# 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://pulse-forge.io/vs/crewai-vs-langgraph
- **1-Click $0 Free Starter docker-compose.prod.yml + CLAUDE.md**: https://pulse-forge.io/api/launch-kit/free-claude-md?repo=crewai/crewai
- **1-Click $4.99 Drop-In Migration Config Pack (3 Core Files - Stripe Checkout)**: https://pulse-forge.io/buy/micro_pass?repo=crewai/crewai&source=md_vs
- **1-Click $9.99 Complete 9-File Production Config .ZIP (Stripe Checkout)**: https://pulse-forge.io/buy/repo_pass_999?repo=crewai/crewai&source=md_vs_999
- **1-Click $49 Builder Repo Hardening & Launch Kit (Stripe Checkout)**: https://pulse-forge.io/buy/instant_boost?repo=crewai/crewai
- **1-Click $149 Category Leader Pro + 30-Day Pin (Stripe Checkout)**: https://pulse-forge.io/buy/category_leader?repo=crewai/crewai
- **Specimen #1 Production Config Preview (`docker-compose.prod.yml`)**: `+ [docker-compose.prod.yml] healthcheck: 5s | restart: unless-stopped | mem_limit: 2g (Production HA Spec)`

## 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