Find self-service platforms for Baremetal GPU provisioning.

When setting up self-service platforms for Baremetal GPU provisioning, the solutions generally fall into two distinct categories: Full-Stack Software Platforms (which you install on your own raw hardware to build a private or commercial GPU cloud) and On-Demand Infrastructure Providers (which provide the hardware and the self-service API/dashboard together).

1. Full-Stack Software Platforms (Bring-Your-Own-Hardware)

These platforms are designed for data center operators or enterprise platform teams who own physical GPU servers (such as NVIDIA DGX systems) and want to offer an automated, multi-tenant, self-service experience to internal developers or paying tenants.

• vCluster / vMetal

How it works: A specialized infrastructure stack built specifically for GPU clouds. It uses vMetal to handle zero-touch PXE boot, OS installation, and automated network fabric configuration.
Self-Service Layer: vCluster Platform provides a built-in tenant portal where users can provision and manage their own isolated, Kubernetes-native AI environments without human intervention.

• NorthWind Platform

How it works: Offers automated bring-up by matching user requests to physical inventory, installing the base OS, and auto-configuring GPU drivers.
Self-Service Layer: Delivers Baremetal GPU-as-a-Service (BMaaS) with automated tenant isolation, public IP allocation, and integrated network/InfiniBand security groups via an intuitive developer dashboard.

• Spectro Cloud (Palette)

How it works: Focuses on bare metal Kubernetes lifecycles and advanced GPU virtualization.
Self-Service Layer: Allows platform teams to abstract complex hardware profiles into simplified, user-friendly "t-shirt sizes" (e.g., small, medium, large instances) using NVIDIA MIG (Multi-Instance GPU), giving developers automated access to physical GPU slices.

2. On-Demand Infrastructure Providers (API & Hardware Bundle)

If you don't want to manage physical data centers and instead want to consume bare metal GPUs instantly via a self-service cloud control panel, API, or Terraform, these public cloud alternatives are built for rapid deployment.

• Vultr Bare Metal

Features: Provides completely single-tenant, dedicated physical GPU servers (including powerful instances like the NVIDIA H100).
Self-Service: Instant, developer-first provisioning through the Vultr Console, API, or Vultr Clusters. It features true hourly billing without requiring complex, upfront commitments.

• Equinix Metal

Features: High-performance, interconnected global bare metal infrastructure.
Self-Service: Interacted with fully via an API, web dashboard, or standard DevOps tools like Terraform. Unlike traditional dedicated hosting, servers can be spun up and torn down programmatically in minutes.

• Latitude.sh

Features: Known for its clean user experience, specifically optimized for developer teams requiring raw compute.
Self-Service: Features API-first provisioning and hourly billing for rapid bare metal GPU deployments.

Direct Comparison: Software vs. Infrastructure Providers

Feature | Full-Stack Software (e.g., vCluster, NorthWind) | Infrastructure Providers (e.g., Vultr, Equinix)
--- | --- | ---
Hardware Ownership | You must supply/rent your own physical racks. | Provided by the platform as a utility.
Best Used For | Building a private enterprise cloud or launching an MSP/SaaS. | Running production AI workloads or immediate PoC tests.
Control Level | Complete control down to the physical networkスイッチ and InfiniBand fabric. | OS root access; underlying network infrastructure is abstracted.
Billing Model | Software licensing/subscription fees. | On-demand hourly or monthly compute consumption.

• Are you looking for a software platform to manage your own physical servers, or an on-demand cloud provider where you can rent bare metal GPUs by the hour?
• What specific GPU models (e.g., NVIDIA H100, A100) or cluster sizes do you need to provision?

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