ClusterMAX 2.0Underperforming

GPU.net

Can rise to Bronze or Silver quickly if critical issues are fixed (security attestation, modern GPUs, etc.).

ByJordan NanosDaniel NishballDylan Patel
Published

GPU.net Quick Stats

ClusterMAX Tier
Underperforming (1 / 5)
Source Rating Cycle
ClusterMAX 2.0
GPUs Offered
H200, H100, L40S
Slurm Support
Not flagged
Kubernetes Support
Not flagged
SOC 2 Mentioned
Not flagged
NCCL Benchmarks
Not in review
Last Updated
Nov 06, 2025

Want to model GPU.net cluster cost? Calculate H100, H200, B200 & GB200 NVL72 TCO with the ClusterMAX calculator.

GPU.net is yet another marketplace, and one of the biggest by the numbers. The homepage proudly displays access to 42 providers, with 121k total GPUs available.

Pricing is reasonable for on-demand, at $2.15/hr per H100. Unfortunately, all H100 and H200 SXM appeared to be unavailable, showing a “Booking Error” when we tried to purchase them. Eventually, we got a 1x H100 80GB PCIe, and a 2x L40S machine to spin up in about 2 minutes each.

Logging into our H100 machine in North America, and our 2x L40S machine in Australia. One has GPU drivers, and one doesn’t. Interestingly, the machine without drivers had docker installed, and the machine with drivers did not.

We saw that the H100 PCIe machine (dubbed “North America” on the console) was created in Hypertsack/NexGen Cloud’s Montreal datacenter, and the 2x L40S machine (dubbed “Australia” on the console) was created in Sharon AI’s Melbourne, Australia datacenter.

Overall, GPU.net is another crypto-focused decentralized marketplace that may provide users the optionality to access to multiple cloud providers. However, they struggle with reliability, a consistent user experience, and many of the basic expectations that we have for a neocloud such as security compliance and attestation.

GPU.net GPU Cloud FAQ

What tier is GPU.net in ClusterMAX?

GPU.net is rated Underperforming tier in the ClusterMAX 2.0 GPU cloud rating system by SemiAnalysis (with the ClusterMAX 2.1 Update applied April 2026). Underperforming is flagged by ClusterMAX as underperforming — capable of reaching Bronze or Silver if critical gaps are fixed. Can rise to Bronze or Silver quickly if critical issues are fixed (security attestation, modern GPUs, etc.).

Is GPU.net SOC 2 Type II certified?

GPU.net's ClusterMAX review does not flag a SOC 2 Type II attestation as confirmed. SemiAnalysis treats SOC 2 Type II as a baseline expectation for any GPU cloud serving enterprise or regulated AI workloads — see the ClusterMAX criteria page for the full security baseline.

Does GPU.net support Slurm?

GPU.net's ClusterMAX review does not call out a first-party managed Slurm offering. Customers wanting Slurm-on-Kubernetes (SUNK, Soperator, Slinky) should compare GPU.net against providers that explicitly list managed Slurm in their offering — see the ClusterMAX /slurm expectations page for the full bar.

Does GPU.net support Kubernetes?

GPU.net's ClusterMAX review does not document a first-party managed Kubernetes service. See the ClusterMAX /k8s expectations page for the managed-Kubernetes bar SemiAnalysis tests against when evaluating GPU cloud providers.

What GPUs does GPU.net offer?

Based on the SemiAnalysis hands-on review, GPU.net offers (or has been publicly tied to) the following NVIDIA / AMD GPU SKUs: H200, H100, L40S. Specific inventory, region availability, and on-demand vs reserved access are detailed in the GPU.net ClusterMAX review.

What is the NCCL all-reduce performance on GPU.net?

GPU.net's ClusterMAX review does not yet publish hands-on NCCL all-reduce results. NCCL all-reduce bandwidth is the standard SemiAnalysis benchmark for InfiniBand / RoCE health on GPU clusters — see the ClusterMAX /health-checks page for the full benchmark methodology.

How does GPU.net compare to CoreWeave?

CoreWeave is the only ClusterMAX Platinum provider, while GPU.net is rated Underperforming. The GPU.net review documents the specific gaps versus CoreWeave across the 10 ClusterMAX criteria (Security, Lifecycle, Orchestration, Storage, Networking, Reliability, Monitoring, Pricing, Partnerships, Availability). See the GPU.net review body and the ClusterMAX /criteria page for the full comparison framework.

Is GPU.net recommended for LLM training?

GPU.net's current ClusterMAX rating (Underperforming) means SemiAnalysis does not directly recommend GPU.net for production LLM training without first addressing the specific gaps called out in the review. See the GPU.net review for the gating issues and see the ClusterMAX /cloudreview index for currently recommended alternatives in Platinum / Gold / Silver / Bronze.

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