We run layered checks: semantic content match, audience-market signals, and engagement consistency over the last 30 days. We flag anomalies with fraud detection (follower growth spikes, engagement outliers, bot-like patterns), verify audience demographics and reachability, and surface a one-view score for quick trust decisions.