Enterprise customers can now deploy production-ready AI infrastructure in minutes, with automated multi-tenant isolation, resource optimization, and complete lifecycle management through the integrated ClearML-SUSE AI infrastructure platform

SAN FRANCISCO, CA / ACCESS Newswire / March 24, 2026 / ClearML, the leading platform for GPU and unleashing AI in the enterprise, today announced its partnership with SUSE, a global leader in enterprise open source solutions. The partnership includes SUSE AI in addition to support for SUSE Rancher Prime's K3k tool for advanced multi-tenancy in Kubernetes. Organizations using SUSE Rancher Prime can now leverage K3k and ClearML's Certified Partner Solution to deploy isolated, tenant-specific AI-ready Kubernetes environments with role-based access control, dynamic resource optimization, and full AI lifecycle management. Organizations can provision fully flexible AI environments for advanced teams on a robust, enterprise-ready AI infrastructure platform, with each environment powered by standalone secure Kubernetes-as-a-Service (KaaS) clusters running within larger shared clusters in multi-tenant infrastructure.

Each tenant benefits from strong isolation, role-based access control, and full Kubernetes autonomy, along with ClearML's AI platform for managing the complete AI lifecycle. Enterprise IT admins retain enterprise-wide governance controls with tenant-level FinOps and consumption-based billing, full compliance visibility across distributed infrastructure, and dynamic resource allocation across tenants with automated resource optimization to ensure maximum utilization and cost efficiency.

"As enterprises scale their AI deployments, they all hit the same infrastructure limitations; they need to deliver secure multi-tenancy and maximize resource efficiency," said Rhys Oxenham, VP & General Manager, AI of SUSE. "By combining SUSE Virtual Clusters (K3k) with ClearML's AI control plane, we give enterprises a way to deliver fully autonomous, production-ready AI environments to every tenant while driving compute efficiency and maintaining full visibility. It's a meaningful step forward for secure multi-tenant AI operations on Kubernetes."

Multi-tenancy represents the critical infrastructure challenge for enterprises deploying AI at scale across distributed teams. Traditional single-cluster-per-tenant architectures focus on isolation: eliminating shared compute capabilities, preventing dynamic resource allocation, and fragmenting infrastructure visibility. Administrators lack comprehensive visibility into cluster-wide compute utilization patterns, making it impossible to identify stranded idle resources or reallocate capacity to high-demand workloads. Our combined approach untethers tenant growth from linear cost scaling by maximizing GPU utilization across the entire infrastructure footprint.

SUSE's K3k addresses this by creating lightweight, isolated Kubernetes-as-a-Service clusters within a IT controlled host cluster, securing neighboring tenants from one another while giving each one full Kubernetes flexibility. Combined with ClearML's solution, organizations can now implement tenant isolation and shared compute efficiency in a single architecture and provide secure dynamic virtual clusters for their users. Each tenant operates in its own secure Kubernetes environment with role-based access control (RBAC), resource boundaries, and autoscaling into the IT controlled resource pool.

At the infrastructure level, ClearML's Infrastructure Control Plane serves as the centralized AI control plane for governance, dynamic resource allocation, and visibility across all tenants and workloads - so administrators can see exactly where compute is being consumed and redirect resources where demand is highest through a cost management dashboard.

"We are excited to partner with SUSE AI and continue our rapid ecosystem growth. Until now, enterprises managing AI at scale were forced to choose between KaaS isolation and efficiency: give every team its own Kubernetes cluster and waste compute, or share infrastructure and accept Container-as-a-Service," said Moses Guttmann, Co-Founder and CEO of ClearML. "Our integration with SUSE Rancher Prime's K3k removes that trade-off resulting in IT achieving full Kubernetes autonomy in their own isolated KaaS clusters. The organization can keep centralized visibility, governance, and the ability to optimize compute across every tenant. This is managed AI infrastructure done right."

ClearML's integration with SUSE's K3s delivers enterprise-grade multi-tenancy with dynamic resource management, enabling organizations to scale AI operations across business units while cloud service providers can efficiently serve multiple customers from shared infrastructure.

ENTERPRISE CAPABILITIES:

• Isolated Business Unit Environments - Deploy tenant-specific virtual clusters with full isolation and role-based access control, allowing teams and production units to operate independently while sharing underlying infrastructure

• Dynamic Resource Optimization - Automatically allocate compute across departments from shared GPU pools, including autoscaling of nodes.

• Cost Transparency Across the Complete AI Lifecycle - Enable IT to issue chargebacks based on KaaS consumption for distributed teams leveraging the ClearML AI workbench for getting AI to production.

• Compliance-Ready Visibility - Maintain real-time oversight of compute utilization across all business units for cost allocation and compliance reporting, without exposing sensitive workload data between departments

Availability and Additional Information

Enterprises interested in ClearML's integration with SUSE Rancher Prime's K3k can learn more by reviewing the joint technical reference architecture or requesting a demo. To learn more about ClearML, please visit: https://clear.ml/.

About ClearML

As the leading infrastructure platform for unleashing AI in organizations worldwide, ClearML is used by more than 2,100 customers to manage GPU clusters and optimize utilization, streamline AI/ML workflows, and deploy GenAI models effortlessly. ClearML is an NVIDIA partner and is trusted by more than 300,000 forward-thinking AI builders and IT teams at leading Fortune 500 companies, enterprises, cloud service providers, academia, and public sector agencies worldwide. To learn more, visit the company's website at https://clear.ml.

Media Contact:

Noam Harel
CMO & GM North America
PR@clear.ml

SOURCE: ClearML, Inc.