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

https://www.coast-bookmarks.win/ai-search-is-a-moving-target-outputs-are-non-deterministic-and-vary-by-geo

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