We cross-check content context (titles, descriptions, transcripts) with Semantic AI, then validate audiences via fraud detection, engagement-rate normalization (L30D), median/min/max views and audience geo/gender/language. The curated top saudi youtubers 2024 list is filtered for recency, reachability and consistent growth before export.