Measuring AI search is hard; answers are non-deterministic and shift by...

https://alpha-wiki.win/index.php/What_is_the_Real_Difference_Between_AI_Rank_Tracking_and_AI_Mention_Tracking%3F

Measuring AI search is hard; answers are non-deterministic and shift by geography. Off-the-shelf tools fail here. We use residential proxies for authentic lookups and multi-LLM orchestration to parse output