Gumloop vs empuno
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 empuno
| Detail | 
Gumloop | 
empuno |
|---|
| What it does | The multiplayer AI agent builder
| AI agent API and CLI for HR management operations
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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
| TR
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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.
| Not given
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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
| - 277 API commands across 25 modules covering leave, payroll, shifts, equipment, expenses and recruitment
- empuno CLI - single file with no dependencies, Node.js 18+
- Direct HTTP requests with Bearer token authentication
- Automatic command catalog generation from panel features
- Rate limiting of 240 requests/minute and 6000 requests/hour per API key
- Full audit logging of all write operations
- Multipart file upload support for documents
- Scope-based permissions matching panel user roles
- 11 AI assistant commands for CV analysis, document and email generation
- Integration with Claude, ChatGPT and custom AI agents
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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
| - Panel parity: every screen and button maps to an identical API command with same validation and permissions
- Automatic API updates when new features are added to the panel
- Comprehensive audit trail logging all write operations by operator and timestamp
- Works on behalf of specified user with their actual permissions and role
- Real impact on live data with same side effects as panel operations
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 75 ● no change since last check | Not checked yet ● no change since last check |
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| Trust Flow (Majestic) | 19 | 0 |
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| Citation Flow (Majestic) | 49 | 0 |
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| Referring domains (Majestic) | 4273 | 1 |
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4 details filled in for both companies.
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