Saturn Cloud
Saturn Cloud provides the control plane for GPU clouds, delivering multi-tenant AI/ML infrastructure with hardware-boundary isolation, managed workspaces, fine-tuning, and OpenAI-compatible inference for enterprise AI teams, GPU cloud operators, and AI Factory builders across hyperscaler, neocloud, and bare-metal deployments.
- Company typePrivate
- Founded2019
- HeadquartersNew York, United States
- Headcount11–50
- GTM typeB2B
- OfferingSoftware
What Saturn Cloud does
Saturn Cloud provides the control plane for GPU clouds, delivering multi-tenant AI/ML infrastructure that runs as a Kubernetes application across bare metal, hyperscaler, and neocloud environments. Its platform provides hardware-boundary isolation (per-tenant Kubernetes/Slurm clusters, per-tenant InfiniBand P_Keys, per-tenant storage namespaces) without shared scheduler, etcd, or admission webhooks between customers; managed JupyterLab/VS Code/RStudio workspaces; fine-tuning workflows; OpenAI-compatible inference endpoints via the Token Factory add-on; per-GPU-hour and per-token metering with chargeback reporting; and 24/7 GPU-specialist day-2 operations including Xid error detection, NVML monitoring, and automatic node cordoning. The platform supports NVIDIA Hopper (H100/H200), Blackwell (B200), Blackwell Ultra (B300), and GB200 NVL72 architectures, with MIG partitioning and InfiniBand/RoCE networking, and integrates with BMaaS vendors (Mirantis k0rdent, Red Hat OpenShift, Rafay, Spectro Cloud Palette, OpenNebula, SUSE Rancher Prime) and data layers (Snowflake).
The company monetizes through a hybrid model: hosted pay-as-you-go on Nebius and AWS infrastructure (H100 from $2.95/hr; storage at $0.20/GB/month; billed in $10 increments), three enterprise contract tiers (Standard, Premium, High Security) installed inside the customer's AWS, Azure, GCP, Oracle, or Nebius account with SSO and SLAs, a white-label partner program priced by contract for GPU cloud operators and AI Factory builders (Crusoe, Nebius, Mirantis, OpenNebula), vendor-neutral professional services/consulting engagements, and a free self-serve hosted tier for indie developers and small teams. GTM motion is sales-led for enterprise and channel/white-label for neoclouds, supplemented by AWS Marketplace and product-led self-serve free signup. Customer base spans 28+ named enterprise logos including Stanford, NVIDIA, Mount Sinai, Broad Institute, Cellarity, CFA Institute, Mercury Insurance, Custom Ink, and Checkout.com, with claimed usage of 100,000+ developers across production workloads. The company is privately held, headquartered in New York, with 51-100 employees and approximately $9.5M in disclosed funding across 2019-2021 from SignalFire, Outsiders Fund, and NVIDIA.
Saturn Cloud firmographics
Firmographics- Name
- Saturn Cloud
- Legal name
- Saturn Cloud, Inc
- Website
- https://saturncloud.io
- Company type
- Private
- Founded year
- 2019
- Operating status
- Operating
- Headcount range
- 11–50 employees
- Short description
- Saturn Cloud provides the control plane for GPU clouds, delivering multi-tenant AI/ML infrastructure with hardware-boundary isolation, managed workspaces, fine-tuning, and OpenAI-compatible inference for enterprise AI teams, GPU cloud operators, and AI Factory builders across hyperscaler, neocloud, and bare-metal deployments.
- Ownership category
- akta.pro rank
Saturn Cloud industry classification
Industry- Product category
- GPU Cloud Infrastructure / MLOps Platform
- NAICS
- Computer Systems Design and Related Services (54151), Computing Infrastructure Providers, Data Processing, Web Hosting, and Related Services (518), Software Publishers (513210)
- SIC
- Services-Prepackaged Software (7372), Services-Computer Integrated Systems Design (7373)
- akta.pro primary industry
- AI Compute Cloud & GPU-as-a-Service (HDAAAAAK)
- akta.pro secondary industries
- AI Compute Virtualization & Scheduling (GPU virtualization, cluster schedulers) (HDAAAAAG), Cloud Managed Services (Operations, Monitoring, Patching) (BPAEACAF), Cloud FinOps & SaaS Spend Management (BPAEAOAH)
Keywords
Where Saturn Cloud is headquartered
LocationHeadquarters
- HQ city
- New York
- HQ country
- United States
- HQ region
- North America
Offices1 record
Markets served
Saturn Cloud business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Technology or R&D, Personnel, Infrastructure, Marketing or Sales, Operations
Revenue model
- Hosted pay-as-you-go compute: Hourly billing for Saturn Cloud Hosted on Nebius and AWS infrastructure, billed in $10 increments on the Pro plan; per-hour rates for GPUs (H100, H200, A10G, T4, V100) and AWS instance types plus $0.20/GB/month storage.
- Enterprise contracts: Contract-based pricing for Enterprise tier (Standard, Premium, High Security) installed inside customer's cloud account (AWS, Azure, Google Cloud, Oracle, Nebius); includes SSO, private VPC installation, dedicated support, SLAs.
- GPU cloud operator partner program: White-label platform licensed to GPU cloud operators and neoclouds (Crusoe, Nebius, others) priced by contract under partner programs; enables operators to resell a managed token factory with per-token billing to their tenants.
- Per-token metering for inference: Token Factory bills OpenAI-compatible inference endpoints per-token through the same metering pipeline as GPU-hours, including per-customer endpoints and chargeback reporting for downstream tenants.
- Professional services / consulting: Vendor-neutral GPU infrastructure consulting engagements on Kubernetes-based GPU stacks; services include cluster buildout, multi-node training, day-2 operations/SRE, cost control/chargeback, platform migration, and tenant platform for GPU cloud operators.
- Managed services: Enterprise plan includes fully managed installation, 24/7 on-call rotation, single-point-of-accountability incident response, SLA-backed response times, and custom legal/integration support on the High Security tier.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Usage-based | Pay-as-you-go | Hosted (Pro) — pay-as-you-go hourly |
| Subscription | Multi-year contract | Enterprise Standard — by contract |
| Subscription | Multi-year contract | Enterprise Premium — by contract |
| Subscription | Multi-year contract | Enterprise High Security — by contract |
| Other | Multi-year contract | GPU cloud operator partner program |
| Freemium | Pay-as-you-go | Free hosted account |
Go-to-market motion5 records
Distribution channels6 records
Marketing channels9 records
Saturn Cloud product offering
Product offeringCore offering
Saturn Cloud sells a Kubernetes-based control plane for GPU clouds that delivers multi-tenant isolation, managed JupyterLab/VS Code workspaces, fine-tuning workflows, and OpenAI-compatible inference endpoints with per-token metering. The platform runs as a hosted SaaS (Pro), as an Enterprise self-hosted install inside a customer's own cloud account (AWS/Azure/GCP/Oracle/Nebius/Crusoe), and as a white-label OEM for GPU cloud operators via its Token Factory product.
Product overview
Saturn Cloud offers a single unified platform — branded as the "Control Plane for GPU Clouds" — that runs as either a hosted service (Saturn Cloud Hosted / Pro), a self-hosted Enterprise install inside the customer's AWS, Azure, GCP, Oracle, Nebius, or Crusoe cloud account (Saturn Cloud Enterprise), or a free trial tier (Saturn Cloud Free / Hosted Trial). The core Saturn Cloud Platform provides multi-tenant Kubernetes/Slurm isolation, day-2 GPU operations, metering/billing, and a control plane that sits above bare-metal BMaaS partners (OpenNebula, Spectro Cloud Palette, Mirantis k0rdent, SUSE Rancher Prime, Rafay, Mirantis Red Hat). On top of this core platform sit several productized add-ons: the Saturn Cloud Token Factory (white-label token-billing AI platform for neoclouds and AI Factory operators), the GPU Infrastructure Consulting Services (vendor-neutral professional services), and a broad set of partner-integrated deployment options — Saturn Cloud on Crusoe, on Nebius, on OpenNebula, on Spectro Cloud, on Mirantis, on SUSE, on AWS, on Snowflake, on Azure, and on NVIDIA — which are not separate SKUs but packaged integrations of the same Saturn Cloud platform with named infrastructure, data, and AI software partners.
Differentiator
Problem solved
Functional benefit
Products and services
- Saturn Cloud Platform Saturn Cloud's core control plane for GPU clouds that provides multi-tenant Kubernetes/Slurm isolation, day-2 GPU operations, metering and billing, JupyterLab/VS Code workspaces, fine-tuning workflows, and the foundation for the Token Factory add-on. Used by 100,000+ developers and AI teams in production and by GPU cloud operators and enterprises deploying AI workloads on bare metal, Kubernetes, and Slurm.
- Saturn Cloud Token Factory White-label token-billing AI platform for GPU cloud operators and AI Factory builders. Provides managed fine-tuning jobs (Axolotl, vLLM, Unsloth, TRL), dataset management, OpenAI-compatible inference endpoints, per-token billing, SSO, RBAC, and SOC 2-aligned tooling on NVIDIA Hopper, Blackwell, and Blackwell Ultra GPUs.
- Saturn Cloud Hosted (Pro) Pay-as-you-go hosted plan billed hourly on Saturn Cloud's infrastructure across AWS and Nebius GPU types (H100, H200, A10G, T4, V100, plus CPU instances). Includes Jupyter/R workspaces, jobs, deployments, dashboards, APIs, scheduled jobs, and storage at $0.20/GB/month.
- Saturn Cloud Enterprise Enterprise deployment installed in the customer's AWS, Azure, GCP, Oracle, Nebius, or Crusoe cloud account (or on-prem). Available in Standard, Premium, and High Security tiers with SSO, VPC install, private VPN, restricted IAM, 24/7 support, SLAs, and custom integrations.
- Saturn Cloud Free / Hosted Trial Free hosted account tier for hands-on demos, indie developers, small teams, and AI agent workloads that need GPU access without setup; uses the same Hosted infrastructure as Saturn Cloud Pro.
- GPU Infrastructure Consulting Services Vendor-neutral consulting engagements for enterprise platform teams and GPU cloud operators, covering cluster buildout, multi-node training, day-2 operations/SRE, cost control/chargeback, platform migration, and tenant platform builds on NVIDIA GPU hardware (H100/H200/B200).
Quantifiable outcome
- 100,000+ developers and AI teams use Saturn Cloud in production
- +4 more outcomes
Companies that use Saturn Cloud
Customer profileNamed customers28 records
Segments6 records
Ideal customer profiles5 records
Saturn Cloud technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
Integration4 records
AI capability16 records
Feature7 records
Saturn Cloud partnerships and signals
Strategic signalPartnerships
13 partnerships are on record, tiered flagship and core.
- Spectro CloudflagshipStrategic partnership announced 2026-06-18 to integrate Saturn Cloud's AI capabilities with Spectro Cloud's Palette Kubernetes management platform. Enables enterprises and government agencies to deploy production-ready AI on existing Kubernetes infrastructure with self-service access to Jupyter, VS Code, and RStudio. Extends to Palette VerteX edition with FIPS 140-3 validation and FedRAMP Moderate authorization for defense, healthcare, and financial services deployments.
- Mirantis k0rdent AIcoreInfrastructure automation partner integrated with Saturn Cloud's Token Factory platform. Mirantis k0rdent turns bare metal GPU servers into managed Kubernetes clusters; Saturn Cloud installs via Helm charts in under 30 minutes to deliver the platform layer (JupyterLab, VS Code, job scheduling, model deployments, distributed training coordination, SSO, usage tracking).
- OpenNebulaflagshipInfrastructure automation partner for the Token Factory platform. OpenNebula manages GPU infrastructure (bare metal, virtualization, tenant isolation, governance); Saturn Cloud adds the token factory platform layer with managed fine-tuning, OpenAI-compatible inference endpoints, per-token billing, distributed training, and managed environments. Designed for European data residency and air-gapped deployments.
- RafaycoreInfrastructure automation partner integrated with Saturn Cloud's Token Factory platform; together they enable neocloud operators and AI Factory builders to offer managed fine-tuning, dataset management, and OpenAI-compatible inference on GPU infrastructure.
- CrusoeflagshipStrategic partnership offering an enterprise AI development platform that simplifies AI model building, training, and deployment using GPU-powered Crusoe infrastructure. Supports NVIDIA A100, H100, H200, and L40 GPUs with auto-management and multi-cloud flexibility. Saturn Cloud launches from the Crusoe console into customer VPC; supports NVIDIA AI Enterprise (NeMo, RAPIDS, NIM). Crusoe compute is powered by stranded/renewable energy.
- NebiusflagshipStrategic partnership announced 2025-06-11 to launch a joint AI/ML cloud solution built on NVIDIA Hopper GPUs with support for NVIDIA AI Enterprise software. Globally available turnkey solution with instant deployment, enterprise SLAs, and single sign-on. H100 GPUs available at $2.95/hr.
- SUSE (Rancher Prime)coreSaturn Cloud installs via Helm into SUSE Rancher Prime-managed RKE2 or K3s clusters. Pairs with SUSE Security (NeuVector) for container scanning/runtime protection and SUSE Observability for cluster health; Saturn Cloud adds GPU utilization tracking and per-user usage metrics exportable via OpenTelemetry. Supports FIPS 140-2 compliance and CIS benchmarks for regulated industries.
- NVIDIAflagshipTechnology partner for NVIDIA NIM, NVIDIA BioNeMo, NVIDIA NeMo, NVIDIA Omniverse, and RAPIDS libraries on Saturn Cloud. NVIDIA also runs an Academic Grant Program providing free GPU cloud resources hosted by Saturn Cloud, plus a Telecom Industry Grant for 6G research.
- AWS (Amazon Web Services)flagshipSaturn Cloud Enterprise is available in the AWS Marketplace for installation into customer's own AWS account. Runs as an application inside Kubernetes leveraging EC2, IAM, and VPC. Customers retain full control around user access to AWS data sources.
- SnowflakecoreSaturn Cloud includes Snowflake's Python connector in the Docker image by default, enabling users to read data in Pandas and Dask DataFrames from Snowflake, train ML models using GPUs and Dask, run Prefect ETL jobs to and from Snowflake, and deploy dashboards.
- Microsoft AzurecoreIntegration with Azure Kubernetes Service (AKS), Azure data sources, and Azure Compute infrastructure for enterprise ML deployments inside customer's Azure account.
- Google Cloud Platform (GCP)coreSupported installation target for Saturn Cloud Enterprise inside customer's GCP account, alongside AWS, Azure, Oracle, Nebius, Crusoe, and on-prem.
- Mirantis (k0rdent)coreMirantis k0rdent turns bare metal GPU servers into managed Kubernetes clusters using Metal3 and Cluster API; Saturn Cloud installs via Helm charts in under 30 minutes providing JupyterLab, VS Code, job scheduling, model deployments, distributed training, SSO, and usage tracking.
Scale indicators7 records
Recent moves6 records
Expansion highlights6 records
Saturn Cloud competitors and assessment
Company assessmentDirect peers
- CoreWeave: Specialized GPU cloud provider offering H100/H200 clusters with self-service workspaces and managed Kubernetes; competes directly with Saturn's hosted and partner-deployed GPU cloud positioning for enterprise AI workloads.
- Lambda Labs: GPU cloud and workstation provider serving AI/ML teams with on-demand and reserved H100 instances plus Lambda Stack software; comparable hosted-GPU + software platform model to Saturn Cloud.
- Together AI: GPU cloud with managed inference APIs and fine-tuning on open-weights models; directly competes with Saturn's Token Factory for per-token inference monetization on neocloud-style infrastructure.
- Paperspace (DigitalOcean): GPU cloud offering notebooks, jobs, and deployments for ML teams under DigitalOcean; serves the same SMB-to-enterprise developer base with hosted Jupyter/MLOps experience.
- Modal Labs: Serverless GPU compute platform for AI/ML workloads with Python-first developer experience; competes for the same self-serve hosted customer seeking managed GPU without Kubernetes expertise.
- RunPod: GPU cloud offering on-demand H100/A100 pods, serverless endpoints, and Jupyter notebooks; competes on price-sensitive hosted GPU workloads with a similar developer-led onboarding.
- Vast.ai: GPU marketplace matching idle consumer and data center GPUs to ML workloads; comparable low-cost hosted GPU alternative targeting indie developers and small teams.
- Anyscale: Ray-based AI compute platform offering managed distributed training and inference on GPUs; competes for enterprise MLOps buyers needing scalable AI infrastructure with similar self-service workspaces.
- Lightning AI: PyTorch Lightning creator's AI development platform offering studios, training, and serving on multi-cloud GPUs; directly comparable developer-focused AI cloud platform.
- Domino Data Lab: Enterprise MLOps platform with self-service workspaces, GPU compute orchestration, and governance; competes for the same regulated enterprise AI/ML buyer Saturn targets with its Enterprise tiers.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat5 records
Key risks7 records
Key highlights7 records
Customer concentration
Saturn Cloud social profiles
Digital presenceSaturn Cloud compliance and trust
Trust signalCompliance5 records
Saturn Cloud financial estimates
Financial estimateRevenue estimate
Valuation estimate
Saturn Cloud leadership team
Management profileNumber of profiles
Profiles5 records
Saturn Cloud funding detail
Funding detailFunding overview
Funding rounds3 records
Investors3 records
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Saturn Cloud M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about Saturn Cloud
What does Saturn Cloud do?
Saturn Cloud sells a Kubernetes-based control plane for GPU clouds that delivers multi-tenant isolation, managed JupyterLab/VS Code workspaces, fine-tuning workflows, and OpenAI-compatible inference endpoints with per-token metering. The platform runs as a hosted SaaS (Pro), as an Enterprise self-hosted install inside a customer's own cloud account (AWS/Azure/GCP/Oracle/Nebius/Crusoe), and as a white-label OEM for GPU cloud operators via its Token Factory product.
Is Saturn Cloud a public or private company?
Saturn Cloud is a private company. It is classified as venture growth investor backed and is currently operating.
When was Saturn Cloud founded?
Saturn Cloud was founded in 2019. It employs 11 to 50 people.
Where is Saturn Cloud based?
Saturn Cloud is headquartered in New York, United States, in the North America region.
How does Saturn Cloud make money?
Six revenue lines are on record. Hosted pay-as-you-go compute is the primary driver. The others are enterprise contracts, GPU cloud operator partner program, per-token metering for inference, professional services / consulting and managed services.
Who are Saturn Cloud's main competitors?
Direct peers on record are CoreWeave, Lambda Labs, Together AI, Paperspace (DigitalOcean), Modal Labs, RunPod, Vast.ai, Anyscale, Lightning AI and Domino Data Lab.
Does Saturn Cloud have an API?
Yes. Saturn Cloud offers a public REST API for managing deployments, resources, cluster operations, GPU infrastructure provisioning, usage metering, and token-factory inference endpoints. The API is referenced from the main navigation (https://api.saturncloud.io) and supports operations such as start/stop of deployments, with an API guide and full reference available. Available to Hosted Pro and Enterprise customers and exposed via the GPU operator console for partner integrations. Developer documentation is at api.saturncloud.io/reference/post_api-deployments-deployment-id-stop.
What industry is Saturn Cloud in?
Saturn Cloud's product category is GPU Cloud Infrastructure / MLOps Platform. Its primary akta.pro industry code is HDAAAAAK, AI Compute Cloud & GPU-as-a-Service, with a secondary code of HDAAAAAG, AI Compute Virtualization & Scheduling (GPU virtualization, cluster schedulers). Its NAICS code is 54151 and its SIC code is 7372.