Blog

AI agents, RAG, and integrations — notes from production.

Computer Vision for Price-Tag and Label Verification

Computer vision for price-tag verification reads shelf labels with OCR and reconciles them against the system price to catch missing, wrong, or stale tags.

Computer Vision for Promotional Compliance: Are the End-Caps Set Correctly

Computer vision for promotion compliance checks whether end-caps and promo displays match the plan - right products, right signage, right place, on time.

Store Camera Privacy Under GDPR and EU Rules

Retail camera privacy under GDPR turns on data minimisation - process on-device, send a structured event, not an image or video. Not legal advice.

Computer Vision Across 1,000+ Stores: Fleet Ops and Cost Control

Running retail computer vision across 1,000+ stores is a fleet-operations problem - device management, model versioning, broker scaling, and per-store cost.

Computer Vision for a Single Store: Is It Worth It Under 10 Locations

For a single store or a handful, computer vision rarely pays - the model and dashboard build is a fixed cost with almost nothing to amortise it across.

Computer Vision for Forecourt and Petrol-Station Shops

Computer vision for a forecourt shop suits a site run by one person - a small camera budget, high-shrink lines, and alerts that fit a single-staff workflow.

Computer Vision for Warehouse Clubs: Pallet-Level Availability

Computer vision for a warehouse club monitors pallet positions and bulk stacks, not single facings - the gap unit is a pallet and replenishment is by forklift.

Computer Vision for Dark Stores and Quick Commerce: Pick Accuracy

Computer vision in a dark store feeds the picking system, not a store-ops dashboard - slot accuracy, fast replenishment signals, and no customers in frame.

Computer Vision for Electronics Retail: Display Models and Locked Stock

Computer vision for an electronics store watches display-model presence and powered state, peg facings, and locked-case gaps - not open-shelf grocery gaps.

Computer Vision for Hardware and DIY Stores: Bins, Fasteners, Long-Tail SKUs

Computer vision for a hardware store faces bins of near-identical fasteners and long-tail SKUs, so bin-label OCR and conservative confidence do the work.