Measuring AI search visibility is a headache because results shift constantly...

https://www.tumblr.com/weepingmountainzealot/815689192713617408/what-are-the-baseline-features-ai-visibility-tools

Measuring AI search visibility is a headache because results shift constantly based on context and location. Since LLMs are non-deterministic, static ranking reports are effectively useless