AI search visibility is notoriously difficult to measure because outputs are...

https://www.third-bookmarks.win/measuring-ai-search-is-a-nightmare-because-answers-are-non-deterministic-and-1

AI search visibility is notoriously difficult to measure because outputs are non-deterministic and heavily influenced by geo variability. Standard rank tracking simply doesn’t cut it when the "result" is a conversational response, not a static URL