NVIDIA Triton
NVIDIA's production model serving platform — any framework, any GPU
Verdict
Enterprise-grade serving for HPC/GPU clusters. Supports simultaneous deployment of multiple models. High operational complexity — best for dedicated ML platform teams.
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
- OllamaStable
Run open-weight LLMs locally — one-command setup
- Ray ServeStable
Scalable model serving on Ray distributed compute
- TensorRT-LLMProduction
NVIDIA's optimised inference library for LLMs on GPUs

