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

https://www.livebinders.com/b/3707927?tabid=70628733-6177-8a97-9d66-3cf7e9b7160f

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