We run multi-layer checks: semantic analysis of titles/descriptions/transcripts for Warhammer context, audience profiling (gender, geo, language), engagement consistency vs. one-offs, fraud signals and reachability, plus normalized L30D ER and view distributions to flag inflated or inauthentic audiences.