Measuring AI search visibility is a nightmare because LLMs provide...

https://www.emergbook.win/ai-search-visibility-is-elusive-because-results-are-non-deterministic-and-shift

Measuring AI search visibility is a nightmare because LLMs provide non-deterministic answers that shift constantly. Plus, geo variability means your brand’s "answer" changes based on where the user sits