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

https://technivorz.com/the-quiet-race-among-european-seo-firms-to-build-their-own-ai/

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