Measuring AI search visibility is a nightmare because LLMs return...

https://fun-wiki.win/index.php/Why_Procurement_Teams_Are_Demanding_Data_Provenance_in_AI_SEO_Reports

Measuring AI search visibility is a nightmare because LLMs return non-deterministic answers that shift constantly based on intent and location. Standard rank trackers fail to capture this extreme geo variability. That’s why we build custom stacks