A first successful AI API request proves that the key, endpoint, model ID, and request shape can work together.
It does not prove that a team is ready to spend money through the same route.
The next decision should be smaller and more explicit: which request is worth paying for, what balance should be at risk, and what evidence will make the cost acceptable.
The step after activation
Once the first request succeeds, the user needs a clean second checkpoint:







