GPU fleet monetization
How to monetize your GPU fleet beyond reserved contracts
Reserved capacity contracts fill some of your fleet. The rest sits idle between commitments. A self-service portal lets you sell H100 and H200 hours on-demand, with usage billing, SSO, and a working AI workspace ready on day one. Saturn Cloud is that portal, white-labeled to your brand.
Why on-demand changes the unit economics
Reserved capacity is half the revenue. On-demand is the other half.
A GPU rack on a reserved contract pays for itself. A GPU rack between contracts is loss. On-demand sales close the gap, but only if customers can sign up, get a workspace, and run a workload without an engagement.
Sell H100 and H200 hours on-demand
Customers pick an instance type, launch a workspace, and pay by the GPU-hour. Pricing is yours. Branding is yours. Billing flows back through your finance stack.
Self-service signup and SSO
New customers can sign up, verify, and launch their first GPU job without a sales call. Enterprise customers can attach their IdP and onboard their team in minutes.
Working AI workspace on day one
JupyterLab, VS Code, CUDA, PyTorch, and the standard ML stack are pre-configured. Customers stop fighting drivers and start running workloads, which means they keep paying.
Usage billing built in
GPU-hours per user and project. Idle detection. Exportable invoices. Your billing team gets clean records. Your customers see what they spent before the invoice lands.
How it works
From bare GPU rack to revenue
Your brand, your pricing, your customer relationship
Saturn Cloud is white-labeled. Customers see your name, your domain, your pricing page. We do not show up in the path. Your sales team owns the account.
Runs in your cloud, on your hardware
Deployed into your Kubernetes clusters. Data does not leave your environment. Compliance posture is yours, not a SaaS vendor's.
Mixed reserved and on-demand on one fleet
Reserved tenants get their dedicated capacity. On-demand customers schedule into the rest. Idle capacity returns to the on-demand pool, automatically.
The shift
From "talk to sales" to a working signup flow
| Reserved-only operator | With Saturn Cloud |
|---|---|
| "Contact us for pricing" is the front door | Public pricing, self-service signup, instant access |
| Capacity between contracts is loss | Capacity between contracts is on-demand revenue |
| Every new customer is a multi-week onboarding | New customers run their first job in minutes |
| Customer onboarding emails contain SSH keys | Customer onboarding contains a login URL |
| Billing is hand-rolled per customer | Per-GPU-hour billing, exportable, with idle detection |