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Valkyrie is prepaid and billed per use. Your account has a balance (your quota), and your fine-tuning jobs and deployments draw against it. There are no seats and no charges for idle infrastructure. You manage all of this on the Quota screen; your remaining balance is always shown in the top bar of the dashboard.

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How the balance works

Your balance goes down as your models run and back up when credit is added. The Quota screen shows your current balance and the full history of charges and top-ups, so you can always see where the money went.

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Adding funds

Today, you add funds by requesting more balance: open Quota in the dashboard and use Request Quota Increase. Self-serve top-up (paying by card) is not available yet, so if you’re running low, send the request before your balance runs out.

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What you pay for

  • Fine-tuning jobs, GPU time for the training run.
  • Deployments, GPU time while a model is running and serving.
Because GPUs are provisioned on demand, you’re charged for the compute you actually use. Stopping an idle deployment (or putting it on a schedule) stops the associated GPU cost.
A running deployment holds a GPU even when it isn’t receiving requests. If you don’t need a model available around the clock, use stop/resume or a schedule to avoid paying for idle time. See Deploy a model.

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Keeping an eye on spend

  • The Quota screen shows your balance, consumption, and full charge history.
  • The Usage screen shows per-request activity across your deployments.