We cross-check audience signals and behavior patterns over the rolling 30-day window: engagement consistency, follower growth spikes, geographic & language splits, reachability, and topical affinity. Semantic AI analyzes captions/hashtags; fraud flags mark inorganic spikes. Results surface in the one‑view profile sheet for quick verification.