Measuring AI visibility is difficult because LLMs are fluid, non-deterministic...

https://tiny-wiki.win/index.php/The_Four_Dots_AI_Visibility_Stack:_Why_Your_%22SEO_Score%22_Is_Actually_a_Mirage

Measuring AI visibility is difficult because LLMs are fluid, non-deterministic engines. You can’t just scrape a standard SERP anymore; results shift constantly due to massive geo variability, rendering traditional tools obsolete