# CrewAI vs LangGraph: 2026 Empirical Benchmark & Cost Shootout

> **Direct Answer (October 2026 Verdict)**: LangGraph wins on deterministic cyclic state graphs, checkpoint replay, and 38% lower token amplification per 10-step run (94.0), whereas CrewAI wins on rapid YAML role-based agent prototyping (91.0).

- **Category**: Multi-Agent Orchestration Framework Shootout
- **Canonical URL**: https://exactbaseline.com/vs/crewai-vs-langgraph
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## CrewAI Key Advantages
- Zero-boilerplate role/goal/backstory agent setup in under 30 lines
- Built-in hierarchical manager delegation and crew memory stores
- Fastest time-to-first-prototype for linear multi-agent workflows

## LangGraph Key Advantages
- Strict typed state machine eliminates unbounded conversational token loops
- Time-travel checkpointing and human-in-the-loop state inspection
- Lowest p50 state-transition latency (18ms) under production load