ClipCred

ClipCred is a web + mobile AI app that tracks sports pundits, podcasts, and creators by turning their predictions and hot takes into a searchable “forecast ledger.” It automatically clips key statements from YouTube/TikTok/podcasts, extracts the claim (e.g., “Team X will win the division”), assigns a time horizon, and later scores it against real outcomes. Users get creator scorecards, topic-based accuracy (draft, transfers, injuries, betting lines), and a feed of “most wrong” and “quietly right” takes. The app is brutally transparent: sources are linked, clips are playable, and every score shows the exact claim and the outcome data used. Monetization is subscription for power users (advanced filters, alerts, export) plus a creator-facing badge/reporting product. This is not another news aggregator; it’s accountability and analysis on top of existing content.