On-Premise & Private Cloud

GPU Management Platform

Deploy in 5 minutes. 90%+ GPU Utilization.
Zero DevOps overhead.

Built for teams who need complete ownership and control over their GPU infrastructure. Deploy on-premise or in your private cloud — your data stays with you.

~95%
GPU Utilization
<30s
To SSH Access
7x
GPU Efficiency

NVIDIA MIG

Run up to 7 isolated models on a single GPU

7x Efficiency

Serverless GPU

Like Slurm, but with instant provisioning

<30s Setup

Credit-based Quota

Flexible credits replace rigid time slots

Pay-per-use

RBAC Permissions

Fine-grained team and role-based access control

Self-serve
On-Premise & Private Cloud
Your data stays with you
Enterprise security

Self-Host GPUs Without DevOps Overhead

Different teams, different needs — one platform. Everything you need to manage GPUs at scale.

7x Efficiency

NVIDIA MIG

Run up to 7 isolated models on a single GPU with hardware-level isolation and dedicated resources.

7 instances per GPUHardware isolationDedicated memory
<30s Provisioning

Serverless GPU

Like Slurm, but instant. Submit jobs and get GPUs in seconds with automatic scaling.

Instant provisioningAuto-scalingQueue management
~95% Utilization

Spot VM

Maximize GPU utilization with preemptible instances that yield gracefully when needed.

Graceful preemptionCost savingsHigh availability
Pay-per-use

Credit-based Quota

Replace rigid time slots with flexible credits. Use what you need, when you need it.

Flexible billingNo time slotsTeam budgets
Full Root Access

SSH & Jupyter Access

VM-like environment with full root access, Docker support, and built-in Jupyter notebooks.

Full root accessDocker supportVSCode integration
6+ Templates

Research Templates

Pre-configured environments for genomics, medical imaging, and protein folding research.

ParabricksClara & MONAIAlphaFold
Self-serve Access

RBAC Permissions

Fine-grained permissions for VM, API, billing, deployment, monitoring, and admin access.

Role-based controlTeam isolationAudit logging
24/7 Visibility

GPU Heatmap

Real-time visualization of GPU utilization across your entire fleet with 24-hour history.

Real-time view24h historyFleet overview

Platform Tiers

Choose the right tier for your GPU management needs. All tiers include on-premise and private cloud deployment.

Starter

For teams up to 5 GPUs

Free forever
Most Popular

Scale

For teams up to 50 GPUs

Hyperscale

Unlimited GPUs

Enterprise
Compute
VM (GPU Passthrough)
NVIDIA MIG
Spot VM
Deployment
One Click Deploy (Dedicated Endpoint)
Float16 Blueprint
Management
Time-based quota
RBAC
Yes
Yes
Yes
Billing system
GPU Usage Monitoring
Support
Support Ticket

Looking for more advanced features?

We offer additional enterprise capabilities including vGPU, serverless GPU, hybrid cloud deployment, and more. Contact us to learn about our full feature set.

How Float16 Compares

Choose the right GPU infrastructure solution for your organization.

Recommended

Float16

Serverless GPU, AI PaaS, Hybrid Cloud

Slurm

Traditional HPC job scheduler

Kubernetes

Container orchestration

Traditional VM

Legacy virtualization

Baremetal

Direct hardware access

Multi-Tenancy
Quota Management
Workload Type
VM, Serverless, API
Batch / HPC
Containers
VMs
Any
Cloud Strategy
Hybrid Cloud
Single Cloud
Hybrid Cloud
Single Cloud
Single Cloud
Docker Support
Full Docker
No Docker
No DinD
Full Docker
Full Docker
80%
TCO Reduction
5x
Faster Deployment
90%+
GPU Utilization

Best for: Multi-tenant teams needing quota management

Float16 combines the flexibility of serverless with enterprise-grade quota control.

Choose Your Deployment

Deploy on your infrastructure for full control, or explore the platform on Float16 Cloud.

Recommended

Your Infrastructure

On-Premise & Private Cloud

Deploy the GPU Management Platform on your own infrastructure for complete control and data sovereignty.

  • Full control over your hardware
    1000+ GPUs
  • Data stays in your environment
    100% Privacy
  • Custom security policies
    SOC2 Ready
  • Compliance with your requirements
    HIPAA Ready
  • Dedicated support & SLA
    24/7 Support
  • Custom integrations
    Full API

Float16 Cloud

Explore the Platform

Try the GPU Management Platform on our cloud to experience the features and capabilities.

  • Instant access
    5 min setup
  • No setup required
    Zero DevOps
  • Explore all features
    Full Access
  • Get the mood and feel
    Free Trial
  • Developer-friendly
    REST API
  • Pay as you go
    No Lock-in

One Platform, Five Personas

Different teams, different needs — one unified platform that adapts to every role.

7x
GPU Efficiency

Software Developers

Deploy LLMs on your own GPU clusters without the DevOps nightmare.

  • MIG for running up to 7 models per GPU
  • 4-in-1 deployment with RAG templates
  • Protected endpoints with bot prevention
  • Real-time streaming analytics
<30s
To SSH Access

Data Scientists

VM-like GPU access with SSH, VSCode, and Docker — no YAML required.

  • SSH and VSCode with full root access
  • Credit-based quota instead of time slots
  • Docker build and run support
  • Serverless GPU queue for batch jobs
~95%
Utilization

ML Engineers / MLOps

Isolated GPU workspaces for your team with fine-grained permissions.

  • Team GPU sharing with isolated workspaces
  • Spot VM with graceful preemption
  • RBAC for VM, API, billing, and deploy
  • Self-serve team access management
6+
Templates

Researchers

Web-based GPU access with pre-configured research templates — no CLI needed.

  • Full GUI dashboard with Jupyter built-in
  • Parabricks, Clara, AlphaFold, MONAI templates
  • Credit-based billing for flexible usage
  • H100 GPUs for high-performance research
24/7
Visibility

DevOps / Infrastructure

One platform for data scientists who want VMs and developers who want APIs.

  • Multi-tenant isolation and RBAC
  • Unified dashboard with GPU heatmap
  • Usage analytics and audit logging
  • Flexible quota system per team

Common Use Cases

See how teams are using the GPU Management Platform to streamline their GPU operations.

Up to 7 models/GPU

LLM Deployment

Deploy LLMs with MIG for up to 7 models per GPU, 4-in-1 deployment patterns, and RAG templates.

135x faster genomics

Research Computing

Pre-configured templates for Genomics (Parabricks), Medical Imaging (Clara, MONAI), and Protein Folding (AlphaFold).

50+ concurrent teams

Team Collaboration

Isolated workspaces with RBAC permissions for VM, API, billing, deploy, and admin access.

<30s provisioning

Batch Processing

Serverless GPU queue like Slurm with instant provisioning and credit-based billing.

99.9% uptime

API Services

Protected endpoints with bot prevention, rate limiting, and real-time streaming analytics.

~95% utilization

GPU Optimization

Maximize utilization with Spot VM, MIG partitioning, and 24/7 GPU heatmap monitoring.
On-Premise & Private Cloud

Ready to Deploy on Your Infrastructure?

Transform GPU chaos into unified control. Get a personalized demo and see how Float16 can streamline your GPU management.

Setup in 5 minutes
90%+ GPU Utilization
On-Premise Ready
Enterprise Security
Data Sovereignty
24/7 Support

Frequently Asked Questions

Everything you need to know about the GPU Management Platform.