Retail: semantic catalog search and shelf computer vision

Retail

Build vs Buy: Off-the-Shelf Merchandising Tools vs Custom Computer Vision

Build vs buy for retail computer vision is three options: a packaged shelf-monitoring platform, a from-scratch build, or a custom pipeline on proven parts.

Retail

Computer Vision for Shelf Monitoring: What It Can Actually Detect

Computer vision shelf monitoring reliably flags gaps and misplaced items from photos - but not exact SKUs under glare, small tag text, or depth of stock.

Retail

How Vector Search and Re-Ranking Work Together in Product Search

Vector search and re-ranking in product search are two stages: fast wide-net retrieval, then a precise reorder. Why you need both, and the latency budget.

Retail

Why Keyword Search Fails on Large Product Catalogs

Keyword search fails on a large product catalog because it matches strings, not meaning - and the synonym-list workaround gets worse as the catalog grows.