services, and user inputs—improving accuracy and efficiency.

**4. Cross-platform Mobile Development:**

Two fully functional apps were developed for drivers and service providers, ensuring accessibility across both Apple and Android platforms.

### **Key Capabilities​**

To deliver this roadside assistance app, Neem provided:

**Multi-method Authentication API:** Enabled secure and flexible user authentication, including Apple and Facebook login.

**Two Cross-platform Mobile Applications:** Developed dedicated apps for drivers and service providers, ensuring seamless usability across devices.

**Digital Brand Creation:** Created the Ontu brand, including logo, typography, and visual identity.

**User-intuitive Interface:** Designed an interface that simplifies communication and improves adoption.

#### **Impact & Outcomes: Roadside Assistance App Results** 

The roadside assistance app introduced a structured, scalable alternative to informal roadside support networks.

**Improved User Experience:** Drivers can now request assistance quickly through a simple, intuitive interface.

**Real-time Assistance:** The platform connects users with nearby professionals for faster response times.

**Streamlined Communication:** Eliminates reliance on fragmented channels such as WhatsApp groups.

**Scalable Platform Foundation:** Built to support future growth, additional services, and wider geographic expansion.

### Have an idea for a mobile app?

Neem helps organisations design and develop scalable platforms like this roadside assistance app, combining user-centric design with robust engineering.

**Speak to our development team about building your mobile application today.**

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/1080x1080-ONTU-image-carousel6.webp "1080x1080-ONTU-image-carousel6 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/1080x1080-ONTU-image-carousel2.webp "1080x1080-ONTU-image-carousel2 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/1080x1080-ONTU-image-carousel3.webp "1080x1080-ONTU-image-carousel3 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/1080x1080-ONTU-image-carousel.webp "1080x1080-ONTU-image-carousel - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/1080x1080-ONTU-image-carousel7.webp "1080x1080-ONTU-image-carousel7 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/1080x1080-ONTU-image-carousel5.webp "1080x1080-ONTU-image-carousel5 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/1080x1080-ONTU-image-carousel4.webp "1080x1080-ONTU-image-carousel4 - We Are Neem")

**Portfolio Categories:** Design, Development, UI/UX

**Portfolio Tags:** Design, Development, UI/UX

---

### [Glance Readability Testing: Image Readability Tool](https://weareneem.com/our-work/glance-readability-testing-case-study-rhino-tool/)

**Published:** April 9, 2026
**Author:** Meenakshi

**Excerpt:** Increasing click-through rates by improving glance readability at scale

**Content:**

As digital commerce continues to grow, ensuring product images are clear, legible, and instantly understandable has become critical.

Neem identified a gap in the market and developed RHINO, a glance readability testing platform that enables brands to assess product imagery at scale, improving accessibility, strengthening glance readability, and increasing click-through performance.

**Overview​​​​​:​​​​​​​​​**

Testing product imagery for accessibility and glance readability was traditionally manual, subjective, and time-consuming.

Neem developed RHINO as a glance readability testing platform capable of running accessibility and clarity tests in bulk.

By combining APCA contrast testing and Cambridge Clarity methodologies, RHINO enables brands to improve glance readability, ensure compliance, and optimise digital shelf performance.

**Client Snapshot​​​​​​​​​​​​​​​**

- **Client:** Neem SaaS Product
- **I****ndustry:** CPGs and Global Brands
- **T****ype:** Software Development
- **C****hallenge:** Automate APCA Contrast and Cambridge Clarity tests in bulk

**Services delivered​​​​​​​​​​**​**​**

- Software development
- AI-powered image testing
- Accessibility framework integration

Neem developed RHINO as a glance readability testing platform to address the growing need for scalable image validation and performance optimisation.

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

# “An absolute game changer of a quote goes here over a few lines… probably three for best”

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-dcom-image-carousel2.webp "1080×1080-dcom-image-carousel2 - We Are Neem")

### **The Challenge​​: Lack of Scalable Glance Readability Testing**

Testing image accessibility and glance readability was historically manual and inconsistent. There was no scalable solution available to assess readability across large volumes of product imagery.

**1. No Automated Testing Framework:** There was no reliable method to assess glance readability at scale.

**2. Manual and Subjective Testing:** Existing processes relied heavily on human judgement, leading to inconsistent results.

**3. Cambridge Clarity Constraints:** The Cambridge Clarity test required manual input and needed structured integration.

**4. No Existing Benchmark:** With no comparable tools available, RHINO had to be developed from the ground up.

**The Core Challenge**

Develop a scalable glance readability testing solution capable of delivering objective, bulk image validation.

**The Neem Approach​: Building a Glance Readability Testing Platform**

Neem implemented an iterative, research-led approach to develop the glance readability testing platform.

**1. Proof of Concept (POC):**

Initial prototypes validated the feasibility of automating glance readability testing and accessibility checks.

**2. Identifying the Right Technologies:**

Azure Computer Vision (OCR) was selected to accurately detect text regions within product images.

**3. Scaling APCA Testing:**

The APCA algorithm was integrated and scaled to process large volumes of images efficiently.

**4. Cambridge Collaboration:**

Only RHINO provides University of Cambridge-calibrated legibility scores for mobile shelves, using academic research data developed by Dr Sam Waller.

This enabled objective, scientifically grounded measurement of glance readability, moving beyond subjective visual assessment.

**1. Proof of Concept (POC):**

Initial prototypes validated the feasibility of automating glance readability testing and accessibility checks.

**2. Identifying the Right Technologies:**

Azure Computer Vision (OCR) was selected to accurately detect text regions within product images.

**3. Scaling APCA Testing:**

The APCA algorithm was integrated and scaled to process large volumes of images efficiently.

**4. Cambridge Collaboration:**

Only RHINO provides University of Cambridge-calibrated legibility scores for mobile shelves, using academic research data developed by Dr Sam Waller.

This enabled objective, scientifically grounded measurement of glance readability, moving beyond subjective visual assessment.

### **Key Capabilities​**

To deliver this glance readability testing platform, Neem provided:

**Bulk Image Accessibility Testing:** Automated testing of large volumes of product imagery.

**Glance Readability Testing at Scale:** Enabled consistent and measurable glance readability across all assets.

**Accessibility Compliance Framework:** Aligned with APCA and EEA accessibility standards.

**Branded SaaS Product:** Developed RHINO as a scalable, market-ready solution.

#### **Impact & Outcomes: Glance Readability Testing Results** 

The glance readability testing platform transformed how product imagery is assessed and optimised.

**Glance Readability at Scale:** RHINO enables consistent glance readability validation across thousands of images.

**Objective Accessibility Validation:** Standardised testing ensures all images meet the same compliance benchmarks.

**Improved Conversion Performance:** Images optimised for glance readability demonstrate measurable improvements in click-through rates.

**Workflow Efficiency Gains:** Automation significantly reduces manual effort and improves turnaround time.

### Looking to build a marketing leading SaaS product?

Neem helps organisations design and develop scalable platforms – from concept to launch – combining product strategy, engineering, and AI-driven innovation.

**Speak to our team about building your next digital product.**

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-EVEQUE-image-carousel7.webp "1080x1080-EVEQUE-image-carousel7 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-EVEQUE-image-carousel6.webp "1080x1080-EVEQUE-image-carousel6 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-EVEQUE-image-carousel5.webp "1080x1080-EVEQUE-image-carousel5 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-EVEQUE-image-carousel4.webp "1080x1080-EVEQUE-image-carousel4 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-EVEQUE-image-carousel3.webp "1080x1080-EVEQUE-image-carousel3 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-EVEQUE-image-carousel2.webp "1080x1080-EVEQUE-image-carousel2 - We Are Neem")

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/1080x1080-EVEQUE-image-carousel.webp "1080x1080-EVEQUE-image-carousel - We Are Neem")

**Portfolio Categories:** dCOM, Development, Rhino

**Portfolio Tags:** Development

---

### [AI Claims Automation: Cross-Market Translator](https://weareneem.com/our-work/case-studies-ai-claims-automation-unilever/)

**Published:** April 9, 2026
**Author:** Meenakshi

**Excerpt:** Automating product claims extraction with AI claims automation to save hundreds of hours

**Content:**

Managing product claims across markets and languages is time-consuming and complex.

Unilever needed a faster, more scalable way to extract, translate, and optimise claims for product display pages.

Neem identified an opportunity to transform this process using AI claims automation, reducing manual effort while improving efficiency and accuracy.

**Overview​​​​:​​​​​​​​​**

Unilever’s existing process for optimising PDPs required manually extracting product claims from multiple markets and languages, translating them, and entering them into spreadsheets.

Neem identified an opportunity to streamline this workflow using AI claims automation, enabling faster extraction, translation, and structuring of product claims.

This approach significantly improved efficiency while maintaining accuracy and flexibility for manual review.

**Client Snapshot​​​​​​​​​​​​​​**

- **Client:** Unilever
- **I****ndustry:** Retail CPG and dComm
- **T****ype:** AI-driven automation and web application development
- **C****hallenge:** Use AI to automate an existing process for increased efficiency

**Services delivered​​​​​​​​​**​**​**

- Web Application
- Tech services

Neem delivered an automated process to streamline efficiency and cut down on laborious man hours when extracting product claims to optimise product display pages.

![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")

# "An absolute game changer of a quote goes here over a few lines... probably three for best"

![Software engineer working with application code as part of legacy application modernisation and software development We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/NeemTwinnedIt2.webp "Legacy Application Modernisation and Software Engineering - We Are Neem")

### **The Challenge​​: Extracting from Unstructured Text across Multiple Languages**

The existing process relied heavily on manual effort and was not suited to scale. Extracting product claims across markets required navigating unstructured data, multiple languages, and contextual variations.

**1. Multilingual Complexity:** Claims needed to be identified across multiple languages and formats.

**2. Contextual Variability:** Similar claims were expressed differently, making standardisation difficult.

**3. Manual Translation and Entry:** The process required manual translation, validation, and data entry.

**4. Automation Limitations:** Traditional automation could not handle the variability and context required.

**The Core Challenge**

Develop a scalable AI claims automation solution capable of extracting, translating, and structuring product claims with high accuracy.

**The Neem Approach​:**

Neem implemented a structured approach to design and deploy an AI claims automation solution.

**1. Proof of Concept (POC):**

Neem proactively developed a working POC to demonstrate the potential of AI claims automation before formal engagement.

**2. Configurable Rules Engine:**

A configurable framework was built to allow users to define parameters for claim extraction and optimisation.

This enabled flexibility while maintaining control over outputs.

**3. Context-Aware AI Integration:**

Neem integrated OpenAI capabilities to enable context-aware processing of multilingual product claims.

This allowed the system to identify variations in meaning rather than relying on exact keyword matches.

**4. Prototype Development:**

A working prototype was developed and presented to the client.

This demonstrated how AI claims automation could be applied at scale to improve efficiency.

**1. Proof of Concept (POC):**

Neem proactively developed a working POC to demonstrate the potential of AI claims automation before formal engagement.

**2. Configurable Rules Engine:**

A configurable framework was built to allow users to define parameters for claim extraction and optimisation.

This enabled flexibility while maintaining control over outputs.

**3. Context-Aware AI Integration:**

Neem integrated OpenAI capabilities to enable context-aware processing of multilingual product claims.

This allowed the system to identify variations in meaning rather than relying on exact keyword matches.

**4. Prototype Development:**

A working prototype was developed and presented to the client.

This demonstrated how AI claims automation could be applied at scale to improve efficiency.

### **Key Capabilities​**

To deliver this AI claims automation solution, Neem provided:

**Web application with OpenAI integration:** Delivered a fully embedded application with automated claim extraction and processing.

**Configurable Rules Engine:** Enabled customisation of search parameters and refinement of outputs.

**CSV Import/Export Functionality:** Allowed easy integration and data sharing across systems.

**High Accuracy Performance (80–90%):** Delivered reliable results while allowing for manual validation.

#### **Impact & Outcomes: High Accuracy Efficiency**

The AI claims automation solution transformed a manual, time-intensive process into a scalable workflow.

**Significant Time Savings:** Reduced hours of manual effort and ongoing operational costs.

**Improved Efficiency:** Enabled faster extraction and processing of product claims.

**Scalable Automation:** Allowed the process to be applied across multiple markets and languages.

**Sustained Client Value:** Unilever renewed support following successful delivery.

### **Looking to implement AI claims automation in your business?**

Neem helps organisations identify and automate high-effort processes using AI-driven solutions.

**Speak to our development team today.**

**Portfolio Categories:** Development

**Portfolio Tags:** Development

---

### [Hop - A Cloud-based PMS: Building A Scalable Hotel Management Platform](https://weareneem.com/our-work/case-studies-cloud-based-pms-hop/)

**Published:** April 9, 2026
**Author:** Meenakshi

**Excerpt:** How Neem Developed a Cloud-Based PMS Platform Supporting 225+ Hotels and 6000 Rooms

**Content:**

Neem set out to build a scalable cloud-based PMS to simplify how hotels manage their day-to-day operations.

With existing property management systems often being expensive, complex, and inefficient, there was a clear opportunity to create a more accessible and reliable alternative. The objective was to design a property management system that is cost-effective, easy to use, and capable of supporting modern hotel operations.

Hop was developed to address these gaps – bringing together simplicity, reliability, and usability in one unified platform.

**Overview​​​​​​​​​:​​​​​​​​​**

The initiative focused on designing and developing Hop as a hotel management platform for the hospitality industry.

Neem built:

- A cloud-based PMS for managing hotel operations
- A unified platform for listings, rates, and reservations
- Centralised guest data management
- A new brand identity and website for Hop

The result is a streamlined property management system designed to reduce complexity while improving operational efficiency.

**Client Snapshot​​​​​​​​​​​​​​​​​​​**

- **Client:** Hop
- **I****ndustry:** Hospitality
- **T****ype:** Cloud-based PMS platform development and digital product creation
- **C****hallenge:** Existing PMS solutions were expensive, complex, and difficult to use

**Services delivered​​​​​​​​​​​​​​**​**​**

- Cloud-based PMS development
- Platform design and build
- Brand creation
- Website development

Neem developed Hop as a cloud-based PMS, enabling hotels to manage operations through a simple and reliable system.

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

# “An absolute game changer of a quote goes here over a few lines… probably three for best”

![We Are Neem](https://weareneem.com/wp-content/uploads/2022/05/Hop.webp "Hop - We Are Neem")

### **The Challenge​​: Complexity in Traditional vs. Cloud-based PMS**

Traditional property management systems created barriers for hotels rather than enabling efficiency.

Key challenges included:

**1. High Cost of PMS Solutions:** Many platforms were expensive

**2. Complex User Experience:** Systems were difficult to use

**3. Limited Effectiveness:** Tools did not consistently deliver value

**4. Fragmented Operations:** No unified system to manage hotel data

The opportunity was to build a cloud-based PMS that simplifies operations while remaining effective and reliable.

**The Neem Approach​: Building a Scalable, Reliable Cloud-based PMS**

Neem focused on creating a solution that prioritised usability, affordability, and reliability.

**1. All-in-One Platform Design:**

- Unified system for managing listings, rates, and reservations
- Simplified workflows for hotel operations

**2. Cloud-Based PMS Architecture:**

- Accessible and reliable platform
- Designed for ease of use

**3. Centralised Guest Data Management:**

- Single system for managing guest information
- Improved operational efficiency

**4. End-to-End Delivery:**

- Development of the cloud-based PMS
- Creation of brand identity and website

This ensured the platform was practical, easy to use, and ready for real-world adoption.

**1. All-in-One Platform Design:**

- Unified system for managing listings, rates, and reservations
- Simplified workflows for hotel operations

**2. Cloud-Based PMS Architecture:**

- Accessible and reliable platform
- Designed for ease of use

**3. Centralised Guest Data Management:**

- Single system for managing guest information
- Improved operational efficiency

**4. End-to-End Delivery:**

- Development of the cloud-based PMS
- Creation of brand identity and website

This ensured the platform was practical, easy to use, and ready for real-world adoption.

### **Key Capabilities​**

To enable the development and launch of a scalable cloud-based PMS, Neem delivered a structured set of capabilities:

**Cloud-based PMS Platform:** Reliable hotel management system

**Unified Operations Management:** Listings, rates, and reservations in one place

**Guest Data Management:** Centralised and streamlined

**Brand and Website Creation:** Supporting product launch and adoption

#### **Impact & Outcomes: Growth of a Cloud-based PMS Platform**

Hop successfully launched and continues to grow within the hospitality sector.

**Platform Launch:** Cloud-based PMS introduced to market

**Adoption:** Over 225 hotels onboarded

**Scale:** Supporting more than 6000 rooms

**Market Growth:** Establishing presence as an industry player

The platform continues to provide a reliable and cost-effective solution for hotel management.

### Looking to simplify hotel operations with a cloud-based PMS?

Neem helps organisations design and build reliable, user-friendly digital platforms.

**Speak to our team today.**

**Portfolio Categories:** Development

**Portfolio Tags:** Development

---

### [Supply Chain Management: Automating Factory Ops & Production Planning](https://weareneem.com/our-work/case-studies-supply-chain-management-system-ecolab/)

**Published:** April 9, 2026
**Author:** Meenakshi

**Excerpt:** How Neem Automated Factory Operations and Improved Production Planning for EcoLab

**Content:**

Eco Lab set out to improve factory operations by implementing a supply chain management system that could replace manual processes and improve efficiency.

With a legacy ERP system providing limited data and reliance on a single Excel-based workflow, there was a clear need for a more robust and automated solution. The objective was to create a supply chain management system that delivers accurate forecasting, production planning, and material requirement visibility.

To achieve this, Neem designed and developed a system to fully automate factory management processes.

**Overview​​​​​​​​​​​​​​​​:​​​​​​​​​**

The engagement focused on building a supply chain management system to streamline factory operations and improve planning accuracy.

Neem delivered:

- A mini ERP system to manage factory operations
- Forecasting and demand visibility
- Stock level tracking
- Material requirement planning (MRP)
- Production planning across factories, lines, and machines
- Visual scheduling to maximise efficiency

This created a structured approach to factory management, replacing manual processes with automation.

**Client Snapshot​​​​​​​​​​​​​​​​​​​​​​​​​​**

- **Client:** EcoLab
- **I****ndustry:** Manufacturing
- **T****ype:** Supply chain management system development and factory automation
- **C****hallenge:** Manual Excel-based process with limited data and single point of failure

**Services delivered​​​​​​​​​​​​​​​​​​​​​**​**​**

- Supply chain management system development
- Production planning system
- Material requirement planning (MRP)
- Factory automation solution

Neem enabled EcoLab to implement a supply chain management system that automates operations and improves efficiency.

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

# “An absolute game changer of a quote goes here over a few lines… probably three for best”

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/Neem-ERP-Ecolab.webp "Neem-ERP-Ecolab - We Are Neem")

### **The Challenge​​: Manual Processes and Limited Visibility** 

EcoLab’s factory operations were constrained by outdated systems.

Key challenges included:

**1. Legacy ERP Limitations:** Only basic forecast and demand data available

**2. Excel Dependency:** Managed manually by a single individual

**3. Single Point of Failure:** High operational risk

**4. Limited Visibility:** Incomplete view of production and materials

The challenge was to replace manual processes with a supply chain management system that provides comprehensive visibility and control.

**The Neem Approach​: Building a Supply Chain Management System**

Neem focused on delivering a system that integrates planning, forecasting, and execution.

**1. Mini ERP System Development:**

- Designed a system to fully manage factory operations
- Replaced manual Excel-based workflows

**2. Forecasting and Demand Planning:**

- Provided visibility into forecast and demand
- Enabled accurate production planning

**3. Material Requirement Planning (MRP):**

- Calculated raw materials, bottles, stickers, and other inputs
- Supported procurement planning

**4. Production Planning and Scheduling:**

- Defined which factory, line, and machine produces what and when
- Delivered a visual schedule to maximise efficiency

**5. End-to-end Factory Visibility:**

- Integrated data across production processes
- Enabled better operational control

This approach ensured the supply chain management system delivers full automation and visibility.

**1. Mini ERP System Development:**

- Designed a system to fully manage factory operations
- Replaced manual Excel-based workflows

**2. Forecasting and Demand Planning:**

- Provided visibility into forecast and demand
- Enabled accurate production planning

**3. Material Requirement Planning (MRP):**

- Calculated raw materials, bottles, stickers, and other inputs
- Supported procurement planning

**4. Production Planning and Scheduling:**

- Defined which factory, line, and machine produces what and when
- Delivered a visual schedule to maximise efficiency

**5. End-to-end Factory Visibility:**

- Integrated data across production processes
- Enabled better operational control

This approach ensured the supply chain management system delivers full automation and visibility.

**1. Mini ERP System Development:**

- Designed a system to fully manage factory operations
- Replaced manual Excel-based workflows

**2. Forecasting and Demand Planning:**

- Provided visibility into forecast and demand
- Enabled accurate production planning

**3. Material Requirement Planning (MRP):**

- Calculated raw materials, bottles, stickers, and other inputs
- Supported procurement planning

**4. Production Planning and Scheduling:**

- Defined which factory, line, and machine produces what and when
- Delivered a visual schedule to maximise efficiency

**5. End-to-end Factory Visibility:**

- Integrated data across production processes
- Enabled better operational control

This approach ensured the supply chain management system delivers full automation and visibility.

### **Key Capabilities​**

To enable factory automation, Neem delivered a structured set of capabilities:

**Supply Chain Management System:** Centralised factory operations platform

**Production Planning Engine:** Scheduling across factories, lines, and machines

**Material Requirement Planning:** Accurate calculation of raw materials

**Visual Scheduling:** Improved operational efficiency

#### **Impact & Outcomes: Factory Automation at Scale**

The solution transformed how EcoLab manages factory operations.

**Process Automation:** Replaced manual Excel-based workflows

**Improved Efficiency:** Enabled planners to focus on strategic tasks

**Reduced Waste:** Better planning and material management

**Enhanced Procurement:** Improved ability to negotiate supplier deals

The supply chain management system continues to support efficient and automated factory operations.

### Looking to implement a supply chain management system for your operations?

Neem helps organisations automate processes and improve efficiency at scale.

**Speak to our team today.**

**Portfolio Categories:** Development

**Portfolio Tags:** Consulting, Resourcing

---

### [Electronic Shopping Basket: Building a Unified Platform for Global Product Visibility](https://weareneem.com/our-work/case-studies-electronic-shopping-basket-unilever/)

**Published:** April 9, 2026
**Author:** Meenakshi

**Excerpt:** How Neem Enabled Global Product Visibility for 3000+ Users Through a Unified Platform

**Content:**

Unilever set out to improve how teams access and manage their global portfolio through an electronic shopping basketsolution.

With over 400 brands and thousands of products across multiple markets, there was no single, unified view of the portfolio. The objective was to create a centralised platform that simplifies access, improves visibility, and enables teams to identify opportunities across regions.

To achieve this, Neem developed an electronic shopping basket to bring together product and brand data into one accessible system.

**Overview​​​​​​​​​​​​​​​:​​​​​​​​​**

The engagement focused on building an electronic shopping basket to centralise product portfolio access across global systems.

Neem delivered:

- A PHP-based web platform
- A unified interface to view the entire product portfolio
- Integration with 4 SAP regions
- Connectivity with 15 backend systems

The solution created a single destination for accessing brand and product data across the organisation.

**Client Snapshot​​​​​​​​​​​​​​​​​​​​​​​​​**

- **Client:** Unilever
- **I****ndustry:** FMCG
- **T****ype:** Electronic shopping basket development and system integration
- **C****hallenge:** Lack of a unified view of global product portfolio

**Services delivered​​​​​​​​​​​​​​​​​​​​**​**​**

- Web platform development (PHP)
- System integration across SAP regions
- Backend connectivity

Neem enabled Unilever to implement an electronic shopping basket, improving access to global product data.

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

# “An absolute game changer of a quote goes here over a few lines… probably three for best”

![Neem Unilever Case Study We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Neem-Unilever-Dispatch-Process.webp "Neem-Unilever-Dispatch-Process - We Are Neem")

### **The Challenge​​: Fragmented Product Portfolio Access**

Unilever teams faced inefficiencies due to disconnected systems.

Key challenges included:

**1. Multiple Systems:** Users had to access different platforms globally

**2. No Central View:** Lack of a unified product portfolio interface

**3. Time Inefficiencies:** Wasted time navigating systems

**4. Limited Visibility: Difficulty** identifying opportunities across markets

The challenge was to create an electronic shopping basket that centralises access and improves usability.

**The Neem Approach​: Building an Electronic Shopping Basket**

Neem focused on creating a centralised and integrated platform.

**1. Unified Product Portfolio View:**

- Single interface to access brands and products
- Simplified navigation across the portfolio

**2. SAP Integration:**

- Connected to 4 SAP regions
- Enabled consistent data access

**3. Backend System Connectivity:**

- Integrated with 15 backend systems
- Ensured comprehensive data availability

**4. Scalable Web Platform:**

- Built using PHP
- Designed for ongoing updates and feature enhancements

This approach ensured the electronic shopping basket provides a seamless and scalable user experience.

**1. Unified Product Portfolio View:**

- Single interface to access brands and products
- Simplified navigation across the portfolio

**2. SAP Integration:**

- Connected to 4 SAP regions
- Enabled consistent data access

**3. Backend System Connectivity:**

- Integrated with 15 backend systems
- Ensured comprehensive data availability

**4. Scalable Web Platform:**

- Built using PHP
- Designed for ongoing updates and feature enhancements

This approach ensured the electronic shopping basket provides a seamless and scalable user experience.

### **Key Capabilities​**

To enable a unified product portfolio experience, Neem delivered a structured set of capabilities:

**Electronic Shopping Basket Platform:** Centralised access to product portfolio

**SAP Integration:** Connectivity across 4 regions

**Backend System Integration:** Linked with 15 systems

**Scalable Web Application:** Designed for continuous enhancement

#### **Impact & Outcomes: Global Product Visibility at Scale**

The solution transformed how Unilever teams access and utilise product data.

**User Adoption:** Over 3000 users worldwide

**User Growth:** Number of users doubled post rollout

**Improved Visibility:** Single destination for global brand access

**Enhanced Decision-making:** Easier identification of market opportunities

**Continuous Innovation:** Ongoing feature updates including top-selling products and new launches

The electronic shopping basket has made it easier for teams to explore and expand product presence across global markets.

### Looking to centralise your product portfolio with an electronic shopping basket?

Neem helps organisations build scalable platforms for global visibility and growth.

**Speak to our team today.**

**Portfolio Categories:** Development

**Portfolio Tags:** Development

---

### [Traceability Rebranding: Building a Purpose-driven Brand for Ethical Supply Chains](https://weareneem.com/our-work/case-studies-traceability-rebranding-capture-solutions/)

**Published:** April 9, 2026
**Author:** Meenakshi

**Excerpt:** How Neem Delivered Traceability Rebranding to Clarify Positioning and Support Growth Across Africa

**Content:**

Capture Solutions set out to redefine its positioning through traceability rebranding to better communicate its role in enabling ethical supply chains.

With rapid growth in Africa and increasing partnerships with global suppliers, the organisation needed a clearer way to articulate who they are, what they do, and the impact they aim to create. The goal was to establish a strong brand foundation that reflects their vision for a better and more transparent future.

To achieve this, Neem delivered a comprehensive traceability rebranding initiative.

**Overview​​​​​​​​​​​​​:​​​​​​​​​**

The engagement focused on delivering a structured traceability rebranding programme to strengthen positioning and support business growth.

Neem delivered:

- Industry research and stakeholder interviews
- A complete visual rebrand
- A refined tone of voice
- A clear mission statement and defined values
- A Jamstack website to support the new brand

This created a cohesive brand identity aligned with the organisation’s purpose and growth ambitions.

**Client Snapshot​​​​​​​​​​​​​​​​​​​​​​​**

- **Client:** Capture Solutions
- **I****ndustry:** Supply Chain / Traceability
- **T****ype:** Traceability rebranding and digital brand development
- **C****hallenge:** Difficulty communicating brand identity and value proposition amid rapid growth

**Services delivered​​​​​​​​​​​​​​​​​​**​**​**

- Brand strategy and research
- Visual identity redesign
- Tone of voice development
- Mission and values definition
- Website development

Neem enabled Capture Solutions to execute traceability rebranding, creating clarity in positioning and supporting future growth.

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

# “An absolute game changer of a quote goes here over a few lines… probably three for best”

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/04/Capture_Solutions_Flyer_A5_v3-1.webp "Capture_Solutions_Flyer_A5_v3-1 - We Are Neem")

### **The Challenge​​: Lack of Clarity in a Growing Organisation**

Capture Solutions faced challenges in communicating its identity and purpose.

Key challenges included:

**1. Unclear Positioning:** Difficulty explaining who they are and what they do

**2. Rapid Growth Complexity:** Expansion in Africa and new global partnerships

**3. Fragmented Brand Communication:** Inconsistent messaging across touchpoints

**4. Need for Purpose-led Narrative:** Desire to communicate a vision for a better future

The challenge was to deliver traceability rebranding that brings clarity, consistency, and purpose.

**The Neem Approach​: Delivering Traceability Rebranding**

Neem implemented a structured approach to redefine the brand.

**1. Research and Stakeholder Insights:**

- Conducted industry research
- Carried out stakeholder interviews

**2. Visual Identity Transformation:**

- Delivered a complete rebrand
- Created a consistent and recognisable visual system

**3. Tone of Voice and Messaging:**

- Developed a clear and concise tone of voice
- Defined messaging aligned with brand purpose

**4. Mission and Values Definition:**

- Established a strong mission statement
- Defined core values to guide future growth

**5. Website Development:**

- Delivered a Jamstack website
- Enabled consistent digital brand experience

This approach ensured that traceability rebranding was both strategic and actionable.

**1. Research and Stakeholder Insights:**

- Conducted industry research
- Carried out stakeholder interviews

**2. Visual Identity Transformation:**

- Delivered a complete rebrand
- Created a consistent and recognisable visual system

**3. Tone of Voice and Messaging:**

- Developed a clear and concise tone of voice
- Defined messaging aligned with brand purpose

**4. Mission and Values Definition:**

- Established a strong mission statement
- Defined core values to guide future growth

**5. Website Development:**

- Delivered a Jamstack website
- Enabled consistent digital brand experience

This approach ensured that traceability rebranding was both strategic and actionable.

### **Key Capabilities​**

To enable traceability rebranding, Neem delivered a structured set of capabilities:

**Brand Strategy and Research:** Insights-driven positioning

**Visual Identity Design:** Cohesive and scalable brand system

**Tone of Voice Development:** Clear and consistent messaging

**Mission and Values Framework:** Defined organisational purpose

**Jamstack Website:** Digital platform aligned with new brand

#### **Impact & Outcomes:** Traceability Rebranding in Action

The rebrand delivered clarity, consistency, and a strong foundation for growth.

**Brand Rollout:** New identity implemented across all touchpoints

**Improved Clarity:** Clear communication of purpose and offerings

**Digital Transformation:** Launch of a new Jamstack website

**Business Growth:** Continued expansion and impact

Capture Solutions continues to strengthen its position by promoting ethical supply chains through verification and traceability tools.

### Looking to strengthen your brand through traceability rebranding?

Neem helps organisations build purpose-driven brands that support growth and impact.

**Speak to our team today.**

**Portfolio Categories:** Development, UI/UX, Web Design

**Portfolio Tags:** Design, Development, Supply Chain Management, UI/UX, Web Design

---

### [Unilever: Global Inventory Reporting & Supply Chain Transformation](https://weareneem.com/our-work/case-studies-global-inventory-reporting-unilever/)

**Published:** April 9, 2026
**Author:** Meenakshi

**Excerpt:** How Neem Enabled Global Inventory Reporting at Scale for Unilever, Processing 5.5 Billion Data Points Monthly

**Content:**

Unilever set out to transform how it manages and monitors global inventory reporting across its global supply chain.

With increasing pressure to optimise stock levels and improve operational efficiency, the need for faster, more reliable global inventory reporting became critical. The goal was clear: enable real-time visibility into inventory data and support data-driven decision-making at scale.

To achieve this, Unilever partnered with Neem to rethink how supply chain data is accessed, processed, and reported across systems.

**Overview​​​​​​​:​​​​​​​​​**

The engagement focused on enabling scalable and efficient global inventory reporting through a fast, agile data extraction approach.

Neem implemented a solution that:

- Extracted data directly from SAP tables
- Eliminated dependency on slower, traditional tools
- Enabled rapid deployment within days
- Created a scalable foundation for ongoing reporting

This approach allowed Unilever to move from fragmented data systems to a unified global inventory reporting capability – designed for speed, scale, and accuracy.

**Client Snapshot​​​​​​​​​​​​​​​​​**

- **Client:** Unilever
- **I****ndustry:** FMCG
- **T****ype:** Global inventory reporting and supply chain data enablement
- **C****hallenge:** Lack of unified visibility into global inventory data and slow data extraction processes

**Services delivered​​​​​​​​​​​​**​**​**

- SAP data extraction
- Supply chain data integration
- Global inventory reporting enablement
- Scalable data processing architecture

Neem enabled Unilever to unlock global inventory reporting at scale, transforming how supply chain data is accessed and utilised.

[![Glance Readability in packaging design, showing Luméa skincare products competing for attention on a busy retail shelf. We Are Neem](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp "Glance Readability: Your Packaging Has Seconds to Make Sense - We Are Neem")](https://weareneem.com/wp-content/uploads/2026/10/TL-Article-Preview-Banner-60.webp)

# “An absolute game changer of a quote goes here over a few lines… probably three for best”

![We Are Neem](https://weareneem.com/wp-content/uploads/2026/03/Neem-Unilever-E-Shopping-Basket.webp "Neem-Unilever-E-Shopping-Basket - We Are Neem")

### **The Challenge​​: The Visibility Gap in Global Inventory Reporting** 

### Unilever’s global supply chain operations lacked a single, unified view of inventory data.

Key challenges included:

**1. Fragmented Data Landscape:** Inventory data spread across multiple systems

**2. No Unified Reporting:** Absence of a centralised global inventory reporting framework

**3. Slow Data Access:** Vendor-led processes taking months to deliver outputs

**4. Limited Visibility:** Inability to monitor stock reserves in real time

The challenge was not just accessing data – but enabling global inventory reporting at scale.

**The Neem Approach​: Fast, Scalable Global Inventory Reporting**

Neem adopted an agile, execution-first approach to unlock supply chain data quickly and efficiently.

**1. Rapid SAP Data Extraction:**

- Direct extraction from SAP tables
- Bypassed traditional tools like BODS
- Delivered results in days instead of months

**2. Scalable Data Architecture:**

- Built to support continuous data expansion
- Designed for high-volume global inventory reporting

**3. Integrated Supply Chain Data:**

Combined multiple data streams:

- Stock
- Planning
- Supply
- Production

**4. Performance-Led Execution**

The focus was on enabling immediate visibility without compromising scalability – ensuring that global inventory reporting could evolve with business needs.

**1. Rapid SAP Data Extraction:**

- Direct extraction from SAP tables
- Bypassed traditional tools like BODS
- Delivered results in days instead of months

**2. Scalable Data Architecture:**

- Built to support continuous data expansion
- Designed for high-volume global inventory reporting

**3. Integrated Supply Chain Data:**

Combined multiple data streams:

- Stock
- Planning
- Supply
- Production

**4. Performance-Led Execution**

The focus was on enabling immediate visibility without compromising scalability – ensuring that global inventory reporting could evolve with business needs.

### **Key Capabilities​**

To enable this transformation, Neem delivered a structured set of capabilities:

**Global Inventory Reporting Engine:** Unified system for inventory visibility

**SAP Data Extraction at Scale:** Fast and efficient data access

**Integrated Supply Chain Data:** Consolidation of multiple data streams

**Scalable Processing Framework:** Designed for high data volumes

#### **Impact & Outcomes: Global Inventory Reporting at Scale** 

The solution delivered measurable improvements in visibility, efficiency, and scalability.

**End-to-End Visibility:** First-time unified view of global inventory

**Faster Decision-Making:** Real-time access to supply chain data

**Operational Efficiency:** Reduced dependency on manual and vendor-led processes

At Scale

- **22TB of data processed**
- **5.5 billion lines of data processed monthly**
- **24,000 jobs executed**
- **700 functions and 500 integrations**
- **1,900 tables and views managed**

The system is managed by just one person, compared to significantly larger teams in traditional setups.

### Is your organisation struggling with fragmented supply chain data?

Neem helps enterprises unlock global inventory reporting through scalable, high-performance data solutions.

**Speak to our team today.**

**Portfolio Categories:** Development

**Portfolio Tags:** Development

---


## FAQs

### [Do you work with existing brand guidelines or start from scratch?](https://weareneem.com/faq-items/do-you-work-with-existing-brand-guidelines-or-start-from-scratch/)

**Published:** May 5, 2026
**Author:** JD

**Content:**

Both. We can evolve and operationalise existing brand guidelines or create entirely new ones. In many cases, we refine what exists and turn it into a system that actually works in practice.

**FAQ Categories:** Creative

---

### [How does Neem’s digital creative consultancy support business growth?](https://weareneem.com/faq-items/how-does-neems-digital-creative-consultancy-support-business-growth/)

**Published:** May 5, 2026
**Author:** JD

**Content:**

Our digital creative consultancy focuses on creating scalable design systems, user-centric experiences, and high-performing digital content. This helps improve brand consistency, enhance user engagement, and drive measurable growth across digital platforms.

**FAQ Categories:** Creative

---

### [How is Neem’s digital creative consultancy different?](https://weareneem.com/faq-items/how-is-neems-digital-creative-consultancy-different/)

**Published:** May 5, 2026
**Author:** JD

**Content:**

Neem combines creative thinking with structured systems, accessibility standards, and real-world usability. Our approach ensures that every solution is not only visually compelling but also scalable, inclusive, and designed to perform in real digital environments.

**FAQ Categories:** Creative

---

### [What is a mobile-ready hero image?](https://weareneem.com/faq-items/what-does-a-creative-studio-actually-do/)

**Published:** May 5, 2026
**Author:** JD

**Content:**

A Mobile-Ready Hero Image is a large, prominent visual placed at the top of a webpage that is specifically designed and optimized for mobile devices. According to experts like [Oliver Bradley](https://www.linkedin.com/in/oliverjohnbradley/), it’s not just a resized desktop banner—it’s purpose-built to deliver clarity, speed, and impact on smaller screens.

A well-executed mobile-ready hero image ensures that the most important elements—such as headlines, branding, and calls to action—remain visible, readable, and compelling regardless of device size. It plays a critical role in first impressions, user engagement, and conversion performance in a mobile-first world.

**Key characteristics of a Mobile-Ready Hero Image:**

- **Responsive design:** Automatically adapts to different screen sizes and orientations
- **Fast loading speed:** Optimized file sizes to reduce load times on mobile networks
- **Clear focal point:** Main subject remains visible without awkward cropping
- **Readable text overlays:** Typography scales properly and remains legible on small screens
- **Touch-friendly layout:** Buttons and calls to action are easy to tap

**Best practices highlighted by experts:**

- **Design for mobile first:** Start with the smallest screen and scale up, not the other way around
- **Use appropriate image dimensions:** Avoid unnecessarily large images that slow performance
- **Prioritize content hierarchy:** Ensure the most important message appears above the fold
- **Test across devices:** Check how the image renders on multiple screen sizes and resolutions
- **Use modern formats:** Consider formats like WebP for better compression and quality

**Why it matters:**

- **Improves user experience:** Visitors can quickly understand your message without zooming or scrolling
- **Boosts engagement:** Strong visuals tailored for mobile keep users on the page longer
- **Supports SEO and performance:** Faster load times contribute to better search rankings
- **Increases conversions:** Clear, accessible calls to action drive user interaction

In short, a Mobile-Ready Hero Image is a strategic design element—not just a visual one—that aligns aesthetics with performance and usability in a mobile-first environment.

**FAQ Categories:** Creative

---

### [How is Neem’s creative studio different from a traditional agency?](https://weareneem.com/faq-items/how-is-neems-creative-studio-different-from-a-traditional-agency/)

**Published:** May 5, 2026
**Author:** JD

**Content:**

Most agencies focus on outputs. We focus on outcomes.
Neem combines creative, technology, and delivery expertise to ensure what we design is not only compelling — but usable, scalable, and built to perform in real-world environments like digital commerce and public platforms.

**FAQ Categories:** Creative

---

### [What services does the Neem creative studio offer?](https://weareneem.com/faq-items/what-services-does-the-neem-creative-studio-offer/)

**Published:** May 5, 2026
**Author:** JD

**Content:**

Our core creative studio services include:

- Full brand design (strategy, identity, tone of voice)
- Design systems (scalable UI frameworks and component libraries)
- Inclusive and accessible design (APCA, GS1, Hero Images, digital shelf standards)
- UX/UI design (web, mobile, product interfaces)
- Creative campaigns and content systems

Everything is designed to work together — not in silos.

**FAQ Categories:** Creative

---

### [Do you only work on branding, or also digital products?](https://weareneem.com/faq-items/do-you-only-work-on-branding-or-also-digital-products/)

**Published:** May 5, 2026
**Author:** JD

**Content:**

We design brands and build the digital products they live in — from websites and platforms to full SaaS applications. This ensures consistency from strategy through to execution.

**FAQ Categories:** Creative

---

### [What is a design system and why does it matter?](https://weareneem.com/faq-items/what-is-a-design-system-and-why-does-it-matter/)

**Published:** May 5, 2026
**Author:** JD

**Content:**

A design system is a structured set of reusable components, rules, and standards that ensure consistency across digital products.
It matters because it enables speed, scalability, and quality — reducing rework while improving user experience and brand alignment.

**FAQ Categories:** Creative

---

### [What does “inclusive design” mean in practice?](https://weareneem.com/faq-items/what-does-inclusive-design-mean-in-practice/)

**Published:** May 5, 2026
**Author:** JD

**Content:**

Inclusive design means creating experiences that work for as many people as possible, regardless of ability, device, or context.
At Neem, this includes:

- APCA-based contrast and readability standards
- Mobile-first, glance-readable design
- GS1 and digital shelf compliance
- Real-world usability, not just theoretical accessibility

**FAQ Categories:** Creative

---

### [Why is mobile-first design so important?](https://weareneem.com/faq-items/why-is-mobile-first-design-so-important/)

**Published:** May 5, 2026
**Author:** JD

**Content:**

Because user engagement for the majority of brands is now mobile-first, if your content doesn’t communicate clearly within seconds on a small screen, it fails. If your content doesn’t communicate clearly within seconds on a small screen, it fails. We design for glance readability, ensuring instant understanding and impact.

**FAQ Categories:** Creative

---

### [Can Neem support large-scale or global design rollouts?](https://weareneem.com/faq-items/can-neem-support-large-scale-or-global-design-rollouts/)

**Published:** May 5, 2026
**Author:** JD

**Content:**

**Yes.** We build systems and frameworks designed for scale — enabling consistent delivery across markets, teams, and platforms. Whether it’s 10 assets or 10,000, the approach remains controlled, efficient, and high quality.

**FAQ Categories:** Creative

---

### [How do you ensure creative work delivers measurable results?](https://weareneem.com/faq-items/how-do-you-ensure-creative-work-delivers-measurable-results/)

**Published:** May 5, 2026
**Author:** JD

**Content:**

We design with measurable performance in mind — not just aesthetics. This includes: Optimising for conversion and usability; Designing for search, AI discovery, and digital shelf visibility; and Using structured content and systems that improve scalability and consistency

**FAQ Categories:** Creative

---

### [What industries does the Neem creative studio work in?](https://weareneem.com/faq-items/what-industries-does-the-neem-creative-studio-work-in/)

**Published:** May 5, 2026
**Author:** JD

**Content:**

We work across multiple sectors, with particular strength in: Digital commerce (dCOM); FMCG and retail; SaaS and technology platforms; and Public sector and enterprise environments. We are experts in Brand Development.

**Our approach adapts — but our standards remain high.**

**FAQ Categories:** Creative

---

### [How quickly can Neem deliver creative work?](https://weareneem.com/faq-items/how-quickly-can-neem-deliver-creative-work/)

**Published:** May 5, 2026
**Author:** JD

**Content:**

We move fast because we’re structured to. Our integrated model, combining strategy, design, and delivery, removes typical bottlenecks, allowing us to deliver high-quality work at pace without compromising standards.

**FAQ Categories:** Creative

---

### [Do you provide ongoing creative support or just project work?](https://weareneem.com/faq-items/do-you-provide-ongoing-creative-support-or-just-project-work/)

**Published:** May 5, 2026
**Author:** JD

**Content:**

Both. We provide creative support to clients through **one-off projects** such as branding, product design, campaigns. We also love **ongoing partnerships** through embedded teams, continuous delivery, and optimisation. **We flex to what delivers the most value.**

**FAQ Categories:** Creative

---

### [How does Neem collaborate with internal teams?](https://weareneem.com/faq-items/how-does-neem-collaborate-with-internal-teams/)

**Published:** May 5, 2026
**Author:** JD

**Content:**

We work as an extension of your team; not a handoff. What does that mean? Clear ownership and communication; structured workflows; high trust and transparency; and collaboration across product, marketing, and leadership.

**FAQ Categories:** Creative

---

### [What makes Neem a great creative partner?](https://weareneem.com/faq-items/what-makes-a-great-creative-partner/)

**Published:** May 5, 2026
**Author:** JD

**Content:**

A great creative partner doesn’t just make things look good… they make things work. They bring clarity, structure, and accountability to creativity. That’s where Neem is different; we combine creative excellence with operational discipline.

**FAQ Categories:** Creative

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## Categories

### [Social Media](https://weareneem.com/category/social-media/)

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### [Resourcing](https://weareneem.com/category/resourcing/)

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### [Creative](https://weareneem.com/category/creative/)

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### [Development](https://weareneem.com/category/development/)

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### [Data & AI](https://weareneem.com/category/data-ai/)

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### [Consulting](https://weareneem.com/category/consulting/)

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### [Public Sector](https://weareneem.com/category/public-sector/)

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### [People](https://weareneem.com/category/people/)

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### [dCOM](https://weareneem.com/category/dcom/)

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### [Rhino](https://weareneem.com/category/dcom/rhino/)

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## Tags

### [dCom](https://weareneem.com/tag/dcom/)

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### [Consulting](https://weareneem.com/tag/consulting/)

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### [Data & AI](https://weareneem.com/tag/data-ai/)

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### [glance readability](https://weareneem.com/tag/glance-readability/)

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### [accessibility](https://weareneem.com/tag/accessibility/)

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### [EN 301 549](https://weareneem.com/tag/en-301-549/)

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### [creative studio](https://weareneem.com/tag/creative-studio/)

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### [Rhino](https://weareneem.com/tag/rhino/)

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### [Technology](https://weareneem.com/tag/technology/)

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### [Artificial Intelligence](https://weareneem.com/tag/artificial-intelligence/)

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### [AI](https://weareneem.com/tag/ai/)

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### [Application](https://weareneem.com/tag/application/)

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### [Application Modernisation](https://weareneem.com/tag/application-modernisation/)

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### [Legacy Application](https://weareneem.com/tag/legacy-application/)

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### [Application Development](https://weareneem.com/tag/application-development/)

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### [Public Sector](https://weareneem.com/tag/public-sector/)

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### [Digital Transformation](https://weareneem.com/tag/digital-transformation/)

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### [Legacy Application Modernisation](https://weareneem.com/tag/legacy-application-modernisation/)

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### [CaaS](https://weareneem.com/tag/caas/)

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## Portfolio Categories

### [UI/UX](https://weareneem.com/portfolio_category/ui-ux/)

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### [Web Design](https://weareneem.com/portfolio_category/web-design/)

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### [Development](https://weareneem.com/portfolio_category/development/)

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### [Design](https://weareneem.com/portfolio_category/design/)

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### [dCOM](https://weareneem.com/portfolio_category/dcom/)

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### [Creative](https://weareneem.com/portfolio_category/creative/)

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### [Rhino](https://weareneem.com/portfolio_category/rhino/)

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### [Consulting](https://weareneem.com/portfolio_category/consulting/)

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## Portfolio Tags

### [Neem Studio](https://weareneem.com/portfolio_tags/neem-studio/)

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### [Rhino](https://weareneem.com/portfolio_tags/rhino/)

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### [Consulting](https://weareneem.com/portfolio_tags/consulting/)

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### [Development](https://weareneem.com/portfolio_tags/development/)

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### [Resourcing](https://weareneem.com/portfolio_tags/resourcing/)

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### [Design](https://weareneem.com/portfolio_tags/design/)

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### [UI/UX](https://weareneem.com/portfolio_tags/ui-ux/)

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### [Supply Chain Management](https://weareneem.com/portfolio_tags/supply-chain-management/)

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### [Web Design](https://weareneem.com/portfolio_tags/web-design/)

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## FAQ Categories

### [Creative](https://weareneem.com/faq_category/creative/)

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