We run layered audience checks - semantic analysis of bios/hashtags/content, demographic breakdowns (gender, geo, language), engagement consistency vs. one-offs, follower-growth patterns and reachability. Fraud signals trigger alerts via abnormal growth, bot-like engagement or mismatched audience makeup before you shortlist.