We cross-check creator behavior, audience signals and content patterns. We flag spikes in engagement, mismatched follower geos, sudden growth, and recycled comments. Semantic AI reads captions/transcripts to spot fake themes. Metrics use last-30-day baselines - ER%, views, cadence - to surface anomalies and likely fraud.