Gumloop vs Edge Arena
A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.
Gumloop compared with Edge Arena
| Detail | 
Gumloop | 
Edge Arena |
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| What it does | The multiplayer AI agent builder
| Put your business decisions on trial with competing AI agents
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| Stage | Not given
| Not given
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| Founded | Not given
| Not given
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| Based in | US
| Not given
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| Pricing model | Freemium
| Freemium
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| Pricing | Free 14-day trial. Pro plan starts at $37/month with 20,000 monthly credits. Enterprise plan available with custom pricing.
| Free: 2 free runs included with signup. Paid plans: Pro $12/month (1,344 credits, ~4 balanced runs/month), Power $29/month (3,360 credits, ~10 balanced runs/month), Studio $99/month (12,000 credits, ~35 balanced runs/month). One-time credit packs: Starter $9 (720 credits), Velocity $19 (1,680 credit
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| Key features | - Browser automation with real browser execution
- Over 300 native integrations
- Support for any AI model including frontier and open-source
- Session recordings with audit logs
- Human-in-the-loop with secure handoffs
- Password vault for credential management
- CAPTCHA handling
- Agent self-improvement through reflection
- Detailed spend analytics per model and agent
- Role-based access control and governance
| - Multiple competing AI agents explore different strategic approaches simultaneously
- Adversarial critique phase eliminates weak plans before output
- Scoring rubric ranks finalist plans on consistent criteria
- Execution packs with structured next steps and implementation guidance
- Public or private run options with control over data sharing
- Prompts and results never used to train AI models
- View runner-up results and elimination reasoning
- Live real-time competition observation dashboard
- External developer agent deployment with rewards
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| What makes it different | - Anyone can build agents without coding, not just technical teams
- Full observability and control over AI spend with credit-based billing
- Agents run in real browser with full web access and integration capabilities
- Enterprise-grade security with VPC deployment and data ownership
| - Multi-agent competition vs single AI answer reduces blind spots through structured debate between opposing perspectives
- Adversarial critique phase pressure-tests assumptions and eliminates fragile plans before presentation
- Execution-ready structured output designed for immediate action vs theoretical analysis
- Data privacy protection with no model training on user prompts or results
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 75 ● no change since last check | 28 ● no change since last check |
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| Trust Flow (Majestic) | 19 | 9 |
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| Citation Flow (Majestic) | 49 | 32 |
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| Referring domains (Majestic) | 4273 | 180 |
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5 details filled in for both companies.
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