WrongStack vs Poolside AI

Side-by-side comparison of features, pricing, and ratings

Analysis reviewed Live tool data as of 2026-09-15
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At a glance

DimensionWrongStackPoolside AI
PricingFreemium (free tier available; paid tiers TBD)Contact sales (enterprise pricing)
Target UserIndividual developers, open-source maintainers, security-conscious teamsLarge enterprises in regulated industries (finance, healthcare, defense)
DeploymentLocal execution on developer machine (privacy-focused)On-premises, VPC, or air-gapped; also cloud API
Model SizeNot disclosed (context-aware across files)Laguna XS.2: 33B params (3B active); Laguna M.1: 225B params (23B active)
Context LengthNot specified, but reads entire codebaseUp to 256K tokens (via latest update)

If you are a solo developer or small team wanting a privacy-first, permission-controlled coding agent with a terminal-based workflow, WrongStack is the pragmatic, no-nonsense choice. For enterprises in regulated sectors needing auditable, air-gapped AI agents backed by custom foundation models and dedicated research engineers, Poolside AI is the clear winner despite its enterprise-only pricing.

WrongStack
WrongStack

AI coding agent with permission-based control across terminal, TUI, and browser.

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Poolside AI
Poolside AI

Open-weight agentic coding models — Laguna XS 2.1 and Laguna S 2.1 — built for secure on-prem and air-gapped enterprise AI.

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Pricing
Freemium
Contact Sales
Plans
$0/mo
$20/mo
Contact
Popularity
2 views
7.1k views
Skill Level
Advanced
Advanced
API Available
Platforms
CLIDesktopWeb
DesktopCLIAPIWeb
Categories
🛠️ Autonomous Coding Agents💻 Code & Development
💻 Code & Development🛠️ Autonomous Coding Agents⚛️ Foundation Models & LLM APIs🛡️ AI Governance & Guardrails
Features
Reads entire codebases
Edits files with user approval
Runs terminal commands for debugging and setup
Terminal REPL interface
Full-screen TUI interface
Browser UI interface
Permission-based control for each action
Context-aware reasoning across files
Supports multiple programming languages
Local execution for privacy
Session persistence and history
Git integration for change tracking
Advanced context understanding (Pro)
Custom permission policies (Pro)
Laguna S 2.1 open-weight model: 118B params, 8B active, 1M context
Laguna XS 2.1 open-weight model: 33B params, 3B active, 256K context
Laguna XS 2.1 designed to run on-device for lightweight scenarios
Laguna S 2.1 positioned for frontier-class long-horizon reasoning
Single-agent and multi-agent orchestration with planning and tool use
Sandboxed agent execution environments for running generated code safely
Desktop app and CLI for agentic coding sessions
Model selection, tool grouping, and project management in the client
Data connectors to repositories, databases, and warehouses
Role-based access control for both human users and agents
End-to-end trace observability for agent runs
Governance and auditability built for regulated environments
Custom model fine-tuning on domain-specific data
Deployment inside your security boundary: on-prem, VPC, or workstation
Access to Laguna models via OpenRouter and Vercel AI Gateway
Integrations
OpenRouter
Vercel AI Gateway

Who should pick which

  • Solo developer building a side project
    Pick: WrongStack

    Freemium pricing, local execution, and permission-based control align with a developer who wants AI help without losing oversight or incurring costs.

  • Open-source maintainer automating code fixes
    Pick: WrongStack

    WrongStack's Git integration and command-line TUI fit well with open-source workflows; free tier keeps expenses at zero.

  • Enterprise DevOps team in finance
    Pick: Poolside AI

    Poolside's on-prem deployment, auditability, and role-based access meet strict regulatory requirements, plus multi-agent orchestration handles complex CI/CD pipelines.

  • Defense contractor needing air-gapped AI
    Pick: Poolside AI

    Poolside supports workstation deployment for defense (air-gapped), custom foundation models, and executive governance, which is critical for security.

  • Security-conscious team that dislikes cloud dependencies
    Pick: WrongStack

    WrongStack runs entirely local, requires no internet, and gives explicit approval for every action, preventing accidental data leaks.

Frequently Asked Questions

WrongStack vs Poolside AI: which should you choose?

If you are a solo developer or small team wanting a privacy-first, permission-controlled coding agent with a terminal-based workflow, WrongStack is the pragmatic, no-nonsense choice. For enterprises in regulated sectors needing auditable, air-gapped AI agents backed by custom foundation models and dedicated research engineers, Poolside AI is the clear winner despite its enterprise-only pricing.

Can WrongStack handle large enterprise codebases?

Yes, it scans entire codebases for context, but it's designed for individual developers; it lacks multi-user, role-based access or audit trails needed in regulated enterprises.

Does Poolside AI offer a free tier?

No, Poolside AI is enterprise-only with contact-based pricing; there is no free or self-serve tier.

Does WrongStack support cloud deployment?

No, WrongStack executes locally on the developer machine, emphasizing privacy and offline use.

What models does Poolside AI use?

Poolside offers Laguna XS.2 (33B params, 3B active, on-device) and Laguna M.1 (225B params, 23B active, via API), both supporting 256K context length as of May 2026.

Is WrongStack open source?

The description does not specify open source; it's freemium with a free tier.

Can Poolside AI be deployed on-premises?

Yes, Poolside supports on-premises, VPC, and workstation deployment (defense only), with custom models and sandboxed agents.

Which tool is better for a beginner developer?

WrongStack is more approachable due to free pricing and terminal workflow, but it assumes familiarity with command-line tools; neither tool is designed for non-developers.

Does WrongStack have a cloud API?

No, WrongStack runs locally only; it does not provide a cloud API or server-side execution.

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Last reviewed: July 3, 2026