Multi-Agent Systems: CrewAI vs AutoGen vs LangGraph Compared
Compare the top multi-agent frameworks. Learn when to use each for building AI agent teams.
Complex tasks benefit from multiple agents working together. Three frameworks dominate: CrewAI, AutoGen, and LangGraph.
CrewAI
CrewAI uses role-based teams. Intuitive API, great for business workflows.
AutoGen
AutoGen focuses on conversational agents. Great for deliberation and debate.
LangGraph
Graph-based state machines for maximum control over agent flow.
| Feature | CrewAI | AutoGen | LangGraph |
|---|---|---|---|
| Approach | Role-based | Conversational | Graph-based |
| Learning Curve | Low | Medium | High |
| Token Efficiency | Good | Poor | Best |
| Best For | Business tasks | Deliberation | Complex flows |
Start with CrewAI for beginners. Move to LangGraph for production. Explore all in our AI Agents Directory.