ClusterMAX 2.0Underperforming

Hyperbolic

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

ByJordan NanosDaniel NishballDylan Patel
Published

Hyperbolic Quick Stats

ClusterMAX Tier
Underperforming (1 / 5)
Source Rating Cycle
ClusterMAX 2.0
GPUs Offered
H200, H100
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 Hyperbolic cluster cost? Calculate H100, H200, B200 & GB200 NVL72 TCO with the ClusterMAX calculator.

Hyperbolic positions itself as a low cost GPU aggregator, however it’s “high-end” H100 and H200 offerings, are explicitly listed as “beta” on the website. Users can pay for their GPUs with cryptocurrency, bank transfers, or credit card payments.

Our hands-on testing began with exceptionally fast provisioning time, with a new H100 instance spinning up and becoming accessible in under 25 seconds, the fastest we saw in all our research. Unfortunately this was immediately undermined by the state of the software on the node. The instance was pre-provisioned with an out-of-date PyTorch version (2.5.1). Also, essential tools like Docker were not pre-installed.

Source: a brand new H100 node on Hyperbolic

Platform reliability emerged as the most critical failure. Our testing was plagued by persistent connection drops, instances inexplicably falling into an “Unknown status,” and ultimately, a complete failure of the provisioning system that prevented us from creating or accessing any instances.

Source: unknown status…

Source: error in the hyperbolic UI

Overall hyperbolic has a promising business but is lacking basic security attestation, and had among the worst user experience for an on-demand VM from all the marketplaces that we tested. It is unclear if that is on the side of hyperbolic, or the underlying datacenter provider, but we think it illustrates the point about reliability challenges that prospective users of GPU brokers/platforms/marketplaces/aggregators will have to contend with.

Hyperbolic GPU Cloud FAQ

What tier is Hyperbolic in ClusterMAX?

Hyperbolic 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 Hyperbolic SOC 2 Type II certified?

Hyperbolic'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 Hyperbolic support Slurm?

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

Does Hyperbolic support Kubernetes?

Hyperbolic'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 Hyperbolic offer?

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

What is the NCCL all-reduce performance on Hyperbolic?

Hyperbolic'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 Hyperbolic compare to CoreWeave?

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

Is Hyperbolic recommended for LLM training?

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

All ClusterMAX™ 2.0 + 2.1 reviews