Measuring AI search visibility is a nightmare because answers are...

https://fun-wiki.win/index.php/Building_Stability_in_the_Age_of_Entropy:_Solving_Format_Drift_in_LLM_Pipelines

Measuring AI search visibility is a nightmare because answers are non-deterministic and shift constantly based on geo variability. You can’t just scrape a static page anymore. To get actionable data, you need to simulate real-world user behavior at scale