Measuring AI search visibility is brutal because LLMs are inherently...

https://www.instapaper.com/read/2008506466

Measuring AI search visibility is brutal because LLMs are inherently non-deterministic. Ask the same query from different cities, and geo variability ensures you’ll get wildly different citations. Off-the-shelf tools simply miss this complexity