Deploy into your own Azure subscription, on the ND and NC-series GPU VMs you already hold, inside your VNet. Your data, models, and inference stay in your tenant. Saturn Cloud adds the platform layer: managed fine-tuning, inference endpoints, per-token metering, and multi-tenant governance.
Why Azure + Saturn Cloud
Azure gives you the compute, storage, and networking. Saturn Cloud gives your teams a managed AI development and serving platform on top of it, instead of months spent assembling one internally.
Saturn Cloud installs into your Azure subscription on AKS, using Microsoft Entra ID, your VNet, and your network security groups. Data stays in your Blob Storage and your tenant. You keep your reservations and committed spend.
Fine-tune open models (full-weight or LoRA), deploy to OpenAI-compatible inference endpoints, and meter usage per token. Managed environments, distributed training, scheduled jobs, and experiment tracking, all from one interface.
Run on ND H100 v5, NC H100 v5, and ND A100 v4 VMs. Saturn Cloud sets the torchrun and DeepSpeed environment variables, coordinates multi-node jobs across InfiniBand, and reclaims idle GPUs automatically.
Sign in with Microsoft Entra ID. RBAC, shared projects, and cost tracking are included, so access and usage attribution match the identity system you already run.
How it works
GPU VM capacity, AKS, Microsoft Entra ID, VNet, and Blob Storage. Azure already manages the hardware, drivers, and Kubernetes control plane. You keep full control over networking and security policy.
Deploys onto your AKS cluster inside your subscription. Engineers self-service their own fine-tuning jobs, inference endpoints, and training runs. No YAML, no cluster administration, no DevOps bottleneck.
Log in, pick a GPU, upload a dataset. Fine-tune a model, deploy it to an inference endpoint, and start serving tokens. Pre-configured with CUDA, drivers, and standard AI frameworks.
The difference
| Building internally on Azure | Saturn Cloud on Azure |
|---|---|
| Months of engineering to assemble fine-tuning pipelines, inference serving, and per-token metering | Production-ready platform deployed in your subscription in days |
| Custom Entra ID integration, access controls, and per-team resource management | Entra ID SSO, RBAC, shared projects, and cost tracking included |
| Multi-node training coordinated by hand across GPU VMs and InfiniBand | torchrun and DeepSpeed environment variables set automatically |
| GPU idle time from manual provisioning and no automatic reclamation | Automatic idle detection and shutdown with GPU VMs reclaimed when unused |
| No usage attribution across users and projects | Usage tracking and cost allocation per user and project out of the box |
| Locked to a single environment | Same Saturn Cloud experience on-prem, neocloud, or another hyperscaler |
Saturn Cloud resolved my demand for high-performance cloud GPUs and it significantly saved me time. My performance increased by double compared to my previous experience.
— Sara F, Developer