| What it does | Search, visualize, curate, and label multimodal data for physical AI models
| The reliability layer for modern software
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| Stage | Established
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| Founded | 2018
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| Based in | US
| US
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| Pricing model | Paid
| Freemium
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| Pricing | Not given
| Developer Edition: Free (up to 50 API endpoints). Enterprise: Custom Pricing based on API endpoints, UI workflows, test execution volume, team size, and deployment model.
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| Key features | - Natural language search across datasets
- Synchronized multimodal playback with video, 3D, sensors, and maps
- Automated annotation quality assurance
- VLM-assisted labeling and active learning
- Agentic data work automation
- Model evaluation and failure pattern detection
- Dataset versioning and comparison
- Support for billions of samples
- Role-based access controls and SSO
| - Automatic test generation from API specifications
- API contract validation against breaking changes
- Continuous security scanning for vulnerabilities
- End-to-end workflow testing across services
- Self-healing tests that adapt to API changes
- AI-computed risk scoring for releases
- SOC 2 and ISO 27001 certification
- SSO/SAML and RBAC support
- On-premise deployment option
- 99.9% uptime SLA
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| What makes it different | - Unified platform keeps data iteration continuous across the entire workflow
- Search and curate across multimodal data types in one place
- Agentic workflows automate repetitive data tasks
- Built on open source FiftyOne toolkit
- Deployed in regulated industries with full compliance and governance controls
| - Domain-grounded AI trained on real testing scenarios
- Self-maintaining test infrastructure that adapts automatically
- Unified testing for backend APIs and frontend UI
- Acts as AI gatekeeper in CI pipeline
- Fast ROI with <30 days payback period
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 70 ● no change since last check | 49 ● no change since last check |
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| Trust Flow (Majestic) | 23 | 9 |
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| Citation Flow (Majestic) | 47 | 35 |
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| Referring domains (Majestic) | 1128 | 513 |
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Voxel51
KushoAI