We run multilayer checks on recent activity and audience signals - rolling L30D engagement patterns, abnormal spikes vs. cadence, follower geography/language mismatches, low-reach follower clusters and audience quality flags. Creators get an AI fraud score combining these signals so high-risk profiles are flagged for review.