A production AI gateway should answer: who can call the model, who consumed the tokens, what happens on a spike, how quotas and cost are controlled, whether requests and errors are visible, and whether leadership can read a simple monthly report.
My AI Gateway Validation Kit turns those questions into automated probes and a scored report.