SpotterMap

SpotterMap is a mobile + web app for discovering verified car meets, cruises, and pop-up gatherings with real-time confidence signals. The core problem in car community apps is noise: fake events, last-minute location changes, and fragmented posts across Instagram stories, Discords, and group chats. SpotterMap aggregates event tips from users and partner clubs, then uses lightweight AI to score reliability (recent check-ins, organizer history, photo proof, police/closure reports, and crowd confirmations). Users can follow clubs, set “vibe filters” (stance, JDM, muscle, exotics, off-road), and get alerts when an event is actually happening—not just planned. Organizers get simple tools to broadcast updates, manage capacity, and post rules to reduce chaos. Monetization is realistic: club tools subscription, promoted events, and local sponsor placements (detailers, tire shops) rather than hoping for broad consumer subscriptions.