BentoML
Build, ship, and scale AI applications with Python
Verdict
Great for wrapping models as services with minimal boilerplate. BentoCloud handles autoscaling. Simpler than Triton for most use cases but lacks fine-grained batching control.
Other Model Serving
- vLLMProduction
High-throughput LLM inference server with PagedAttention
- OllamaStable
Run open-weight LLMs locally — one-command setup
- LiteLLMProduction
100+ LLM providers behind a single OpenAI-compatible API
- NVIDIA TritonProduction
NVIDIA's production model serving platform — any framework, any GPU
- Ray ServeStable
Scalable model serving on Ray distributed compute
- MLflowStable
Open-source MLOps platform — tracking, registry, and serving