We run audience and engagement signals against multiple guardrails - recent ER% and posting cadence, follower quality (reachability, geo/language distribution), growth patterns, view distributions (min/avg/max) and content-audience semantic matches. Sudden spikes, implausible view/like ratios, and mismatched audience markets flag probable fraud.