We run layered checks: audience sampling for geo/language/gender, engagement consistency vs cadence, growth-rate anomaly detection, fake-follower signals and view distributions, and semantic content-audience alignment. Results surface as fraud flags, % of followers likely to see posts, and a clear audience-quality score.