Measuring AI search visibility is a headache because you’re dealing with...

https://www.foxtrot-bookmarks.win/ai-search-isn-t-a-static-list-because-answers-are-non-deterministic-and

Measuring AI search visibility is a headache because you’re dealing with non-deterministic answers and extreme geo variability that standard tools can’t touch. Most off-the-shelf solutions fail here