We run layered checks: semantic content matching, engagement consistency vs spikes, audience signals (gender, geo, language, reachability), and rolling L30D metrics. AI flags improbable patterns and low-reach subscribers, producing a fraud-risk score plus audience-quality diagnostics for fast verification.