Dify vs LangGraph
Updated April 29, 2026
Overview
Dify is an open-source platform for building LLM applications with both visual and code-based interfaces. It provides a workflow orchestration engine, RAG pipeline builder, agent framework, and model management—all accessible through a web UI. Dify supports 50+ LLM providers, offers enterprise features like SSO and access control, and can be self-hosted or used as a cloud service.
LangGraph is LangChain's graph-based orchestration framework for stateful, multi-step AI agents. Workflows are modeled as directed graphs with nodes and edges, supporting cycles, conditional routing, and durable state. v1.0 released in 2026 with full enterprise certifications. Used in production by Uber, JPMorgan, BlackRock, and Cisco.
Key features
Core capabilities each platform advertises.
- Visual workflow builder for AI apps
- Multi-model support
- RAG pipeline builder
- Plugin ecosystem
- Self-hosted and cloud options
- Graph-based agent workflows with nodes, edges, and conditional routing
- Cycles, branching, and parallel execution
- Durable execution with checkpointing and time-travel debugging
- Human-in-the-loop interrupts for review/approval steps
- Enterprise certifications and 90M monthly downloads (with LangChain)
Strengths and tradeoffs
What each tool does well, and the limitations to keep in mind.
Pros
- Open-source with strong community
- Visual workflow builder accelerates development
- Generous free tier with 200 GPT-4 calls
- Production-ready platform
Cons
- Pricing details not fully transparent
- Specific tier costs require contact
- Taxes excluded from published prices
Pros
- Most production-ready open-source agent framework in 2026
- Full enterprise certifications + Fortune 500 references
- Durable execution survives crashes and restarts
- Time-travel debugging is unique in the space
- Tight LangChain ecosystem integration
Cons
- Steeper learning curve than CrewAI or simpler alternatives
- Paid LangSmith / LangGraph Platform for managed observability
- Heavier conceptually than minimal frameworks
- Best with LangChain ecosystem — leaving means losing leverage
What people are saying
LangGraph and AutoGen are the only two frameworks with full enterprise certifications as of 2026. LangChain and LangGraph have 90M monthly downloads and power production at Uber, JPMorgan, BlackRock, and Cisco.
Read full reviewDify or LangGraph — which should you choose?
Choose Dify if you wantChoose if you want
- Building AI chatbots without deep coding
- RAG application development
- AI workflow prototyping
- Multi-model application design
- Enterprise AI tool deployment
Choose LangGraph if you wantChoose if you want
- Production multi-step AI agents at Fortune 500 scale
- Long-running workflows with durable state across hours/days
- Human-in-the-loop approval workflows
- Branching agent decision trees with rollback
- Cross-tool orchestration with full observability
Compare Dify and LangGraph on your own traffic
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