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AI · head to head

LangGraph vs CrewAI

LangGraph logo

LangGraph

AI

Agent runtime and orchestration framework

From
Free
Rated
-
CrewAI logo

CrewAI

Automation Integration

The Enterprise Agent Build and Runtime for the work your business runs on

From
Free
Rated
-

The short version

  • Each has a real cost: LangGraph steeper learning curve compared to high-level abstractions; CrewAI free tier limited to only 50 workflow executions per month

Where they differ

Only the attributes on which LangGraph and CrewAI actually diverge.

Attributes where LangGraph and CrewAI differ
AttributeLangGraphCrewAI
Pricing modelOpen source and free, with optional managed platformfreemium
PlatformsPython, JavaScript, WebWeb
CategoryAIAutomation Integration

Identical on both: starting price (Free), free tier (Yes), user rating (Not yet rated).

What each one covers

Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.

Only in LangGraph

  • Human-in-the-loop controls
  • Customizable workflows
  • Memory management
  • Token-by-token streaming
  • Low-level control
  • Multi-agent support

Only in CrewAI

Nothing recorded that LangGraph does not also cover.

What people use each for

The jobs each tool is most often brought in to do.

LangGraph

  • Building production AI agents with auditable workflowsnot CrewAI
  • Designing multi-agent systems for complex tasksnot CrewAI
  • Implementing human oversight in autonomous systemsnot CrewAI
  • Creating reliable agentic applications at scalenot CrewAI

CrewAI

  • Enriching sales leads with company revenue and insights automaticallynot LangGraph
  • Accelerating first contact with leads from multiple systemsnot LangGraph
  • Automating quality assurance testing for voice agentsnot LangGraph
  • Generating curriculum content and instructor materials instantlynot LangGraph

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

LangGraph

  • Steeper learning curve compared to high-level abstractions
  • Requires understanding of graph-based architecture
  • Debugging complex workflows can be challenging
  • Not optimized for simple, one-off use cases

CrewAI

  • Free tier limited to only 50 workflow executions per month
  • Enterprise pricing is not published; requires contact for quote
  • No public information about paid tier pricing between free and enterprise

Pricing, plan by plan

LangGraph

Free
  • Open SourceFree
    • MIT-licensed framework
    • Self-hosted deployment
    • Full API access
  • LangGraph Platform$35/month
    • Managed hosting
    • Enterprise deployment
    • Integrated tooling

CrewAI

Free
  • BasicFree
    • 50 workflow executions/month
    • Visual editor and AI copilot
    • GitHub integration
  • Enterprise$null/month
    • Custom pricing upon request
    • Everything in Basic plus advanced features
    • Enterprise connectors

Which should you pick?

Choose LangGraph if

  • You need human-in-the-loop controls.
  • You want to start without paying.
  • You work on Python, JavaScript, Web.
  • You also want customizable workflows.

Choose CrewAI if

  • You want to start without paying.

Questions people ask

Is LangGraph or CrewAI better?
Neither clearly leads. LangGraph starts at Free and CrewAI at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, LangGraph or CrewAI?
LangGraph starts at Free and CrewAI at Free.
Does LangGraph or CrewAI run on more platforms?
LangGraph runs on Python, JavaScript, Web. CrewAI runs on Web.
Can I use LangGraph for free?
Both have a free tier, so you can try either at no cost before committing.
What is LangGraph best used for?
LangGraph is most often used for building production ai agents with auditable workflows, designing multi-agent systems for complex tasks, implementing human oversight in autonomous systems, creating reliable agentic applications at scale. Of those, building production ai agents with auditable workflows and designing multi-agent systems for complex tasks are not what CrewAI is typically brought in for.
What can LangGraph do that CrewAI cannot?
LangGraph covers Human-in-the-loop controls, Customizable workflows, Memory management, Token-by-token streaming.

Answered from the vendors’ own pages

LangGraph: Is LangGraph free to use?

Yes. The core LangGraph framework is MIT-licensed and completely free. You only pay if you use the optional managed LangGraph Platform for hosting.

Source
CrewAI: Is CrewAI free?

CrewAI offers a free Basic tier that includes 50 workflow executions per month, access to the visual editor, AI copilot, and GitHub integration. Enterprise plans with custom pricing are available for larger deployments.

Source
LangGraph: What programming languages does LangGraph support?

LangGraph provides first-class support for Python and JavaScript, enabling cross-platform agent development.

Source
CrewAI: How much does CrewAI Enterprise cost?

CrewAI Enterprise pricing is custom and available upon request. Enterprise includes dedicated VPC deployment, FedRamp High compliance, SSO and RBAC, PII redaction, and dedicated support with 45-day onboarding.

Source
LangGraph: Can I deploy LangGraph in production?

Yes. LangGraph can be self-hosted on your own infrastructure or deployed through LangGraph Platform with enterprise support and SLA guarantees.

Source
CrewAI: Can I self-host CrewAI?

Enterprise tier customers can deploy CrewAI on their own VPC or own infrastructure in addition to CrewAI cloud deployment, but specific pricing for self-hosted options is not published.

Source
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