AI search is a moving target. Because responses are non-deterministic and...

https://wiki-club.win/index.php/Why_Prompt_Quirks_Change_Mention_Extraction_Reliability

AI search is a moving target. Because responses are non-deterministic and suffer from extreme geo variability, standard SEO tools fail. To measure visibility, you need a custom stack