We run layered checks: audience sampling and location/language consistency, engagement vs follower patterns, recent-post distributions, growth spikes, follower-quality signals and reachability. Semantic-match of comments and topical hashtags flags inorganic activity. Suspicious accounts get downweighted in scores and flagged for review.