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Answers

Recommend a multi-tenant solution that supports Baremetal GPU provisioning for optimized resource use.

ChatGPT gpt-5.2-chat-latest 2026-07-29 18:18

The answer

you are not in it

For a multi-tenant platform with bare-metal GPU provisioning (optimized utilization + isolation), here are three strong options depending on whether you’re a cloud provider, enterprise, or GPUaaS operator:

1️⃣ OpenMetal (Hosted Private Cloud + Bare Metal GPUs)

Best for: Enterprises or MSPs needing single-tenant bare metal GPUs inside a multi-tenant OpenStack environment.

OpenMetal lets you attach dedicated bare metal GPU nodes (RTX 6000 / NVIDIA H200) to a private OpenStack cloud while maintaining strong tenant isolation and VLAN separation (openmetal.io).

They explicitly support secure multi-tenant GPU sharing using NVIDIA MIG and OpenStack isolation (openmetal.io), and separate infrastructure/storage/tenant traffic using dedicated VLANs (openmetal.io).

Their GPU infrastructure provides full root access to bare metal performance for demanding AI workloads (openmetal.io).

Why it fits:

  • Single-tenant GPU hardware
  • Multi-tenant OpenStack orchestration
  • MIG partitioning support
  • Fixed monthly pricing
  • Private networking for east-west AI traffic

πŸ”— openmetal.io
πŸ”— openmetal.io

2️⃣ Supermicro SuperCloud Director (SCD)

Best for: Data centers or enterprises building their own multi-tenant GPU cloud.

SuperCloud Director delivers multi-tenant AI cloud control with integrated bare metal, networking, and storage management (supermicro.com) and includes streamlined provisioning for NVIDIA and AMD GPU clusters.

Why it fits:

  • Designed specifically for multi-tenant AI clouds
  • Bare metal + Ethernet/InfiniBand network multi-tenancy
  • Centralized governance + automation
  • Works well for private AI infrastructure buildouts

πŸ”— supermicro.com

3️⃣ Apolo AI Platform (White-Label GPUaaS)

Best for: Colocation providers or operators launching GPU-as-a-Service.

Apolo provides a secure, multi-tenant, white-label GPU-as-a-Service platform for bare-metal and hybrid cloud operators (apolo.us).

Why it fits:

  • Purpose-built for GPU monetization
  • Tenant isolation built in
  • Works on existing bare metal hardware
  • Good for launching a branded GPU cloud

πŸ”— apolo.us

Recommended Architecture Pattern

For optimized resource use:

  • Deploy bare metal GPU nodes
  • Use NVIDIA MIG for hardware-level partitioning (secure slices per tenant) (docs.nvidia.com)
  • Orchestrate with OpenStack or Kubernetes + GPU operator
  • Isolate tenants via VLAN/network segmentation

βœ… If you tell me:

  • Are you an enterprise, MSP, or data center operator?
  • Need on-prem, hybrid, or public cloud?
  • Target GPUs (H100, H200, MI300X)?

I can narrow this to one best-fit solution and propose a reference architecture.

Brands named

1
  • NVIDIA #2 6 times

Sources cited

7
  1. openmetal.io openmetal.io other
  2. openmetal.io openmetal.io other
  3. openmetal.io openmetal.io other
  4. openmetal.io openmetal.io other
  5. supermicro.com supermicro.com other
  6. apolo.us apolo.us other
  7. nvidia.com nvidia.com competitor

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