AI search is notoriously hard to measure due to non-deterministic answers and...

https://iris-wiki.win/index.php/What_should_I_ask_an_SEO_agency_about_AI_visibility_measurement_in_an_RFP%3F

AI search is notoriously hard to measure due to non-deterministic answers and intense geo variability. Standard tools miss the mark. That’s why we build custom stacks with residential proxies and multi-LLM orchestration