Measuring AI search visibility is a nightmare because answers are...

https://www.bookmark-jungle.win/ai-search-is-a-moving-target-because-answers-are-non-deterministic-and-suffer

Measuring AI search visibility is a nightmare because answers are non-deterministic and shift based on extreme geo-variability. You can’t rely on a standard dashboard to tell you if you’re "ranked." To get real data, we’ve moved to building custom stacks