We run semantic analysis on titles/descriptions/transcripts, cross-check audience demographics (gender, geo, language) and engagement patterns over the last 30 days, apply fraud-detection and reachability filters, normalize ER%/views/cadence, and flag one-offs so you see a clean, data-backed snapshot of audience quality.