Measuring visibility in AI search is fundamentally different from traditional...

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

Measuring visibility in AI search is fundamentally different from traditional SEO because responses are non-deterministic and shift based on extreme geo variability. You can’t rely on static rank trackers to capture these snapshots