We cross-check creator content and audience signals across the last 30 days - semantic analysis of video text, hashtag/keyphrase matches, engagement patterns, follower growth and view distributions. Fraud flags include abnormal follower spikes, low reach vs. follower size, bot-like engagement, and audience-market mismatches; results produce an engagement score and audience-quality diagnostics.