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

https://www.bookmark-step.win/measuring-ai-search-is-a-nightmare-because-answers-aren-t-just-dynamic-they-re

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