We run multi-layered checks: semantic analysis of content and hashtags, audience-demographics validation (gender, geo, language), engagement consistency vs. one-offs, follower-quality screening and reachability scoring, plus ER, views and growth patterns over the rolling L30D window to flag anomalies and likely fraud.