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

https://penzu.com/p/1d99ecc443382d29

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