ShadeMatch
ShadeMatch helps shoppers pick the right light bulbs and fixtures by translating confusing specs (lumens, kelvin, CRI, beam angle) into plain-language recommendations based on your room and goals. You answer a short questionnaire (room size, ceiling height, wall color, task vs ambient, fixture type, dimmer brand), then the app outputs a short list of compatible products with “why this works” explanations and a confidence score. It also flags common gotchas like dimmer flicker risk, enclosed fixture ratings, and mismatched base types. The business model is affiliate revenue plus a small subscription tier for power users (contractors, landlords) that includes multi-room projects and exportable shopping lists. This is a mobile + web app, combining traditional logic with AI for interpreting user photos and product listings.