We run multi-layer checks: semantic matching on titles/descriptions/transcripts to confirm niche relevance, audience-demographics sampling (gender, geo, language), engagement-normalization (L30D ER%, views, cadence), and fraud detection to flag bots or inauthentic reach for big titty youtubers.