One AI infrastructure control platform, explicit controls, measurable usage
Observability should answer what was called, whether it worked, how much was used, and where operators should investigate.
Provider dashboards can be useful, but product teams often need a cross-workflow view tied to their own keys, customers, workspaces, and funded balance.