We run layered checks: semantic analysis of video titles/descriptions/transcripts, audience demographics and reach patterns, rolling 30-day ER and view distributions, subscriber growth and recency, plus fraud-detection signals. Results show likely view share, engagement consistency, and flags — all surfaced in the one-view profile.