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

https://www.kilobookmarks.win/ai-search-is-non-deterministic-and-heavily-geo-variable-standard-tools-fail

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