AI · head to head
LangGraph vs Poolside

Poolside
AI
Open-weight foundation models built for agentic software engineering
- From
- $0.06/month
- Rated
- -
The short version
- Only LangGraph has a free tier, so it costs nothing to try first.
- Each has a real cost: LangGraph steeper learning curve compared to high-level abstractions; Poolside no self-serve public application; access is largely through enterprise sales or third-party model gateways
- They diverge on capability: LangGraph covers Human-in-the-loop controls, Poolside covers Laguna S 2.1.
Where they differ
Only the attributes on which LangGraph and Poolside actually diverge.
Identical on both: user rating (Not yet rated), category (AI).
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 Poolside
- Laguna S 2.1
- Laguna XS 2.1
- Desktop and CLI tools
- Open-weight models
- Third-party gateway access
What people use each for
The jobs each tool is most often brought in to do.
LangGraph
- Building production AI agents with auditable workflowsnot Poolside
- Designing multi-agent systems for complex tasksnot Poolside
- Implementing human oversight in autonomous systemsnot Poolside
- Creating reliable agentic applications at scalenot Poolside
Poolside
- Enterprises deploying AI coding assistance across large developer organizationsnot LangGraph
- Government and defense agencies needing on-premise or sovereign coding modelsnot LangGraph
- Teams building custom coding agents on open-weight foundation modelsnot LangGraph
- Organizations wanting on-device lightweight coding modelsnot 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
Poolside
- No self-serve public application; access is largely through enterprise sales or third-party model gateways
- Pricing for the flagship enterprise and government offering is not public and requires a sales conversation
- Targets organizations with large (5,000+) developer headcounts, making it a poor fit for individuals or small teams
- Documentation and product surface area are thin compared to consumer-facing coding assistants
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
Poolside
$0.06/month- Laguna XS 2.1$undefined/month
- $0.06 per 1M input tokens
- $0.12 per 1M output tokens
- Available via OpenRouter and Vercel AI Gateway
- Laguna S 2.1$undefined/month
- $0.10 per 1M input tokens
- $0.20 per 1M output tokens
- 1M token context window
- Enterprise / Government$undefined/month
- Custom contracts for large engineering organizations
- Sales-quoted pricing
- On-premise or dedicated deployment options
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 Poolside if
- You need laguna s 2.1.
- You work on web, api, mac, windows, linux.
- You also want laguna xs 2.1.
Questions people ask
- Is LangGraph or Poolside better?
- Neither clearly leads. LangGraph starts at Free and Poolside at $0.06/month, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, LangGraph or Poolside?
- LangGraph has a free tier; the other does not. Paid plans start at Free for LangGraph and $0.06/month for Poolside.
- Does LangGraph or Poolside run on more platforms?
- LangGraph runs on Python, JavaScript, Web. Poolside runs on web, api, mac, windows, linux.
- Can I use LangGraph for free?
- Yes. LangGraph has a free tier, so you can try it without paying. Poolside starts at $0.06/month.
- 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 Poolside is typically brought in for.
- What can LangGraph do that Poolside cannot?
- LangGraph covers Human-in-the-loop controls, Customizable workflows, Memory management, Token-by-token streaming. Poolside covers Laguna S 2.1, Laguna XS 2.1, Desktop and CLI tools, Open-weight models.
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.
SourcePoolside: How is Poolside's Laguna model usage priced?
Laguna XS 2.1 is priced at $0.06 per 1M input tokens and $0.12 per 1M output tokens; Laguna S 2.1 is $0.10 per 1M input tokens and $0.20 per 1M output tokens.
SourceLangGraph: What programming languages does LangGraph support?
LangGraph provides first-class support for Python and JavaScript, enabling cross-platform agent development.
SourcePoolside: Where can I access Poolside's models?
Laguna models are available through third-party gateways OpenRouter and Vercel AI Gateway, as well as via Poolside's own desktop and CLI tools.
SourceLangGraph: 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.
SourcePoolside: Does Poolside offer enterprise or government pricing?
Yes, Poolside offers custom, sales-quoted contracts for large enterprises and government/defense customers, including on-premise or dedicated deployment options.
SourcePoolside: How do I get started building with Poolside's models?
Poolside's documentation provides a quickstart guide for installing the `pool` CLI and running an agent task, alongside API documentation for custom integrations.
SourceRelated pages
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