servescale.aiservescale.ai
Product / How servescale.ai integrates

Designed for your environment.

Built to sit between your applications, data systems, Kubernetes control plane, AI Ops, CI/CD, and infrastructure - without forcing a new cloud, a new stack, or a new operating model.

Your applications, agents, chatbotsstandard OpenAI-compatible and Claude-style APIs
MCP-ready integration points
Your datastorage, databases, context systems
standard APIs and MCP
Your AI Ops, CI/CD, governanceKubernetes APIs, deployment workflows, observability
change control and operational guardrails
Any infra, anywhereGPUs, NPUs, CPUs, xPUs
Bare metal, VMs, containers
Multiple inference runtimes
Your Kubernetes control plane
Your existing platform engineering model
Private cloud, colo, neocloud, public cloud, edge
Agents
Chatbots
Apps
Standard APIs + MCP
servescale.aiPrivate Inference platform
Your infrastructureK8s · compute · storage · network · xPUs
Your cloudPrivate · colo · neocloud · public cloud
AI Ops · CI/CD · Governance

Simple for applications

Applications call a stable service.

Native to your infrastructure

Kubernetes continues to manage infrastructure.

Built for inference

servescale.ai handles the inference-specific work: model preparation, admission, routing, placement, runtime selection, cache, context, and recovery.

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