AI Infrastructure & MLOps Free

KubeAI

Kubernetes inference operator with OpenAI-compatible model endpoints

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PricingFree
Starting price$0
Free planYes
Free trialYes
APIYes
Open sourceYes
DeploymentSelf Hosted
Last verifiedAugust 3, 2026
Overview

Tool overview

KubeAI is listed under AI Infrastructure & MLOps AI tools.

Summary

What is KubeAI?

KubeAI is an Apache-2.0 Kubernetes inference operator for serving language, vision-language, embedding, reranking, and speech-to-text models. It manages model pods, downloads, autoscaling, scale-to-zero, dynamic LoRA adapters, request queues, retries, and OpenAI-compatible endpoints.

Best fit

Best for

Kubernetes teams serving open AI models through standard endpoints

Audience

Who is it for?

AI infrastructure engineersKubernetes platform teamsMLOps engineersDevelopers operating private inference
Recommendation

Decision note

Accepted for Preview after independent V411 official-source research. Apply only after failures = 0, warnings = 0, unmapped = 0, and all proposed changes are reviewed.

Capabilities

Key features

Kubernetes model operator and proxy

OpenAI-compatible chat, embedding, rerank, and audio APIs

Scale-to-zero and prefix-aware load balancing

Model catalog with GPU and CPU profiles

Workflows

Use cases

Host open language models on Kubernetes

Serve embeddings and rerankers

Run speech-to-text inference

Operate scalable internal AI endpoints

Strengths

Pros

  • Apache-2.0 open-source operator
  • Works without mandatory Istio or Knative
  • Compatible with familiar OpenAI clients
Considerations

Limitations

Cold starts vary with model size and storage speed

Hardware compatibility depends on selected engines and profiles

Cost

Pricing details

Pricing modelFree
Starting price$0
Free planYes
Free trialYes
Pricing context

Billing options

Free open source

Pricing context

Pricing note

KubeAI is free and open source under Apache 2.0. Users pay for their Kubernetes environment, CPU or GPU capacity, storage, networking, and any model-specific licensing or external services.

View official pricing
Compatibility

Supported languages

  • English
Connectivity

Integrations

vLLM

Ollama

Faster Whisper

Open WebUI

Specs

Technical details

PlatformsDesktop, API
Multilingual supportYes
Login requiredYes
Open sourceYes
LicenseApache-2.0
DeploymentSelf Hosted
CompanyKubeAI Project
Models / versionsVision-language models Language models Embeddings Speech-to-text
Editions / plansCore operator Model catalog Helm chart
Data confidenceHigh
Last verifiedAugust 3, 2026
Documentation → Source code → Release notes → Data source →
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Answers

Frequently asked questions

KubeAI is an Apache-2.0 Kubernetes inference operator for serving language, vision-language, embedding, reranking, and speech-to-text models. It manages model pods, downloads, autoscaling, scale-to-zero, dynamic LoRA adapters, request queues, retries, and OpenAI-compatible endpoints.
Kubernetes teams serving open AI models through standard endpoints
The listed pricing model for KubeAI is free. Pricing can change, so users should verify the latest plan details on the official website.
Yes. The current profile indicates that a free trial is available.
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