One AI infrastructure control platform, explicit controls, measurable usage
Good key management makes AI traffic easier to debug, disable, rotate, and explain. It also prevents one leaked or stale key from becoming an account-wide problem.
Direct provider keys are fine for prototypes. Teams need stronger management once they have multiple users, client projects, sandbox keys, and production traffic.