Best GPU Cloud Tools in 2026
Toolradar data: we track 38 gpu cloud tools, 15 of them with a free tier (39%), and 31 entered our catalog during 2026. 25 clear our editorial bar.
Toolradar data: we track 38 gpu cloud tools, 15 of them with a free tier (39%), and 31 entered our catalog during 2026. 25 clear our editorial bar.
This guide covers the 12 that score highest, what separates them, and where each free tier stops. Scores are ours; ratings and review counts come from third-party review platforms.
Quick comparison
| Tool | Free tier | Rating | What it does |
|---|---|---|---|
| Baseten | Yes | 4.3 | Deploy and scale ML models with fast cold starts and dedicated |
| Replicate | No | 4 | Run, fine-tune, and deploy open-source ML models via API |
| Modal | Yes | 4.5 | High-performance AI infrastructure for developers to deploy, t |
| Groq | No | 5 | Ultra-fast LLM inference platform |
| Together AI | No | 4.8 | Run open-source LLMs with serverless inference and fine-tuning |
| vLLM | Yes | n/a | Fast LLM serving with PagedAttention |
| Linode | No | 4.6 | Cloud computing with simple and predictable pricing |
| Fireworks AI | No | 3.8 | Fast inference for open-source AI models |
| Llama.cpp | Yes | n/a | Run LLMs efficiently on consumer hardware |
| Banana | No | 3.9 | Serverless GPU inference for generative AI. Pay per use |
The picks
Baseten
Deploy and scale ML models with fast cold starts and dedicated. Editorial score 87, free tier available, rated 4.3 across 10 third-party reviews.
Full profile, pricing and alternatives
Replicate
Run, fine-tune, and deploy open-source ML models via API. Editorial score 86, paid only, rated 4 across 1 third-party reviews.
Full profile, pricing and alternatives
Modal
High-performance AI infrastructure for developers to deploy, t. Editorial score 85, free tier available, rated 4.5 across 1540 third-party reviews.
Full profile, pricing and alternatives
Groq
Ultra-fast LLM inference platform. Editorial score 85, paid only, rated 5 across 1 third-party reviews.
Full profile, pricing and alternatives
Together AI
Run open-source LLMs with serverless inference and fine-tuning. Editorial score 84, paid only, rated 4.8 across 5 third-party reviews.
Full profile, pricing and alternatives
vLLM
Fast LLM serving with PagedAttention. Editorial score 84, free tier available.
Full profile, pricing and alternatives
Linode
Cloud computing with simple and predictable pricing. Editorial score 82, paid only, rated 4.6 across 428 third-party reviews.
Full profile, pricing and alternatives
Fireworks AI
Fast inference for open-source AI models. Editorial score 82, paid only, rated 3.8 across 2 third-party reviews.
Full profile, pricing and alternatives
How we picked
Every tool here is published on Toolradar with an editorial score of 74 or above, out of 38 tracked in this category. Ordering follows that score, then third-party review volume, so a tool with one glowing review does not outrank one with a thousand. The figures update as the catalog does.
FAQ
How many gpu cloud tools are there?
We track 38 published gpu cloud tools, of which 25 clear our editorial bar. 31 were added during 2026, which reflects when we indexed them rather than when each vendor launched.
Are there free gpu cloud tools?
Fewer than you might expect: 15 of 38 offer a free tier, 39%. This is a category where the serious options are paid, and free tiers are trials in practice.
How should I shortlist?
Start from the constraint that will not move: budget, an existing stack you must integrate with, or a compliance requirement. Filter on that first, then compare the two or three that survive. Ranking by feature count leads to the most expensive tool every time.
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Written by
Louis Corneloup
Founder & Editor-in-Chief at Toolradar. Founder & CEO of Dupple, the publisher of 5 industry newsletters reaching 720K+ tech professionals. Reviews B2B software using a public methodology, see /how-we-rate and /editorial-policy.