How to tell whether ChatGPT ads are working: attribution and lift tests in plain English
The ChatGPT Ads dashboard counts sales that came after an ad, not sales the ad caused. Here is what OpenAI's new measurement partners do, why view-through numbers mislead, and how to run a simple geo test that shows what the ads added.





