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

https://www.mediafire.com/file/7ra7sad0666zizr/pdf-88295-17336.pdf/file

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