Gumloop vs Manifold
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 Manifold
| Detail | 
Gumloop | 
Manifold |
|---|
| What it does | The multiplayer AI agent builder
| Enterprise agent platform for life sciences that enables governed data sharing and self-serve access across organizational boundaries
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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
| 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.
| 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
| - Specialist agents ready to deploy for cohort building, guided analysis, and access provisioning
- Build and deploy custom agents connected to data, tools, and domain-specific workflows
- Data harmonization across molecular, clinical, imaging, and real-world data
- Role-based access control with audit trails for compliance
- Bring-your-own-cloud deployment keeps data in customer's AWS environment
- Partners access data through natural language queries without data movement
- Support for Python, R, and Nextflow analysis tools
- HIPAA, IRB, and BAA ready architecture
- SOC 2, GDPR, TX-RAMP, and NIST SP 800-171 compliance
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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
| - Partners get self-serve answers in minutes instead of weeks of manual data coordination
- Data stays in your cloud while agents deliver answers across organizational boundaries
- Governance and compliance built into every agent action, not added afterward
- Go live from deal signing to active data access in days instead of months
- Embedded bioinformatics reduces time to customer insights from weeks to the same day
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 75 ● no change since last check | 45 ● no change since last check |
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| Trust Flow (Majestic) | 19 | 20 |
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| Citation Flow (Majestic) | 49 | 36 |
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| Referring domains (Majestic) | 4273 | 218 |
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5 details filled in for both companies.
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