vLLM
High-throughput LLM inference server with PagedAttention
Verdict
The gold standard for self-hosted model serving. PagedAttention makes KV cache management memory-efficient. Supports continuous batching and OpenAI-compatible API. Run this on GPU.
Other Model Serving
- BentoMLStable
Build, ship, and scale AI applications with Python
- LiteLLMProduction
100+ LLM providers behind a single OpenAI-compatible API
- MLflowStable
Open-source MLOps platform — tracking, registry, and serving
- NVIDIA TritonProduction
NVIDIA's production model serving platform — any framework, any GPU
- OllamaStable
Run open-weight LLMs locally — one-command setup
- Ray ServeStable
Scalable model serving on Ray distributed compute

