We run semantic AI on video titles/descriptions/transcripts, cross-check audience demographics (gender, countries, languages), apply fraud detection and engagement scoring (L30D ER%, views, growth, recency), and normalize metrics for fair comparisons - all shown in the creator’s one-view profile sheet.