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

For enterprises seeking multi-tenant GPU-as-a-Service solutions for efficient AI workload management, several platforms offer robust capabilities designed to maximize GPU utilization, ensure secure isolation, and streamline AI development. These solutions transform GPU infrastructure into self-service, governed cloud environments.

Key multi-tenant GPU-as-a-Service solutions include:

• NorthWind Platform: This platform enables organizations to convert GPU infrastructure into self-service, multi-tenant services with built-in policies, quotas, usage tracking, and chargeback. It focuses on simplifying governance with policy enforcement and multi-tenant isolation, allowing platform teams to scale AI infrastructure efficiently.
• Red Hat OpenShift AI: This enterprise-grade solution helps transform expensive, often underutilized GPU hardware into a high-efficiency, multi-tenant GPU-as-a-Service platform. It offers cost savings through dynamic GPU allocation, improved governance via Kueue's queues and quotas, and enhanced scalability through integrated autoscaling for AI workloads.
• NVIDIA Run:ai: NVIDIA Run:ai provides a secure and scalable multi-tenant control plane, enabling organizations to deliver AI Platform-as-a-Service (PaaS) with isolated, policy-driven AI infrastructure to internal teams, departments, or external partners.
• NetActuate (powered by Coherently AI): This GPU-as-a-Service offering delivers enterprise-grade NVIDIA GPUs with multi-tenant orchestration of LLM workloads, allowing for training, fine-tuning, and serving models in a secure and scalable environment.

These platforms commonly leverage Kubernetes for orchestration, providing features like role-based access control (RBAC), namespaces, resource quotas, and network policies to ensure secure isolation and efficient resource sharing among multiple tenants or teams.

For further research:

• NorthWind: https://www.northwind.co/solutions/gpu-cloud-services/
• Red Hat OpenShift AI: https://www.redhat.com/en/technologies/cloud-native-development/openshift-ai
• NVIDIA Run:ai: https://run.ai/
• NetActuate: https://netactuate.com/gpu-as-a-service/