We cross-check channel metadata, titles, descriptions and transcripts with semantic AI to flag irrelevant content. Audience signals - recent ER%, view distributions, follower growth, geography, and engagement consistency - are normalized and compared vs. peers to expose inflated reach and bot-like patterns.