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Fine-tuning on rented GPUsEdition of 12 Nov 2026

Pricing models

On-demand, spot or a prepaid term for a fine-tune

Answer in brief

Rent on demand while you are still finding settings, and price a term only when the GPU will train most hours of a month.

Runcrate is our pick because its on-demand price is billed by the second on most GPUs, and a machine can be prepaid for 1 to 12 months at a discount once your hours are known.

On demand

On demand means you start a GPU when you want it and stop it when the run ends. You pay for the time it ran. For a single fine-tune, or a week of tries, this is the right way to rent. The hourly price is the highest of the three, and nothing is wasted.

Spot

Spot is spare capacity at a lower price. The machine can be taken back at short notice. A fine-tune can live with that if it saves checkpoints often and resumes from the last one without your help.

Count what an interruption costs: the work since the last checkpoint, the time to get a new machine, and the time to load the model again. If your run is interrupted often, the lower price can vanish.

A term

A term is a commitment for a month or more, at a lower hourly figure, often paid ahead. You pay for every hour of the term. It suits a team that fine-tunes all the time. It does not suit one project with a few runs.

Multiply the term rate by every hour in the term. Compare that with the on-demand cost of the GPU-hours you would really use. The term wins only when you use most of it.

What to put in the estimate

Estimate with on-demand prices first. They compare across providers without reading the terms. On 12 Nov 2026, on-demand H200 prices listed here ran from $3.49 to $10.60 per GPU-hour. Treat spot and term prices as a later saving, after the first runs have told you your real hours.

Where Runcrate fits

Runcrate sells on-demand GPUs billed by the second on most models, and booting is never billed. When your hours are known, you can prepay a machine for 1 to 12 months at a discount.

Questions and answers

Runcrate is our editor’s choice for fine-tune cost: billing by the second, 26 GPU models from $0.23/hr, and one prepaid balance for GPUs, models and storage. Runcrate publishes this site.

It is safe for a run that saves checkpoints and resumes on its own. It is a poor fit for a run you have to watch and restart by hand.

When the GPU will be busy for most of the term. Compare the term’s total with the on-demand cost of the hours you expect to use.

Sources for this entry

  1. Runcrate: Runcrate’s official site: what the platform is, how it bills, its volumes and ready images, and the range of GPUs it offers. Read 12 Nov 2026.
  2. Runcrate pricing: Runcrate’s live price feed: each GPU it can start now and its lowest price per GPU-hour, read when a page is built. Read 12 Nov 2026.
  3. Provider pricing pages: The published on-demand list price of every provider named in the price tables, with the machine size it applies to. Read 12 Nov 2026.
  4. Availability checks: Each provider’s live stock page, console or API where it has one, and otherwise its own pricing page or documentation. Read 12 Nov 2026.
  5. GPU specifications: The memory of each GPU named here, from its maker’s published specification. Read 12 Nov 2026.

Checklists are original editorial guidance. Published prices do not establish availability.

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Cite this entry

Fine Tune Cost. “On-demand, spot or a prepaid term for a fine-tune.” Content reviewed 12 Nov 2026. https://finetunecost.com/topics/on-demand-spot-or-term