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

https://telegra.ph/How-Do-I-Measure-Share-of-Voice-in-AI-Answers-Instead-of-Rankings-05-04

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