BentoML

BentoML is the easiest way to serve AI apps and models - build inference APIs, job queues, LLM apps, and multi-model pipelines. Unified inference platform for deploying and scaling AI models with production-grade reliability without infrastructure complexity. Latest version 1.4.32 (Jan 2026) requires Python 3.9+. Features dynamic batching, adaptive micro-batching for production-scale traffic, deployment strategies (rolling update, recreate, ramped), and Docker/BentoCloud deployment. Supports real-time interactions (chatbots, recommendations), async long-running AI tasks, batch processing, and multi-model chains for RAG and compound AI systems.