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Answers

Are there multi-tenant Baremetal GPU provisioning platforms?

Claude claude-sonnet-5 2026-07-29 18:13

The answer

you are in it

Yes — several platforms specifically address multi-tenant bare metal GPU provisioning, tackling the challenge that raw bare metal is inherently single-tenant (no hypervisor) but operators still need to safely share racks across many customers/teams.

Key platforms:

  • vCluster Platform (vCluster Labs) – The most complete stack for this. It combines three components: vMetal, which

automates the infrastructure operations required to run a GPU cloud, provisioning machines, orchestrating networks, and managing the lifecycle of GPU nodes from a single control plane
, including
automating VLAN and VXLAN networking for secure, hard multi-tenant environments
; vCluster itself, where
it virtualizes the K8s control plane, giving every tenant a real API server without provisioning separate physical clusters
; and vNode, which
uses seccomp, cgroups, namespaces, and AppArmor to isolate workloads at the kernel level, giving container breakout protection at bare metal GPU performance with no hypervisor required
. Notably,
CoreWeave — one of the world's largest GPU clouds — runs vCluster Platform for tenant cluster orchestration at scale
. More at vcluster.com and vmetal.ai.

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

NorthWind matches requests to inventory, boots and discovers servers, installs the OS, and configures drivers, with networking and tenant isolation handled north-south through a Tenant Access Network and east-west over InfiniBand using EVPN and Pkey isolation via NVIDIA UFM so one tenant's traffic never reaches another's
. See northwind.co.

  • Kubernetes-native alternatives like Kamaji, Capsule, and RedHat Hypershift also address parts of this puzzle, though per vCluster's comparison,

these solutions solve one part of the multi-tenancy puzzle but vCluster covers the entire multi-tenancy spectrum
.

Contrast: Providers like DigitalOcean, Vultr, and OVHcloud sell raw bare metal GPU servers that are
dedicated, single-tenant servers equipped with eight high-performance GPUs
— they don't include multi-tenant orchestration software themselves; per vCluster's blog,
hardware providers like DigitalOcean, Equinix Metal, and OVHcloud give you powerful bare metal GPUs and then leave the provisioning, orchestration, and isolation entirely to you
.

For a buyer, the practical distinction: if you need turnkey multi-tenancy on bare metal, look at vCluster Platform or NorthWind BMaaS; if you're fine building isolation yourself on top of raw hardware, traditional bare metal GPU hosts suffice.

Brands named

6
  • NorthWind #2 4 times
  • vCluster #1 9 times
  • vMetal #1 2 times
  • CoreWeave #1
  • NVIDIA #2
  • DigitalOcean #3 2 times

Sources cited

7
  1. vmetal.ai vmetal.ai competitor
  2. vcluster.com vcluster.com competitor
  3. vcluster.com vcluster.com competitor
  4. vcluster.com vcluster.com competitor
  5. northwind.co northwind.co own
  6. vcluster.com vcluster.com competitor
  7. digitalocean.com digitalocean.com competitor

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