ReturnRadar
ReturnRadar is a mobile + web AI app that personalizes shopping recommendations using what most recommenders ignore: your return behavior and “regret signals.” Users connect email/order history (Gmail/Outlook) or forward receipts, then the app builds a private profile of sizing issues, brand-specific fit outcomes, defect rates, shipping delays, and how often you keep items by category. When you browse products (via share link, barcode scan, or browser extension), ReturnRadar scores items with a “Keep Likelihood” and flags common failure reasons (runs small, flimsy fabric, misleading photos, poor warranty). It also suggests safer alternatives with higher keep probability at similar price points. This is not a magical taste engine; it’s a pragmatic risk-reduction layer that helps people stop wasting time and money on purchases they’ll return. Monetization: affiliate links + optional premium for deeper analytics and retailer-specific alerts.