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Head-to-head · Bare Metal as a Service (BMaaS) Software

NVIDIA Infra Controller vs Metal³

  • Updated Oct 2026
  • Both researched from official sources
Higher score NVIDIA Infra Controller #3 in Bare Metal as a Service (BMaaS) Software 9.0/10 Open source ✓ 0 of 3 features Visit NVIDIA

Our verdict

  • Highest scoreNVIDIA Infra Controller · 9.0/10

NVIDIA Infra Controller scores higher on our rubric for bare metal as a service (bmaas) software: 9.0 against 7.7 out of 10; our editors rank them #3 and #6.

NVIDIA Infra Controller is the better fit for GPU, DPU, and high-performance bare metal. Metal³ is the better fit for kubernetes-centric bare-metal clusters.

  • NVIDIA Infra Controller fits best

    GPU, DPU, and high-performance bare metal

  • Metal³ fits best

    Kubernetes-centric bare-metal clusters

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Side by side

Feature NVIDIA Infra Controller 9.0/10 Visit ↗ Metal³ 7.7/10 Visit ↗
At a glance
Editor score 9.0 7.7
Ranking #3 in Bare Metal as a Service (BMaaS) Software #6 in Bare Metal as a Service (BMaaS) Software
Best for GPU, DPU, and high-performance bare metal Kubernetes-centric bare-metal clusters
Pricing model Free Free
Starting price Open source Open source
Free plan Not checked yet Not checked yet
Free trial — —
Deployment Self-hosted Self-hosted
Support Docs Community, Docs
Integrations 9 integrations 6 integrations
Built for Mid-market, Enterprise Mid-market, Enterprise
Features NVIDIA Infra Controller 0/3 · Metal³ 0/3
Lifecycle automation Not checked yet Not checked yet
OS imaging Not checked yet Not checked yet
Network configuration Not checked yet Not checked yet
Specs
Provisioning method Not checked yet Not checked yet
Deployment model Not checked yet Not checked yet
Hypervisor support Not checked yet Not checked yet
Our review
Pros
  • Discovers, inventories, validates, and burn-in tests hardware.
  • Automates DPU provisioning, PXE OS installation, and firmware baselines.
  • Supports network isolation, tenant sanitization, and health telemetry.
  • Automates host enrollment, discovery, imaging, BIOS, RAID, and firmware
  • Integrates Kubernetes Cluster API with Ironic, Redfish, IPMI, and iDRAC
  • Adds disk cleaning, power and boot control, remediation, and rolling upgrades
Cons
  • Requires a self-hosted Kubernetes-based control plane.
  • Its scope is specialized for AI infrastructure and bare-metal operations.
  • Support channels listed are documentation.
  • Linux and self-hosted deployment limit platform choices
  • Full workflows depend on Kubernetes, Ironic, and hardware interfaces
  • Support is centered on community channels and documentation
Our verdict

NVIDIA Infra Controller (NICo) is an open-source suite of microservices for site-local bare-metal lifecycle management. It is designed for NVIDIA Cloud Partners and infrastructure operators managing AI factory-scale infrastructure, with a…

Read the review →

Metal³ is an open-source Kubernetes application for enrolling, provisioning, and managing physical servers. It is aimed at teams running on-premises Kubernetes infrastructure, testing environments, and high-performance computing labs.…

Read the review →
  1. NVIDIA Infra ControllerBare Metal as a Service (BMaaS) Software 9.0Open source
  2. Metal³Bare Metal as a Service (BMaaS) Software 7.7Open source

Strengths and trade-offs

  • NVIDIA Infra Controller — where it wins

    • Discovers, inventories, validates, and burn-in tests hardware.
    • Automates DPU provisioning, PXE OS installation, and firmware baselines.
    • Supports network isolation, tenant sanitization, and health telemetry.

    Where it doesn't

    • Requires a self-hosted Kubernetes-based control plane.
    • Its scope is specialized for AI infrastructure and bare-metal operations.
    • Support channels listed are documentation.
  • Metal³ — where it wins

    • Automates host enrollment, discovery, imaging, BIOS, RAID, and firmware
    • Integrates Kubernetes Cluster API with Ironic, Redfish, IPMI, and iDRAC
    • Adds disk cleaning, power and boot control, remediation, and rolling upgrades

    Where it doesn't

    • Linux and self-hosted deployment limit platform choices
    • Full workflows depend on Kubernetes, Ironic, and hardware interfaces
    • Support is centered on community channels and documentation
  • NVIDIA Infra Controller9.0/10 · Open source

    A self-hosted control plane for provisioning and managing GPU, DPU, and bare-metal systems.

    Visit NVIDIAFull verdict →
  • Metal³7.7/10 · Open source

    A Kubernetes-native control plane for physical servers, strongest for self-hosted cluster teams.

    Visit Metal³Full verdict →

More comparisons

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update