We flag suspicious patterns by analyzing recent activity and audience composition - sudden follower spikes, abnormal ER distributions, repeat commenters, and geographic/language mismatches. Scores combine fraud signals with engagement consistency (L30D), growth %, reachability and audience-market fit to rank creators for reliable campaign selection.