Gumloop vs WORKSHOP IT
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 WORKSHOP IT
| Detail | 
Gumloop | 
WORKSHOP IT |
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| What it does | The multiplayer AI agent builder
| AI-powered requirements elicitation platform for project discovery
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| Stage | Not given
| Startup
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| Founded | Not given
| 2026
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| Based in | US
| AU
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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.
| Essentials: $500 per month (25 interviews, 1 Project Lead, 1 Delegate). Professional: $2,000 per month (200 interviews, 3 Project Leads, 9 Delegates). Enterprise: Tailored pricing available upon enquiry.
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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
| - Asynchronous stakeholder interviews
- Conflict highlighting and perspective mapping
- Real-time stakeholder clarification
- Current-state process flow generation
- Role-based access control
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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
| - Reduces workshop scheduling delays by conducting interviews asynchronously before meetings
- Clarifies ambiguous stakeholder input in real-time unlike traditional surveys
- Designed by practicing business analysts for real project delivery challenges
- Does not use customer content to train AI models
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 75 ● no change since last check | 32 ● no change since last check |
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| Trust Flow (Majestic) | 19 | 10 |
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| Citation Flow (Majestic) | 49 | 21 |
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| Referring domains (Majestic) | 4273 | 11 |
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5 details filled in for both companies.
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