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

https://golf-wiki.win/index.php/Why_Global_IP_Rotation_Matters_for_Local_Citation_Patterns

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