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Silver Knight – The Intelligence Layer for Physical Retail Silver Knight is an AI-powered retail intelligence platform that transforms existing CCTV cameras into a real-time business intelligence system. Using YOLO11 for person detection, ByteTrack for customer tracking, and Gemma 3 for AI reasoning, it analyzes customer movement, dwell time, store occupancy, heatmaps, and queue formation without requiring any additional hardware. Unlike traditional surveillance systems that only record footage, Silver Knight converts structured retail analytics into actionable insights. It generates AI-powered customer profiles, summarizes store activity, and provides real-time recommendations to help managers optimize store layouts, reduce checkout congestion, improve staffing decisions, and enhance the overall customer experience. Silver Knight turns ordinary surveillance cameras into an intelligent business advisor, enabling businesses to make faster, data-driven decisions in real time.

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