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Answers

Are there multi-tenant Baremetal GPU provisioning platforms?

Gemini gemini-2.5-flash 2026-08-15 15:01

The answer

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Yes, there are multi-tenant Baremetal GPU provisioning platforms designed to provide dedicated GPU resources with isolation for multiple users or teams. These platforms are crucial for organizations seeking the performance benefits of bare metal while needing the management and efficiency of a cloud-like environment.

Key platforms and solutions in this space include:

  • NorthWind Platform: Offers Bare Metal GPUs-as-a-Service (BMaaS), allowing customers direct access to the host operating system on dedicated GPU servers. It automates deployment, management, and scaling across multiple tenants and environments, providing secure access and network isolation (e.g., per-tenant VRFs).
  • Rapt.AI: Provides a multi-tenant GPU infrastructure platform for cloud providers, enabling them to turn bare metal into premium, multi-tenant GPU infrastructure. It focuses on intelligent, model-aware optimization to maximize revenue per GPU and deliver better performance with increased tenant density and usage-based pricing.
  • vMetal / vCluster: These solutions are part of an integrated stack that helps build and manage multi-tenant GPU clouds from bare metal. vMetal automates infrastructure operations like provisioning machines, orchestrating networks, and managing the lifecycle of GPU nodes, ensuring secure, hard multi-tenant environments through automated VLAN and VXLAN networking.

These platforms address the complexities of managing bare metal GPU infrastructure, offering features like automated provisioning, network isolation, and efficient resource allocation for diverse AI, machine learning, and HPC workloads.

Brands named

3
  • NorthWind #1
  • vMetal #3 2 times
  • vCluster #3

Sources cited

4
  1. northwind.co northwind.co own
  2. rapt.ai rapt.ai other
  3. vmetal.ai vmetal.ai competitor
  4. vcluster.com vcluster.com competitor

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