We run quick, layered checks: recent 30-day ER and view patterns, cadence consistency, sudden follower spikes, audience gender/geo/language alignment, plus semantic scans of bios/hashtags. Suspicious signals—lookalike mismatches or abnormal growth—get queued for deeper review before we mark a profile reliable.