We run semantic AI across video titles, descriptions and transcripts to surface relevant channels, then apply fraud detection, rolling L30D ER% normalization, median views, growth%, audience geo/language splits and reachability filters. The result: a ranked set of popular mukbang youtubers with verified audience health.