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Best LLM inference server for self-hosting

3 models · updated 2026-06-29

The verdict

SGLang leads — All 3 models rank SGLang the top startup.

Combined ranking

  1. 1
    SGLang—12 pts
    GPT #2Claude #2Gemini #2· Excellent low-latency serving with strong structured-output support.
  2. 2
    Ollama—4 pts
    GPT —Claude #5Gemini #3· Simple local inference runner with a streamlined setup and model library.

Not ranked (incumbents): vLLM, NVIDIA TensorRT-LLM, Hugging Face TGI, llama.cpp, Text Generation Inference, Hugging Face Text Generation Inference, TensorRT-LLM

By model

ChatGPT

  1. 1.vLLM
  2. 2.SGLang
  3. 3.NVIDIA TensorRT-LLM
  4. 4.llama.cpp
  5. 5.Hugging Face Text Generation Inference

Claude

  1. 1.vLLM
  2. 2.SGLang
  3. 3.NVIDIA TensorRT-LLM
  4. 4.Hugging Face TGI
  5. 5.Ollama

Gemini

  1. 1.vLLM
  2. 2.SGLang
  3. 3.Ollama
  4. 4.Text Generation Inference
  5. 5.TensorRT-LLM

Tracked by ModelsAgree · rank 1 = 5 pts … rank 5 = 1 pt · re-polled continuously