Where LangGraph fits
Officially, LangGraph is positioned around a low-level orchestration framework and runtime for stateful agents. That makes it a good fit when engineers need precise control over state, graph edges, persistence, human-in-the-loop checkpoints, and agent execution. If your team already lives in that builder and only needs the AI step inside an existing operation, it can be the shorter route.
- your team is engineering a custom agent system and wants framework-level control over every transition