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

https://www.list-bookmarks.win/measuring-ai-search-is-difficult-because-responses-are-non-deterministic-and

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