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Why Application Platforms Struggle as GPU Products
In our analysis, the platform model assumes your tenants are colleagues. GPU clouds sell to strangers.
Every Layer Is OpenShift
Hosted control planes run on an OpenShift management cluster, and each hosted cluster is a full OpenShift cluster. Your customers inherit a platform when what they asked for was Kubernetes.
You Pay Per Node on Capacity You Resell
Subscriptions attach to the worker nodes you are trying to monetize. That puts a floor under every GPU hour before a customer runs anything.
A Product Surface You Never Sell
Integrated registry, Source-to-Image, pipelines, developer console. Application delivery machinery a GPU cloud carries and never charges for.
Sell Kubernetes, Not a Platform
vCluster virtualizes the Kubernetes control plane, so every customer gets a real, CNCF-certified cluster with their own API server, etcd, and RBAC, running as a lightweight pod and ready in seconds. Private Nodes, the production default, assign dedicated GPU nodes with per-tenant CNI and storage over an encrypted WireGuard VPN. vMetal takes the stack down to the rack. Proven across 100K+ GPU nodes and 50+ GPU clouds.