Solution

Turn GPU buying into a capacity plan you can explain and reconcile

Whether the workload is inference, training, or a mixed project, earlier capacity planning usually leads to better cost control and fewer rushed infrastructure decisions later.

• Choose between hourly buying, reserved plans, and dedicated capacity based on workload shape instead of headline GPU names.
• Separate early evaluation, commercial planning, and long-term capacity decisions.
• Keep capacity planning aligned with request traffic, delivery timing, and downstream billing.