Which LLM framework is best for building a chatbot? For most chatbots, LangChain or LangGraph is the right choice. LangChain handles the general patterns (prompt management, memory, tool calls) and LangGraph handles state and multi-turn flow. If retrieval is the chatbot’s core (knowledge-base Q&A), pair LangGraph with LlamaIndex’s retrieval primitives. [...]