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Client Work
·BuiltAI visual identification for the fine-jewelry brand: point a phone at a piece and the system tells you which one it is. Plus the storefront redesign behind it.
Focus
Computer vision · Shopify
CADAR needed "which ring is this?" answered from a photo. The system pulls the Shopify catalog, runs each piece through Gemini to generate structured descriptions of its distinguishing visual features, and matches camera captures against them. An Expo app with vision-camera and OpenCV handles capture on device, a Flask API serves identification, and a benchmarking harness validates match quality; attribute prioritization cut feature schemas by 30 to 60 percent.