We run layered checks: semantic analysis of content and hashtags, audience geography/language/gender buckets, engagement normalization vs. follower tiers, recent-post consistency, growth patterns, and fraud signals. Lookalike and reachability filters plus ER, views and posting-cadence normalization flag likely fake or inauthentic audiences.