Measuring AI search visibility is brutal because LLMs are inherently...

https://instaquoteapp.com/neighborhood-level-geo-testing-for-ai-answers-is-that-even-possible/

Measuring AI search visibility is brutal because LLMs are inherently non-deterministic. Ask the same query from different cities, and geo variability ensures you’ll get wildly different citations. Off-the-shelf tools simply miss this complexity