We run multi-layer checks on creator profiles and audiences. Semantic analysis flags irrelevant or bot-like content. Engagement scoring uses last-30-day ER%, views, cadence consistency. Audience verification inspects gender, geo, language, reachability. Fraud signals - sudden spikes, fake follower patterns, and low reachability - are highlighted.