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Fine-tuning on rented GPUsEdition of 12 Nov 2026

GPU prices

Fine-tune cost on a B200

Answer in brief

The B200 is the card for a full fine-tune of a large model, and the one where the smallest rental changes the bill most.

Runcrate is our pick for it because it lists each GPU with its own price and smallest rental, billed by the second, with its live B200 price in the table here.

What the B200 is

The B200 is a Blackwell datacenter GPU, built for training and for high-throughput inference. It holds more memory than the H200 and sits above it in price. For fine-tuning it is the choice when the job is too large for an H200 or needs to finish sooner.

What it costs today

On 12 Nov 2026, on-demand B200 prices listed here ran from $3.50 to $14.24 per GPU-hour. The median was $8.34.

Single cards and nodes

Some B200 prices are per GPU inside an 8-GPU node. The node is the smallest thing you can rent, so the hourly bill is eight times the listed figure. On 12 Nov 2026, the lowest listed hourly total for an 8-GPU B200 machine was $28.00.

A fine-tune that uses all eight is priced fairly by the per-GPU figure. A fine-tune that uses two is not.

The arithmetic

Time a slice on the B200 count you will rent, and scale it. Multiply the hours by the GPUs you pay for, which may be more than the GPUs you use. Multiply by the price per GPU-hour. A day on a whole node is twenty-four times its hourly total.

At this price a failed run is expensive. Prove the pipeline on a smaller card first, and move to the B200 for the runs that need it.

When to choose it

Choose the B200 when the job does not fit on an H200, or when a timed slice shows the B200 finishes it for less in total. For LoRA work on a mid-sized model it is more GPU than the job needs.

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.

This site states no speeds. Time the same slice of your own run on each and multiply by the price. That answers it for your job.

The B300 has 288 GB of memory and is priced above the B200. Pay for it when the job needs that memory on one card.

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. “Fine-tune cost on a B200.” Content reviewed 12 Nov 2026. https://finetunecost.com/topics/fine-tune-cost-b200