Find self-service platforms for Baremetal GPU provisioning.

Based on current offerings, here are solid options for self-service bare-metal GPU provisioning, depending on whether you're an enterprise/AI cloud operator building your own platform or a buyer looking to rent bare-metal GPU capacity directly:

For operators building a GPU cloud/platform on owned or colocated hardware:

• vCluster Platform (vMetal) –

vMetal turns GPU racks into a cloud platform with zero-touch bare metal GPU provisioning, going from rack to production Kubernetes without complex virtualization overhead.

It handles PXE boot, OS installation, machine registration, and network automation so your team never touches a server manually, with full GPU server lifecycle management in one platform.
It also ships with
a fleet management UI, CLI, and API, along with a self-service tenant portal that gives end-users an EKS/GKE-like experience.
(vcluster.com)

• NorthWind BMaaS (Bare Metal GPUs-as-a-Service) –

Gives customers direct access to the host operating system on dedicated GPU servers for teams running large distributed training jobs, delivering each server with secure access and zero virtualization overhead.

It automates bring-up: matching requests to inventory, booting/discovering servers, installing the OS, and configuring drivers and services.
(northwind.co)

For buyers renting bare-metal GPU capacity directly:

• Packet.ai –

Lets you reserve a full physical GPU server or cluster with no virtualization or sharing, offering fixed-term prepay, root access, and self-serve access for sustained AI workloads.
(packet.ai)

• RunPod Instant Clusters –

Designed for speed and simplicity, allowing you to provision and deploy powerful multi-node GPU infrastructure in just a few minutes through an intuitive self-service console
, delivering near bare-metal performance. (blog.farmgpu.com)

For a broader comparison of GPU provisioning/scheduling/self-service layers (e.g., Terraform+Karpenter+GPU Operator, Kueue/Volcano, SkyPilot, Qovery), see this rundown: qovery.com