LuxFitAR
LuxFitAR is a mobile AI + AR shopping assistant for home lighting that helps shoppers avoid the most common failure: buying fixtures that look great online but feel wrong in the room. Users scan a room, the app estimates ceiling height, mounting type, and key surfaces, then places true-to-scale fixtures with realistic brightness and color temperature previews. It also flags compatibility issues (junction box type, sloped ceiling, dimmer support, bulb base) and generates a short “buy list” with the exact parts needed. The app earns revenue via affiliate links and retailer integrations, but it’s realistic: without tight catalog data and retailer buy-in, it’s just a cool demo. So the MVP focuses on a narrow set of popular fixture categories (pendants, sconces, floor lamps) and a limited partner catalog where specs are reliable.