We run multi-layer checks: semantic profile/content analysis, audience demographics vs. creator claims, engagement consistency over L30D and cadence, anomaly detectors for bot/farm signals, reachability and follower quality, and cross-metric flags (ER, views, growth, recency). Results surface as fraud-risk and audience-safety scores.