We flag suspicious patterns via multi-layer checks: sudden follower spikes, reused comment avatars, identical comment text, abnormal like-to-view ratios and engagement timing. We combine semantic audience signals, reachability filters and behavior baselines to score fraud risk and show percent of followers likely to see a post.