We analyze creator behavior and audience signals across rolling 30-day data: engagement patterns vs one-offs, follower growth consistency, view distributions, audience-location/language mixes, and anomaly flags. Semantic matching plus reachability checks and normalized ER/views expose bots, bought likes, and suspicious audiences.