We combine behavioral and content signals from recent posts - L30D engagement patterns, view distributions, posting cadence and audience geography - with semantic analysis of video titles/descriptions/transcripts. Outliers, sudden spikes, low reachability and anomalous follower cohorts flag fraud; verified audiences pass these cross-checks.