We run multi-layer checks: semantic audience signals, engagement consistency vs. one-offs, follower growth patterns, reachability and demographics, plus platform-normalized ER and view distributions. Our fraud filters flag inorganic spikes, bot-like follower mixes and suspicious engagement; profiles get a pass/fail risk view and audience-market breakdown.