By Ali Khosrojerdi
Smart Offer Badges is an AI-powered local offer discovery and ranking concept layered on top of map-based business search. The project tackles the gap between seeing nearby businesses and understanding which real-time promotions are actually worth attention. Based on the visible slides and prototype, the system uses user query understanding, intent classification, AI evaluation, and multi-factor ranking across relevance, distance, and attractiveness, then presents results in a map and card interface with explanation cues.