Measuring AI search visibility is a nightmare because LLMs don’t rank like...

https://www.unitedbookmarkings.win/measuring-ai-search-is-hard-because-responses-are-non-deterministic-and-subject

Measuring AI search visibility is a nightmare because LLMs don’t rank like traditional search engines. You’re fighting non-deterministic answers and massive geo variability, which break standard SEO crawlers