Technology

KubeAI

KubeAI is the AI Inferencing Operator for Kubernetes, enabling effortless deployment and intelligent, high-performance scaling of LLMs, embeddings, and speech-to-text models.

KubeAI is your Kubernetes operator for production AI inference, purpose-built for high-performance LLMs, vector embeddings, and speech-to-text pipelines. It deploys and scales models (like vLLM and Ollama) with an OpenAI-compatible API, making it an instant drop-in for existing applications. The core innovation is its prefix-aware load balancing: this strategy optimizes the KV cache utilization, delivering dramatic improvements to Time-to-First-Token (TTFT) and overall throughput at scale. Critically, KubeAI manages scale-from-zero, autoscaling, and model caching with zero external dependencies (no Istio or Knative required), ensuring a simple, powerful, and hardware-flexible solution across CPU, GPU, and TPU resources.