We infer language and location from multi-signal audience sampling - recent-engagers, comment geotags, profile locations, video/watch locations and inferred language in bios/captions/transcripts. Signals feed fraud filters and audience buckets so L30D demographics (countries, cities, languages) are shown with reachability estimates.