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

https://www.web-bookmarks.win/ai-search-visibility-is-a-moving-target-because-models-provide

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