SnakeOil - Product Effectiveness Checker

An AI-powered app that lets users snap photos of products to verify marketing claims against scientific research. It analyzes product effectiveness and suggests better alternatives based on peer-reviewed papers. Target users are health-conscious consumers tired of misleading product marketing.

Consumer skepticism toward supplement and wellness product claims is at a peak, fueled by FTC crackdowns on misleading health marketing and the viral spread of "debunking" content on TikTok and YouTube. No clear incumbent owns this space at scale — EWG's Skin Deep covers cosmetics ingredients but not claim verification, and nothing systematically cross-references marketing language against PubMed literature in real time. The $2k–8k/mo revenue band is plausible if built around a freemium model with a subscription tier for power users, but health-conscious consumers are notoriously price-sensitive and often expect this kind of information for free from bloggers or Reddit. The biggest risk is accuracy liability — one confidently wrong AI verdict about a medical claim invites regulatory scrutiny and user backlash that a small team has almost no infrastructure to handle.