PaleBlueDot is one of the many marketplaces covered in the underperforming tier that is missing a basic security attestation. We had a good experience testing some of the five different clouds that are aggregated on the PaleBlueDot marketplace. It was easy to spin up and connect to virtual machines, and we were only charged by the minute. We encourage PaleBlueDot to consider onboarding more providers in order to increase GPU availability and provide a true cluster experience via slurm or kubernetes orchestration and shared storage.
ClusterMAX 2.0 — Underperforming
PaleBlueDot
Can rise to Bronze or Silver quickly if critical issues are fixed (security attestation, modern GPUs, etc.).
ByJordan NanosDaniel NishballDylan Patel
Published
PaleBlueDot Quick Stats
- ClusterMAX Tier
- Underperforming (1 / 5)
- Source Rating Cycle
- ClusterMAX 2.0
- GPUs Offered
- Not detailed in review
- Slurm Support
- Discussed in review
- Kubernetes Support
- Discussed in review
- SOC 2 Mentioned
- Not flagged
- NCCL Benchmarks
- Not in review
- Last Updated
- Nov 06, 2025
Want to model PaleBlueDot cluster cost? Calculate H100, H200, B200 & GB200 NVL72 TCO with the ClusterMAX calculator.
PaleBlueDot GPU Cloud FAQ
What tier is PaleBlueDot in ClusterMAX?
PaleBlueDot 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 PaleBlueDot SOC 2 Type II certified?
PaleBlueDot'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 PaleBlueDot support Slurm?
Yes. The PaleBlueDot 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 PaleBlueDot support Kubernetes?
Yes. The PaleBlueDot 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 PaleBlueDot offer?
The PaleBlueDot ClusterMAX review covers their current GPU inventory and on-demand availability. SemiAnalysis tracks H100, H200, B200, GB200 NVL72, GB300 NVL72, and MI300X / MI355X availability across all 85 providers in the ClusterMAX 2.0 + 2.1 cohort.
What is the NCCL all-reduce performance on PaleBlueDot?
PaleBlueDot'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 PaleBlueDot compare to CoreWeave?
CoreWeave is the only ClusterMAX Platinum provider, while PaleBlueDot is rated Underperforming. The PaleBlueDot review documents the specific gaps versus CoreWeave across the 10 ClusterMAX criteria (Security, Lifecycle, Orchestration, Storage, Networking, Reliability, Monitoring, Pricing, Partnerships, Availability). See the PaleBlueDot review body and the ClusterMAX /criteria page for the full comparison framework.
Is PaleBlueDot recommended for LLM training?
PaleBlueDot's current ClusterMAX rating (Underperforming) means SemiAnalysis does not directly recommend PaleBlueDot for production LLM training without first addressing the specific gaps called out in the review. See the PaleBlueDot 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
Platinum
Silver
Bronze
Underperforming