BentoML

BentoML is an inference platform for deploying AI and machine learning models in production. It provides an open-source framework (BentoML Open-Source) and a managed platform (Bento Inference Platform) for serving models with tailored optimization, smart scaling, and advanced serving patterns. Users can self-host on any cloud or on-premises, and the platform includes features such as Dev Codespace for rapid cloud iteration, an LLM Gateway for unified API access to multiple providers, streamlined operations with version control and canary deployments, and full observability with compute and performance monitoring. BentoML supports distributed LLM inference, batch processing, and complex workflow orchestration. It is designed for teams that need speed, control, and enterprise-grade security (SOC 2, ISO 27001, HIPAA).

Key Benefits

• Tailored optimization for performance and cost
• Smart auto-scaling with fast cold start
• Supports multiple serving patterns (real-time, batch, async)
• Self-hosted on any cloud or on-premises