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

https://www.booknose.win/ai-search-is-a-black-box-you-re-fighting-non-deterministic-answers-and-geo

Measuring AI search visibility is inherently difficult because LLMs are non-deterministic, and responses shift constantly. Throw in heavy geo variability, and standard SEO tools become useless. That’s why we build custom stacks