We run layered checks: semantic content analysis, audience demographics and reachability, engagement consistency (L30D ER%, views, cadence), look for abnormal spikes, bot-like behavior and fake followers, and cross-verify past partnerships. Profiles flagged by fraud signals are downgraded so you see trustworthy audience snapshots.