From shelf photo to verified data

Our Methodology

Most shelf recognition stops at the algorithm. Ours doesn't. Three stages mean every data point in your dashboard has been checked and verified before you act on it.

Multi-stage AI analysis, verified by retail specialists

Stage 1

Scalable AI Processing

Image Pre-Processing

We resize, normalise, and enhance every in-store photo so the AI can read labels, packaging, and shelf tags with maximum clarity.

Zero-Shot AI Engine

Our core platform provides instant, any-market coverage of any product with zero training lag, capturing entire category layouts right out of the box.

Stage 2

Custom Pattern Recognition

Custom-Trained Models

We train specific models to identify your exact portfolio and competitor SKUs, flagging subtle packaging updates or design variations.

Planogram & Compliance Auditing

The system automatically cross-references digitised shelf layouts against your agreed store-level templates, tracking brand positions, pricing ladders, and stock gaps.

Stage 3

Quality Control & Verification

Automated Quality Control

The system automatically flags any inconsistencies (e.g. promotional stickers, packaging variations, or obstructed tags) for further review.

Retail Specialist Review

Unlike fully automated 'black box' AI systems that pass classification errors straight to your dashboard, we add a final layer of human quality control.

The result: 100% verified data accuracy

Your teams can confidently use our dashboard data to defend category space, protect promotional margins, track competitor pricing, and direct field teams to the highest-value store-level actions.

One platform, three strengths

Proprietary technology

VISTA computer vision, custom-trained recognition models and an Azure-backed data platform — built in-house, improved every wave.

Retail intelligence

Millions of shelf-level data points, distilled into store-level commercial recommendations a category director can act on the same day.

Industry leadership

The Perfect Store framework and a growing body of category commentary the travel retail industry actually reads.

Built by retail experts

We are a team of retail experts with over 50 years of combined experience in the industry. Our journey began with a simple yet powerful mission: to help brands and retailers make faster, smarter, and more informed decisions about their retail execution.

Let’s talk about your shelves.

Tell us where you sell and what’s frustrating you. We’ve got the data, the people and the know-how to put it right.

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