We cross-check creator signals and audience behavior across recent 30-day activity: anomalies in likes/claims vs. subscriber size, abnormal view distributions, sudden subscriber growth, engagement timing spikes, audience geography/language mismatches, and low reachability. Semantic content checks and consistency diagnostics flag one-offs—combined into a fraud score you can review.