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

https://www.mediafire.com/file/7ra7sad0666zizr/pdf-88295-17336.pdf/file

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