We cross-check creator content and audience signals - bio keywords, hashtags, video transcripts, engagement patterns - against fraud indicators and audience demographics. We flag irregular growth, low view-to-follower ratios, inconsistent ER% over 30/90 days, and suspicious audience geos; results surface on the one-view profile with fraud flags and reachability metrics.