Blog
Retail: semantic catalog search and shelf computer vision
Articles on two retail systems we have shipped: semantic search over a 100k+ SKU catalog that lifted search conversion by 25%, and shelf-image computer vision across 150+ stores that raised product availability by 18%.
Topics: indexing and re-ranking, edge inference on store hardware, detection confidence, and what these systems cost per catalog or per store.
Retail
Computer Vision for Loss Prevention vs Shelf Monitoring: Different Systems
Loss prevention and shelf monitoring are different computer vision systems - different cameras, models, placement, data handling, and legal weight.
Retail
Combining Shelf Cameras With POS Data for Better Stockout Signals
Shelf vision plus POS data disambiguates a quiet shelf - a gap the camera sees plus zero recent sales and system stock on hand is phantom inventory.
Retail
Computer Vision for Cold-Chain and Freezer Aisles
Freezer aisles are the hardest shelf-monitoring case - glass doors, reflections, condensation, frost, and cold hardware all work against reliable detection.
Retail
Computer Vision for Queue and Checkout Monitoring
Computer vision for queue monitoring counts people waiting and estimates wait time to trigger open-another-till alerts - counting, not identifying.
Retail
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.
Retail
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.
Retail
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.
Retail
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.
Retail
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.
Retail
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.