We cross-check audience signals and behavior patterns across recent posts - engagement consistency vs spikes, follower growth trajectories, geo/language splits, and reachability metrics. Semantic matches and posting cadence spot one-offs; fraud flags come from anomalous ER, sudden follower surges, and audience-source inconsistencies.