Gumloop vs StellarFirm
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 StellarFirm
| Detail | 
Gumloop | 
StellarFirm |
|---|
| What it does | The multiplayer AI agent builder
| AI Agents that take on the work, from plan to finished result
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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
| GR
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| Pricing model | Freemium
| Not given
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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.
| Alpha is free with free credits for new accounts. Credit packs available: 1,000 credits, 5,000 credits, 20,000 credits. Plans coming soon.
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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
| - Approval system for all outputs before publishing
- Cloud-based workspace accessible from browser
- Desktop application for Mac and Windows
- Slack integration for assistant communication
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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
| - Human approval required for all outputs that publish or spend money
- Agents hand work to each other automatically
- Agents work continuously even when you sleep
- Choice of cloud hosting or local machine execution
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 75 ● no change since last check | 29 ▲ +1 (up) since last check |
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| Trust Flow (Majestic) | 19 | 5 |
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| Citation Flow (Majestic) | 49 | 38 |
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| Referring domains (Majestic) | 4273 | 12 |
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5 details filled in for both companies.
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