AI agent APIs bill by the step. You dispatch a job and pay for however many tool calls, reasoning steps, or browser actions the model decides to take. Before dispatch, you don't know the final bill — and neither does your user.

That's a problem if you're building a product on top of one of these APIs. "This run will cost about $X" in a product UI...