LangGraph is its ability to structure an aI application as a clear workflow of connected steps rather than having all the logic inside one large prompt. It makes it easier o define individual agents or nodes for tasks such as validation ,decision makin data retrieval and final response generation. Review collected by and hosted on G2.com.

then main challenge i found with langGraph is that there can be a learning curve when designing more complex workflow. Understanding state management graph structure conditional routing and how different nodes interact take some time especially when coming from a simpler LLM chain approach. Review collected by and hosted on G2.com.