We cross-check creators’ content and audiences using semantic analysis of video titles/descriptions/transcripts, audience-location and language filters, engagement & fraud signals, rolling 30-day ER and view distributions, and audience demographics. For the top iraqi youtubers we surface geo-match, gender, reachability and fraud-reduced cohorts.