Best GPU provider for short jobs and experiments

An experiment of twelve minutes has little to do with the hourly rate. What it costs depends on how the provider rounds twelve minutes. Billed by the second it is twelve minutes. Billed by the hour it is sixty.

Run ten such experiments in a day and the provider billing by the hour has charged for ten hours of a GPU you used for two.

First, the billing unit: second, minute or hour. Second, whether each start carries a minimum charge. Third, whether the minutes a machine spends booting are billed.

Price pages often state the first and leave out the other two. Start a machine, stop it after five minutes, and read the charge.

If a machine takes a long time to become usable, a short job turns into a long wait. You lose the time, and if booting is billed, you pay for it too.

Ready images help. An image with the usual libraries installed removes the setup you would otherwise repeat on every start.

Use the smallest card that fits the model. Experiments rarely need the newest datacenter GPU. An RTX Pro 6000 has 96 GB and an RTX 5090 has 32 GB, and both are usually rented one at a time.

On 12 Nov 2026, the median listed RTX Pro 6000 price here was $2.20 per GPU-hour.

Stopping a machine between experiments saves money only if your files survive. Put datasets and model weights on a volume. The next machine attaches it and starts where you left off.

Stopping often is the whole point of renting by the second. A provider that makes stopping costly, through lost files or slow restarts, takes that saving back. Check what a stopped machine still bills for, and what a volume costs each month.

Runcrate bills by the second on most GPUs and by the minute on a few. Booting is never billed. A GPU launches in about four minutes, a ready Devbox crate image saves setup, and volumes keep files between instances.

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