We run layered checks: audience sampling for gender/geo/language, engagement consistency versus one-offs, fraud signals and reachability filters, follower-tier and growth patterns, plus semantic/content matching. Profiles failing thresholds for bot-like spikes, inactive viewers or mismatched markets are flagged before shortlist.