We analyze recent behavior and audience signals over the last 30 days - engagement consistency, follower growth spikes, view distributions, and reachability. Semantic matching flags irrelevant bots. Performance guardrails (ER, median views, recency) plus fraud heuristics spotlight inorganic spikes and low-quality followership.