A restaurant chain approached us with a strategic challenge: they wanted to build a next-generation video-analytics platform capable of transforming how their restaurants operate. The vision included customer recognition at the cashier, automatic loyalty rewards without cards, quality monitoring in kitchens, and detection of fraudulent staff behavior. Our role was to analyze the technological landscape, evaluate vendor options, and design a long-term strategy for building a scalable in-house product.