What is an AI orchestration framework and do I need one?

Frameworks like LangChain, LlamaIndex, and LangGraph provide pre-built abstractions for chains, agents, RAG pipelines, and memory. They accelerate prototyping but add abstraction overhead. For production, many teams replace framework code with direct API calls and custom logic for better observability and control.