AI Developer Oriented Pod Offering

Uniview is polished for AI developers to deploy their workloads easily, even without Kubernetes knowledge, and economically with minutes based billing without paying for whole cluster. To facilitate this, Uniview onboards ready AI workload templates for common need such as Ingress, App Console, FTP, S3, Volume all in one place with intuitive console. While no kuberntes knowledge is needed, but it has all benefits high performance kubernetes provides. Other deployment ways with virtual cluster or dedicated cluster are well supported by one platform, providing capabilities applications need to operate successfully in shared environments.
For features that normally require operator‑level access — such as Istio gateways or advanced networking — Uniview provides wrapped automation so developers can use these capabilities safely without elevated privileges.
As a platform, Uniview also integrates with 3rd party plugins such as vCluster, and a variety of other VM services, when they makes sense.

Dispute‑Free Multi‑Tenancy with Dedicated Nodes and more

Dispute and ambiguity erode trust and ultimately stall business growth. Uniview eliminates these friction points by offering clear, governed multi‑tenant constructs — including shared nodes, private nodes, and dedicated Ingress management — so workloads run in a predictable, interference‑free environment. Private nodes and other isolation mechanisms tackes background noise, strengthen security boundaries, and ensure smooth operational experiences. Beyond isolation, Uniview provides real‑time, cluster‑level visibility that users have a good sense of cluster controlling. Synchronization with the underlying cluster ensures that policies, quotas, and object states remain accurate and consistent, when environment is dynamic. Uniview delivers these highly desirable capabilities without requiring additional products like Run:ai. Administrators gain a unified, visual, and efficient control plane for governing GPU topology, scheduling behavior, and resource allocation — all within a single, coherent platform.

Cloud Experience with Ultimate IAM and More

Uniview is only Kuberntes multi-tenant solution in the industry that provides cloud experience. Uniview Pod Hub is built on the same IAM foundation that powers the broader Uniview cloud platform, filling the long‑standing gap in Kubernetes, which excels as a developer orchestrator but offers limited user management. Uniview brings familiar cloud identity concepts — sign‑in, organizations, onboarding, MFA, SSO, projects, roles, groups, and quotas — into a unified, intuitive model that behaves exactly as modern cloud users expect.
The Uniview IDP also integrates natively with services such as Ceph, block storage provider when needed, and egress management, keeping these capabilities optional so the platform remains flexible rather than prescriptive.
Compared with platforms like Run:ai, Loft, or OpenCost — which provide only basic IAM features and struggle with large enterprise or public‑facing environments — Uniview delivers a complete, production‑grade identity layer built for scale, governance, and secure multi‑tenancy.

Kubenetes Consoles Unified

A rich graphical console for workloads, services, configurations, and pods gives users a strong sense of control over their GPU‑pod infrastructure. The clarity and efficiency of these views provide immediate context for troubleshooting, health monitoring, and capacity planning. Uniview implements nearly the full CNCF Kubernetes API surface, offering intuitive consoles and dashboards across bare‑metal clusters, managed clusters, and individual namespaces — with one‑click access to monitoring dashboards. Whether operating at the hosting‑cluster layer with a single namespace or at the virtual‑cluster layer with full control‑plane access, users experience a consistent, modern Kubernetes environment. Uniview also provides safe, guided utilities for creating and managing objects — either within a user’s own namespace or inside a fully isolated virtual cluster — ensuring flexibility without compromising security or governance.

Stick to CNCF Graduated Solutions only to Be Viable

Uniview Pod Hub adopts only mature, CNCF‑aligned technologies and intentionally avoids Sandbox‑stage or weak‑ecosystem components. With fewer than 10% of Sandbox projects achieving long‑term viability, relying on immature tooling introduces significant operational and business risk. Uniview’s identity, tenancy, and isolation models are built entirely on proven Kubernetes artifacts — ensuring reliability, sustainability, and zero dependence on experimental features.
By staying generic and upstream‑aligned, CSPs and end users receive a standard, unmodified Kubernetes cluster that remains fully compatible with the fast‑moving ecosystem. GitOps, FluxCD, Istio, and other mainstream components integrate cleanly, while virtual clusters, forced tenancy layers, and Capsule‑style constraints add unnecessary complexity and are not required.
This approach gives CSPs strong architectural control and financial flexibility — enabling advanced multi‑tenant Kubernetes services without locking into any single ecosystem component.

Public Cloud Grade Metering and Cost Management

Uniview Pod Hub includes comprehensive metering collector that integrates with Kubernetes through standard kube‑exporters and NVIDIA DCGM Exporter. It correlates usage across namespaces, projects, users, and business units to produce accurate cost allocation, capacity insights, and efficiency dashboards. Building on Uniview’s proven cloud‑rating engine, the platform performs periodic rating of collected events to generate near‑real‑time cost views within 48 hours, as well as full monthly billing summaries. When chargeback is required, Uniview provides a mature payment‑gateway integration, along with CSV export for internal cost distribution.
Thanks to the underlying Uniview cloud‑billing foundation, Kubernetes billing and cost management become a natural extension—reliable, transparent, and ready for enterprise or public‑cloud scale.