ReturnProof

ReturnProof is a mobile + web AI app that predicts the likelihood you’ll return a fashion item before you purchase it and tells you why. It connects to your email/retailer accounts (optional) to learn your past returns by brand, category, size, fabric, and price band, then combines that with product-page signals (size charts, reviews, material, cut, photos) to generate a simple “Return Risk” score and sizing recommendation. The app focuses on the unsexy reality: people waste time and money on returns, and retailers lose margin. Users can paste a product URL or use a browser extension to see the score while shopping. For retailers/affiliates, ReturnProof can reduce return rates and increase conversion by steering shoppers toward better-fitting alternatives and flagging inconsistent sizing. Brutal truth: consumers already have size guides and review filters, and many won’t install another shopping app. The only way this works is if the predictions are noticeably better than “read reviews,” and if the UX is frictionless (URL paste/extension) with clear, testable value: fewer returns and less hassle. Monetization is primarily B2B (retailer SaaS/affiliate rev share), with a small B2C premium tier for heavy online shoppers.