We cross-check audience signals and behavior patterns across recent 30-day activity. We flag suspicious spikes, abnormal follower growth, low reach vs. follower counts, and inconsistent engagement. Semantic content-audience matching, engagement normalization, and fraud heuristics produce a verified authenticity score.