AI search visibility is a moving target because answers are non-deterministic...

https://www.mediafire.com/file/7ra7sad0666zizr/pdf-88295-17336.pdf/file

AI search visibility is a moving target because answers are non-deterministic and suffer from massive geo variability. Traditional SEO tools can’t track this because they lack the necessary architecture to query models at scale