We cross-check creator content (titles, descriptions, transcripts) with semantic AI to confirm comedic format, then audit audience signals - recent engagement rates (L30D), follower growth, geo/language splits, and fraud markers. For sketch comedy youtubers we report normalized ER%, view bands, audience markets and reachability so you can verify fit in minutes.