Measuring AI visibility is difficult because LLMs provide non-deterministic...

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

Measuring AI visibility is difficult because LLMs provide non-deterministic answers and results suffer from extreme geo variability. Standard tools simply can’t track this chaos