Solutions

AI Shelf & Product Recognition

A smart, visual shelf audit solution that turns store photos into structured data and actionable insights, at scale. From shelf photos to action, with complete visibility per store, per SKU.

Revolutionising retail through AI-driven data.

In retail, you don’t win with a strong assortment alone, you win with flawless execution on the shop floor. With INPROVE’s Automated Shelf & Product Recognition (AI Shelf Intelligence), shelf images become instant decision-ready insights: On-Shelf Availability (OSA), planogram compliance & product placement, facings / share of shelf, prices & promotions, displays, and competitive activity, always backed by photo evidence.

Complete visibility. Perfect retail execution.

Who is it for?

For retailers and brands/CPG that want to steer in-store execution at scale: Category Management, Trade Marketing, Sales/Field teams, and Operations. From pilots to rollouts across hundreds or thousands of stores.

Why image recognition (not just barcodes)?

Because barcodes rarely tell the full story. Price labels, promo tags, and shelf context determine whether your strategy is truly executed. Image analysis delivers that complete reality, exactly as the shopper sees it.

Retail execution, digitised.

How does it work?

  • Capture: standardized shelf photos via field teams/auditors
  • AI analysis: computer vision detects SKU’s, prices, promotions, and shelf structure; generative AI standardizes the output (including product name normalization) and keeps reporting consistent
  • Quality assurance: targeted human-in-the-loop checks focus on exceptions (edge cases), so you can rely on robust, trustworthy data
  • Dashboards & alerts: priorities per store/region, including automated signals for OOS, missing displays, and price/promo deviations

See every shelf. Fix every leak. Faster audits. Faster reporting. Faster action.

What does it provide?

AI-driven shelf intelligence that transforms store audits into real-time, scalable retail visibility across locations.

Pricing accuracy

Promotional insights

On-shelf availability

Planogram Compliance

Display Quality

What does it deliver?

Our AI-powered analysis reveals product availability, placement, visibility, and compliance, helping you optimise shelf performance and identify opportunities to increase sales.

Faster turnaround

From weeks of manual work to processing within a few business days, critical because price/promo data has a short relevance window.

Proven impact

Planogram monitoring has improved with +30% audit accuracy and -70% reporting time.

More control over pricing & promotions

Fast detection of deviations and competitive moves, so you can react sooner.

Scalability

Suitable for full-store scans (up to hundreds of thousands of items) with consistent outputs across locations.

Turn compliance into growth, not debate.

Ready to move from “we think…” to “we know, per store, per SKU”?
Book a demo and turn shelf images into decisions, actions, and results.