Cloud AI costs split into two distinct billing models: per-token inference on managed model APIs and per-hour compute on GPUs you schedule yourself. Engineers in Portugal evaluating a production deployment usually compare these without realizing they behave like completely different cost curves. Token pricing scales linearly with usage and hides …