Introduction: AI-run people counting devices provide authentic-time customer flow data, enabling outlets to scale back congestion, enhance employees allocation, and enhance shopper working experience with swift processing and large recognition. Daily routines in fast paced retail environments often reveal surprising inefficiencies: crowded aisles,