As AI enters the era of agentic orchestration, teams are moving beyond simple prompts to multi-agent, production-grade workflows. This blog breaks down LangGraph vs CrewAI, explaining why CrewAI excels at rapid prototyping while LangGraph is built for scalable, reliable enterprise systems.

It also offers a practical guide to migrating CrewAI prototypes into LangGraph production setups—covering architecture, state management, cost control, and observability—so AI systems deliver real-world impact, not just demos.