Measuring AI search is tough because answers are non-deterministic and shift...

https://wiki-velo.win/index.php/How_Do_I_Compare_AI_Answer_Behavior_Across_ChatGPT,_Claude,_Gemini,_and_Perplexity%3F

Measuring AI search is tough because answers are non-deterministic and shift wildly based on geo variability. Traditional scrapers don't cut it—they can’t map how LLMs actually perceive or cite your brand. That’s why we built our own stack