ClusterMAX 2.0Underperforming

Whitefiber

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

ByJordan NanosDaniel NishballDylan Patel
Published

Whitefiber Quick Stats

ClusterMAX Tier
Underperforming (1 / 5)
Source Rating Cycle
ClusterMAX 2.0
GPUs Offered
B200, H200, H100
Slurm Support
Discussed in review
Kubernetes Support
Discussed in review
SOC 2 Mentioned
Yes
NCCL Benchmarks
Not in review
Last Updated
Nov 06, 2025

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

Whitefiber is a wholly-owned subsidiary of Bit Digital, another company which has recently pivoted from crypto mining to Ethereum staking and AI. Whitefiber went public on the NASDAQ in August 2025, raising approximately $150M. The combined company ($WYFI and $BTBT) has a market cap approaching $1B. Bit Digital recently announced a North Carolina datacenter that can expand from 24MW to 99MW, a large augmentation to their existing footprint in Montreal, with the intention to host more AI customers. In the past the company has mentioned LOI’s for 288MW, and they have publicly announced contracts for 4,096 H100, 1,040 H200, and 464 B200. You can read more about companies like this, and their expansion plans in our datacenter model.

In our testing, Whitefiber’s networking was within the reference numbers if not slightly better for some message sizes.

In terms of other aspects, we were sadly disappointed and did not match the same quality as their networking. we were given a Slinky cluster, with access to both the slurm and kubernetes layer. Unfortunately, neither of them worked. Initially, slurm was inaccessible from a remote machine, with lots of negotiation required to make it work. Meanwhile, at the kubernetes layer, nothing could be scheduled since slurm-bridge was not configured, and all GPU resources were taken by slinky. Eventually, we got a jump box working to get into the slurm cluster, and found the typical slinky footguns: no git, vim, nano, python, or sudo permissions to install software.

Cluster dashboards were long and detailed but missing important metrics about jobs. No active or passive health checks could be found. We were given access to dashboards for clockwork and trainy, neither of which were explained or documented, and were therefore not useful in our testing.

Whitefiber has clearly made investments in their AI cloud offering by hiring a large team of consultants, integrating a custom interconnect to replace NVIDIA, and buying every piece of software pitched to them. Unfortunately, they are held back even from the bronze category for lacking a basic security attestation from a third party auditor, such as SOC 2 Type I/II or ISO27001. We believe that by ClusterMAX 2.1 or ClusterMAX 3 if Whitefiber gets a basic SOC2 Type I compliance in place and fixes their SLURM/Kubernetes orchestration, they would find themselves in at least the bronze tier.

Whitefiber GPU Cloud FAQ

What tier is Whitefiber in ClusterMAX?

Whitefiber 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 Whitefiber SOC 2 Type II certified?

Whitefiber's review on ClusterMAX explicitly discusses SOC 2 posture. See the Security section of the Whitefiber review for the current SOC 2 status, scope of the report, and any related attestations (ISO 27001, HIPAA) tracked by SemiAnalysis.

Does Whitefiber support Slurm?

Yes. The Whitefiber 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 Whitefiber support Kubernetes?

Yes. The Whitefiber review on ClusterMAX covers their Kubernetes offering — whether managed Kubernetes is provided, what control plane is used, and how GPU operator, networking, and storage integrate. See the Orchestration and Storage sections of the review for details.

What GPUs does Whitefiber offer?

Based on the SemiAnalysis hands-on review, Whitefiber offers (or has been publicly tied to) the following NVIDIA / AMD GPU SKUs: B200, H200, H100. Specific inventory, region availability, and on-demand vs reserved access are detailed in the Whitefiber ClusterMAX review.

What is the NCCL all-reduce performance on Whitefiber?

Whitefiber'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 Whitefiber compare to CoreWeave?

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

Is Whitefiber recommended for LLM training?

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

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