Measuring AI search visibility is difficult because answers are...

https://hotel-wiki.win/index.php/Entity_Disambiguation_for_Brand_Mentions:_How_to_Stop_the_AI_Mix-Up

Measuring AI search visibility is difficult because answers are non-deterministic and prone to massive geo variability. You can’t rely on static scraping anymore. That’s why serious teams are building custom stacks