We run layered checks: semantic relevance of video titles/transcripts, audience-market breakdown (country, language), engagement consistency vs spikes, follower-growth and view distributions over the last 30 days, reachability estimates, and fraud signals. Results surface in the one-view profile sheet for rapid verification.