We combine semantic analysis of titles/descriptions/transcripts with audience-forensics: compare engagement patterns vs follower cohorts (L30D ER%, views, cadence), flag anomalies (spikes, bot-like ratios), verify audience geography/language and reachability, and surface a fraud score so you can judge YouTube audience quality in minutes.