We inspect video titles, descriptions and transcripts with Semantic AI, then cross-check audience country, language and gender. We run fraud detection and normalize ER, views and posting cadence (L30D), report median/min/max views and growth, and surface reachability/contact fields so you can vet mexico youtubers in minutes.