FitFinder

FitFinder is a mobile + web AI shopping companion that recommends clothing based on how items will likely fit you, not just your style. Users answer a short body/fit quiz (and optionally add a few known sizes from brands they already wear). The app then generates a personalized “fit profile” and ranks products by predicted fit confidence, highlighting likely issues (tight shoulders, long inseam, high waist, etc.). It works best as a browser extension or share-sheet tool: paste a product link from any store and get a quick fit score, size suggestion, and alternative picks that are more likely to fit. The brutal truth: style recommendations are commoditized; fit is where returns and frustration happen. FitFinder focuses on reducing bad purchases and returns, while staying realistic about uncertainty with confidence bands and clear caveats.