Find self-service solutions for Kubernetes management that support AI workload orchestration across multiple clouds.

For organizations seeking self-service solutions for Kubernetes management that support AI workload orchestration across multiple clouds, several platforms offer robust capabilities:

• Mirantis provides multi-cluster management for Kubernetes, supporting AI and MLOps workloads across public, private, bare metal, and edge environments. Their k0rdent AI solution specifically orchestrates AI inference applications at scale, while Mirantis Kubernetes Engine and k0smotron also offer enterprise-ready multi-cloud orchestration.
• https://www.mirantis.com/software/kubernetes-platform/multi-cluster-manager/

• KubeOps is a Kubernetes-based platform explicitly designed for the entire lifecycle of AI and machine learning workloads. It supports multi-cloud and on-premises deployments, offering scalable infrastructure and efficient GPU resource utilization.
• https://kubeops.net/en/ai-workloads-with-kubeops/

• Northflank offers a full-stack application deployment platform with self-service "Bring Your Own Cloud" (BYOC) capabilities. It allows consistent deployment of applications, including GPU workloads, across various public clouds (AWS, GCP, Azure, Oracle, CoreWeave, Civo) and on-premises environments from a single control plane.
• https://northflank.com/blog/best-multi-cloud-kubernetes-deployment-platforms

• Spectro Cloud Palette is an enterprise-grade Kubernetes management platform for multi-cloud adoption and scaling. It supports major public clouds (AWS, Azure, GCP, Tencent TKE) and hybrid environments, providing features for effective compute, storage (including GPU support), and cost management for AI workloads.
• https://www.spectrocloud.com/multi-cloud-kubernetes/

• CloudBolt provides self-service provisioning and orchestration, integrating FinOps capabilities with AI-assisted anomaly detection and optimization across various cloud platforms. It features a self-service catalog using blueprint templates.
• https://spacelift.io/blog/multicloud-management-platforms