AI visibility is notoriously difficult because answers are non-deterministic...

https://www.strobe-bookmarks.win/measuring-ai-search-visibility-is-brutal-because-answers-are-non-deterministic

AI visibility is notoriously difficult because answers are non-deterministic and shift with heavy geo variability. Off-the-shelf tools simply aren't built for this kind of volatility