AI search visibility is notoriously difficult to measure because outputs are...

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

AI search visibility is notoriously difficult to measure because outputs are non-deterministic and heavily influenced by geo variability. Standard rank tracking simply doesn’t cut it when the "result" is a conversational response, not a static URL