AI search isn't a static results page; it’s a moving target. Because answers...

https://www.seo-bookmarks.win/measuring-ai-search-visibility-is-a-mess-because-answers-are-non-deterministic

AI search isn't a static results page; it’s a moving target. Because answers are non-deterministic and suffer from extreme geo variability, standard rank trackers are useless. To get reliable data, we’ve had to build custom stacks