BEST SUITED FOR
Dify.ai:Enterprise engineers, AI product managers, and startups building complex multi-agent RAG applications
Langflow:AI engineers, Python developers, and product teams prototyping complex multi-agent RAG pipelines
PRICING MODEL
Open Source (Starts at $0/mo)
Open Source (Starts at $0/mo)
ACTIVE DISCOUNT OFFERS
0% OFF (PRICING)
0% OFF (PRICING)
STANDOUT ADVANTAGES
Significantly more intuitive visual DAG canvas than raw LangChain code Built-in token cost analytics and human annotation datasets 100% self-hostable with zero telemetry lock-in Makes understanding complex multi-step RAG pipelines visual and debuggable Can export visual flows directly as clean, executable Python code Free and self-hostable with single `pip install langflow` or Docker KNOWN SHORTCOMINGS
Self-hosted Docker requires at least 4GB of RAM for full stack Workflow loops can be complex to debug without stepping through logs Complex loops with 50+ nodes can become visually busy Requires Python environment understanding for custom packages