We analyze creator behavior and audience signals across the last 30 days - looking for abnormal follower growth, engagement spikes, low reachability, and mismatched audience demographics. Semantic checks on content, normalized ER and view distributions, plus lookalike and fraud filters, flag likely inauthentic audiences for review.