Running a quiz workflow after every assistant turn uses some additional tokens, but its classification step is lightweight and it runs without the user needing to remember to trigger it.

“because like you know you have to sort of do it after every end of the assistant turn but it's like a lightweight classification and then you can like you know get this quiz and then you'll see like you know cloud will always do it for you you don't need to remember to do it”