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

https://meet-wiki.win/index.php/How_do_you_run_AI_visibility_tracking_across_195_countries%3F

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