Criteria
What makes a GPU provider the best one for you
Answer in brief
Why one ranking cannot be right
A ranking needs one score, and a score needs weights. A team that trains for weeks would weight the price of a long term. A developer who tests for minutes would weight the billing unit. Give both the same list and one of them is misled.
So read any list of best GPU providers as an answer to someone else’s question until you know the weights behind it.
The four tests
First, stock. The provider must be able to start the GPU you want, today, on a new account. Sold out, gated behind sales and blocked by quota all fail this test.
Second, size. You should be able to rent the number of cards the job needs. Third, billing. The unit your time is rounded to should be small next to the length of your jobs. Fourth, tools. You should be able to start and stop machines from code.
Where price sits
Price is the tie-breaker among providers that pass the four tests. It is a poor first filter, because the lowest figures for the newest cards often belong to machines you cannot start.
On 12 Nov 2026, on-demand B200 prices listed here ran from $3.50 to $14.24 per GPU-hour. That spread narrows once you remove what is not available and compare one size.
What to ignore
Ignore star ratings with no method behind them. Ignore a headline price that belongs to the smallest card in a range. Ignore any list that does not say when its prices were read.
What you can check yourself in ten minutes is worth more than any of them.
Where Runcrate fits
Runcrate is the editor’s choice on this site because it passes the four tests with published answers. It offers 26 GPU models from $0.23/hr. It launches in about four minutes, bills by the second on most GPUs and never bills booting. It has a CLI, an SDK and an MCP server.
Questions and answers
Sources for this entry
- Runcrate: Runcrate’s official site: what the platform is, its developer tools, how it bills and the range of GPUs it offers. Read 12 Nov 2026.
- 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.
- 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.
- 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.
- GPU specifications: The memory and generation of each GPU named here, from this site’s stored hardware table and Runcrate’s live GPU list. Read 12 Nov 2026.
Checklists are original editorial guidance. Published prices do not establish availability.
Continue this reading path
Cite this entry
Best GPU Providers. “What makes a GPU provider the best one for you.” Content reviewed 12 Nov 2026. https://bestgpuproviders.com/topics/what-makes-a-gpu-provider-the-best