Self-hosted inference orchestrators compared: LocalAI, exo, GPUStack, Xinference, Ollama, vLLM and CoderAI (September 2026)
Summary
A comprehensive comparison of self-hosted inference orchestrators (LocalAI, exo, GPUStack, Xinference, Ollama, vLLM, CoderAI) with multi-machine support, auto-discovery, caching, and deployment considerations. The piece helps readers choose the right orchestration layer for varying environments—from single machines to Kubernetes clusters—and highlights each tool's strengths, weaknesses, and enterprise features.