Personalized Retail Ads Triggered by Shelf Photos

Smart shelves are transforming in-store marketing by using cameras and AI to detect product changes and instantly update nearby digital signage. When a shelf runs low or a product gains popularity, the system reacts in real time — showing targeted offers that feel personalized to each shopper. This new approach boosts sales, improves efficiency, and creates a more engaging retail experience — all without adding extra staff. Discover how shelf photos and computer vision are reshaping the future of physical retail.