Cut to the Chase: What 47-Client Tests Reveal About Multi-Language AI Visibility Monitoring

https://www.demilked.com/author/sipsamuwhs/

The data suggests that multi-language AI visibility is no longer a neat extension of single-language tracking — it’s a different problem. I ran controlled visibility tests across 47 clients spanning 18 languages and 6 scripts