We flag suspicious activity by cross-checking recent post distributions, abnormal ER spikes, follower growth anomalies, and audience signals (geo, language, gender) against expected patterns. Semantic content and hashtag consistency, lookalike audience mismatches, and engagement irregularities trigger fraud alerts for rapid reviewer verification.