We run multi-layer checks: semantic analysis of video titles/descriptions/transcripts, audience geo/language filters, engagement normalization (L30D ER%, views, cadence), lookalike and fraud detection to flag fake followers, and audience snapshots (gender, cities) so you get Bakersfield-rooted, reachable viewers.