LangChain chains are right when your workflow is linear or branching at most one or two levels deep. LangGraph is right when the workflow has cycles, multi-agent collaboration, or state that has to persist across non-trivial control flow. Most production AI systems should start with LangGraph if there is any agentic behaviour in scope.
Solutions