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

https://www.insert-bookmark.win/ai-search-is-non-deterministic-and-geo-dependent-leaving-standard-tools-blind

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