StockScan
A phone-camera shelf checker for independent retailers that detects out-of-stock items, misplaced products, and planogram violations on the store floor in seconds.
small grocery, convenience, and pharmacy store owners who walk their own aisles
- Phone-camera shelf scan that flags empty facings, mispriced tags, and wrong-shelf items
- Planogram compliance score with a visual overlay showing what is wrong and where
- Auto-generated restock list per aisle, shareable with staff or wholesale suppliers
- Weekly shrinkage and out-of-stock trend report per SKU with reorder suggestions
Open models like D-FINE-seg now run real-time detection plus instance and semantic segmentation on commodity hardware, putting shelf-vision within reach for the long-tail of independent stores.
Stockouts and planogram compliance are repeatedly cited as top operational issues for small-format retailShelf Vision & Retail Analytics | ShelfVision AI ↗
Enterprise shelf-scanning (Trax, Focal Systems) targets chains; the SMB tier below them is underservedShelf Vision & Retail Analytics | ShelfVision AI ↗
Independent retailers pay $20-100/mo for inventory SaaS; ROI from reduced stockouts is concreteShelf Vision & Retail Analytics | ShelfVision AI ↗
In-person retail will need affordable shelf analytics for at least the next decade
On-device inference is now realistic with D-FINE-seg style models but still requires per-store SKU fine-tuning