ClusterMAX 2.0Bronze

STN

Meets minimum criteria. Last category we directly recommend; often with inconsistent support or networking gaps.

ByJordan NanosDaniel NishballDylan Patel
Published

STN Quick Stats

ClusterMAX Tier
Bronze (2 / 5)
Source Rating Cycle
ClusterMAX 2.0
GPUs Offered
B200
Slurm Support
Discussed in review
Kubernetes Support
Not flagged
SOC 2 Mentioned
Not flagged
NCCL Benchmarks
In review
Last Updated
Nov 06, 2025

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

STN is second in our list of providers that should be in the silver tier if our testing went better. By comparison, STN is similar to Cirrascale, which is to say STN offers dedicated managed services for clusters that are built-to-order for individual customers. There is no “public” cloud experience, and frankly not much about this is “cloud”. But customers who want a high-touch experience can get it here. In our testing, the STN platform is undermined by significant configuration errors and reliability problems, landing STN in our Bronze tier.

Onboarding is entirely manual, requiring phone calls to review PDFs and set up accounts. We were given a 4-node B200 cluster with impressive hardware, including four network fabrics (RoCEv2 for interconnect and storage) and 25TB of VAST. However, this high-end hardware was let down by basic configuration mistakes. For example, we found seven local NVMe drives unmounted on each node. The Slurm environment was also missing key components for performance: no topology.conf, GPUDirect RDMA was disabled (nvidia_peermem not loaded), and MPI was not installed.

Unfortunately, STN’s biggest weakness was reliability. During testing, we saw two different nodes go into a “down” state, one of which stayed “down” for over two days. Since the STN repair process is entirely manual, it requires customers to spot and report failures themselves. Notably, dcgm health -c is enabled on the nodes, but it is not plugged into Slurm as a HealthCheckProgram.

Checking in on our nodes in “down” state on different occasions

We suggest that in the future, STN focus on actual cluster reliability instead of reporting fake “Uptime SLA” metrics to Grafana.

Source: says that we have evaluated our own SLA and are approaching 100%

Finally, getting jobs to run was a struggle. It took weeks for STN engineers to modify the cluster to include hpcx, nccl, and nvcc, enable GPUDirectRDMA and turn off ACS so that we could a basic nccl-test and torchtitan training job to run on four nodes. We also ran into what looked like network traffic shaping over the WAN that slowed down our downloads, but made speedtest-cli look great.

With all this said, in our conversations with customers, STN has demonstrated that they have the capability to do deep, custom work for their customers. Going forward we suggest that STN work to automate a lot of its Slurm provisioning, health checks, and develop a comprehensive monitoring dashboard to improve reliability. Until then, we feel that STN remains a high-risk choice and a Bronze-tier provider.

STN GPU Cloud FAQ

What tier is STN in ClusterMAX?

STN is rated Bronze tier in the ClusterMAX 2.0 GPU cloud rating system by SemiAnalysis (with the ClusterMAX 2.1 Update applied April 2026). Bronze is the lowest tier ClusterMAX directly recommends. Meets minimum criteria. Last category we directly recommend; often with inconsistent support or networking gaps.

Is STN SOC 2 Type II certified?

STN'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 STN support Slurm?

Yes. The STN review on ClusterMAX covers their Slurm offering — including whether it is managed, self-managed, or runs as Slurm-on-Kubernetes (SUNK, Soperator, or Slinky). See the Orchestration section of the review for the specific Slurm flavor offered and SemiAnalysis' hands-on experience.

Does STN support Kubernetes?

STN'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 STN offer?

Based on the SemiAnalysis hands-on review, STN offers (or has been publicly tied to) the following NVIDIA / AMD GPU SKUs: B200. Specific inventory, region availability, and on-demand vs reserved access are detailed in the STN ClusterMAX review.

What is the NCCL all-reduce performance on STN?

The STN review on ClusterMAX includes hands-on NCCL all-reduce results from SemiAnalysis testing. NCCL bandwidth (in GB/s) is one of the most important indicators of training cluster health — see the Networking section of the review for the specific numbers and how they compare to the ClusterMAX cohort.

How does STN compare to CoreWeave?

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

Is STN recommended for LLM training?

STN is in a ClusterMAX tier that SemiAnalysis directly recommends for production GPU workloads (Platinum / Gold / Silver / Bronze). The STN review details which workload profiles fit best — large-scale pretraining, fine-tuning, on-demand experimentation, or inference — based on hands-on cluster testing.

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