We run multi-layer checks: semantic content analysis of bios/posts, audience sampling for gender/geo/language, engagement-consistency vs. one-offs, reachability scoring, and fraud flags (sudden spikes, low-view ratios, bot-like patterns). Results feed an audit score and visible diagnostics you can review.