SpoilerSeal

SpoilerSeal is a mobile + web app that blocks spoilers across social feeds, news, YouTube titles, and Reddit-style threads by using user-set “watch states” (e.g., Season 2 Episode 4) and a spoiler taxonomy (plot twists, eliminations, endings, cameos). It works via a browser extension and in-app feed viewer, masking risky text and thumbnails and letting users reveal content intentionally. It’s a combination traditional + AI app: rules handle obvious keywords, while an LLM classifier flags spoiler-likely passages with confidence scores and explains why something was hidden. Users can follow shows, movies, sports leagues, and games, set “safe windows,” and share spoiler-safe links with friends. Monetization is straightforward: freemium with limited sources, plus a paid tier for full coverage, family profiles, and cross-device sync. The app lives or dies on accuracy and low friction, so the MVP focuses on a few high-traffic sources first.