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KubeAI: Private Open AI on K8s
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KubeAI: Private Open AI on K8s
Serve LLMs privately with an OpenAI API compatible API
# AI Tools Directory
Featured on : Aug 28. 2024
Featured on : Aug 28. 2024
What is KubeAI: Private Open AI on K8s?
✅️ Drop-in replacement for OpenAI with API compatibility 🚀 Serve OSS LLMs on CPUs or GPUs ⚖️ Autoscaling with scale from 0 🛠️ Zero dependencies (no Istio, Knative, etc.) 🤖 Operates OSS model servers (vLLM and Ollama) 🔋 Chat UI included
Problem
Users currently face challenges with OpenAI, such as dependency on specific infrastructure components like Istio and Knative for autoscaling.
This leads to limitations like lack of privacy in using OpenAI and potential issues with scalability and operational complexity.
Solution
The solution offered is a tool that serves Large Language Models (LLMs) privately and is compatible with the OpenAI API.
Users can benefit from a drop-in replacement for OpenAI, enabling them to operate open-source LLMs on CPUs or GPUs with autoscaling capabilities starting from scale 0 and zero dependencies.
Core features include serving open-source model servers like vLLM and Ollama, with an added Chat UI for enhanced usability.
Customers
Data scientists
Machine learning engineers
AI researchers
Software developers in need of scalable LLM deployment
Enterprise AI Solutions Architects
Unique Features
Compatibility with OpenAI API while ensuring privacy and flexibility in infrastructure usage.
Autoscaling capabilities starting from scale 0 without dependencies on specific tools like Istio and Knative.
Support for open-source LLM model servers like vLLM and Ollama.
User Comments
Simplifies model deployment and scaling.
Great tool for private and secure LLM serving.
Impressive autoscaling capabilities.
Love the included Chat UI for enhanced interaction.
Highly efficient and easy to use.
Traction
The product has gained significant traction with over 500k API requests per month.
It has been well-received by the AI development community on GitHub with over 1.5k stars.
Market Size
The global market for AI deployment tools and services was valued at $7.6 billion in 2021, and is projected to reach approximately $28.8 billion by 2026.
There is a growing demand for private and scalable AI model serving solutions, indicating a substantial market size and potential for growth.