Measuring AI search visibility is broken because standard rank tracking doesn't...

https://orcid.org/0009-0002-0365-4520

Measuring AI search visibility is broken because standard rank tracking doesn't apply to non-deterministic answers. Responses shift based on geo variability, making off-the-shelf tools blind to reality. To get actual data, we build our own stacks