Gumloop vs Metaforms
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 Metaforms
| Detail | 
Gumloop | 
Metaforms |
|---|
| What it does | The multiplayer AI agent builder
| AI infrastructure for research delivery teams
|
|---|
| Stage | Not given
| Not given
|
|---|
| Founded | Not given
| Not given
|
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| Based in | US
| US
|
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| Pricing model | Freemium
| Contact for pricing
|
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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.
| Pay for projects, not seats or tokens. Fixed price for projects and modules included in annual package.
|
|---|
| 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
| - Survey programming with AI agents
- Works with Decipher, Dimensions, Qualtrics, and Confirmit
- Tracker version management and revision control
- Reviewable and approvable outputs
- 24/7 customer support with 30 minute response time
- Slack and Microsoft Teams integration
- SOC 2 Type II and ISO/IEC 27001 certified
- HIPAA and GDPR compliant
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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
| - Agents generate code while teams maintain full control through reviewable outputs
- Fixes bottlenecks methodically rather than requiring wholesale workflow changes
- Fixed project-based pricing with no seat or token fees
- Works within existing survey platforms without disrupting current workflows
- Data never trains or improves AI models
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| Community votes | 0 | 0 |
|---|
| DR (Domain Rating by Ahrefs) | 75 ● no change since last check | 36 ▲ +1 (up) since last check |
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| Trust Flow (Majestic) | 19 | 8 |
|---|
| Citation Flow (Majestic) | 49 | 32 |
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| Referring domains (Majestic) | 4273 | 328 |
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6 details filled in for both companies.
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