A shared AI API key feels fast when a team is still experimenting.

One teammate builds a customer demo. Another wires an internal support bot. Someone tests an agent loop. A founder adds a small AI feature to production.

Everything works until the first confusing bill, rate limit, or model error appears.

Then the team has to answer questions the shared key never recorded clearly:

Which project made the request?