AI search visibility is a moving target. Because answers are non-deterministic...

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

AI search visibility is a moving target. Because answers are non-deterministic and suffer from extreme geo variability, static reporting tools fall apart immediately. That’s why top teams are building custom stacks