We run layered checks on recent activity and audience signals - engagement consistency over the last 30 days, follower growth patterns, reachability and demographic mix, and abnormal interaction flags. Semantic matching and normalized ER/views spot bot-like spikes. Results surface as fraud-risk and audience-quality scores.