We run multi-layer checks: semantic analysis of content and hashtags, audience demographics and engagement patterns, plus rolling L30D metrics to spot abnormal spikes. Fraud flags include sudden follower surges, low view-to-follower ratios, inconsistent cadence, and bot-like engagement. Results surface in the AI-audited profile sheet.