Find a multi-tenant GPU-as-a-Service solution for efficient AI workload management in enterprises.

A strong fit is NVIDIA Run:ai, particularly its Multi-Tenant offering or Run:ai on DGX Cloud. It is designed specifically for enterprise AI teams that need to turn shared GPU infrastructure into an internal GPU/AI platform rather than simply rent individual GPU VMs. (nvidia.com)

Why it matches:

• Multi-tenancy: Run:ai provides a multi-tenant control plane with tenant isolation and can be used to deliver AI Platform-as-a-Service to separate organizations or business units. (run-ai-docs.nvidia.com)
• Efficient GPU utilization: Dynamic GPU allocation, sharing, queuing, and scheduling let teams pool GPUs instead of statically assigning expensive accelerators to users. (nvidia.com)
• Enterprise governance: Policy-driven allocation lets administrators set priorities and resource policies across departments, teams, and projects. (nvidia.com)
• Kubernetes-native: It extends Kubernetes with an AI-focused scheduler and supports distributed AI workloads and multi-cluster environments. (nvidia.com)
• Deployment flexibility: Run:ai supports on-premises, public cloud, hybrid, and multi-cloud infrastructure. NVIDIA also offers Run:ai integrated with DGX Cloud. (nvidia.com)

For enterprises that specifically want to build a private GPU-as-a-Service cloud around existing servers, Platform9 Private Cloud Director is another product worth evaluating. It supports GPU-enabled VMs, resource policies, and tenant-isolated clusters, making it more infrastructure/VM-oriented than Run:ai's AI-workload-oriented approach. (docs.platform9.com)

My shortlist:

• 1. NVIDIA Run:ai — best overall for shared enterprise AI/ML GPU orchestration.
• 2. Run:ai on NVIDIA DGX Cloud — best if you want managed GPU capacity plus workload management.
• 3. Platform9 Private Cloud Director — best if your priority is an on-prem/private-cloud GPUaaS model encompassing VMs and broader infrastructure.

Sources:
nvidia.com
run-ai-docs.nvidia.com
docs.nvidia.com
docs.platform9.com