| What it does | Search, visualize, curate, and label multimodal data for physical AI models
| AI agents test your app like a human, at machine speed
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| Stage | Established
| Startup
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| Founded | 2018
| 2024
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| Based in | US
| Not given
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| Pricing model | Paid
| Not given
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| Pricing | Not given
| Free plan with $3 credits to start; Pay as you go plan starting at $0/month with credits purchased as needed; Scale plan at $149/month with unlimited script minutes, $25 AI credits included, up to 5 parallel tests, and unlimited team members.
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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
| - Plain-English test creation - describe tests like explaining to a teammate without code or selectors
- AI test generation - convert natural language descriptions to runnable tests in minutes
- Self-healing tests that adapt to UI changes automatically without breaking
- Export standard Playwright code you can run anywhere without lock-in
- CI/CD integration with GitHub Actions, GitLab CI, and other pipelines
- Scheduled monitoring and alerts for critical flows
- Mobile and tablet testing on real devices
- Multi-step test pipelines with data passing between steps
- Agent-native testing with MCP server and CLI for AI coding agents
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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
| - No scripts or selectors required - describe tests in plain English
- Tests complete in minutes instead of hours with instant feedback
- Near-zero maintenance as AI adapts to UI changes automatically
- Own the generated Playwright code with no vendor lock-in
- Handles complex flows like authentication, MFA, and multi-step wizards
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 70 ● no change since last check | 6 ● no change since last check |
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| Trust Flow (Majestic) | 23 | 4 |
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| Citation Flow (Majestic) | 47 | 28 |
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| Referring domains (Majestic) | 1128 | 78 |
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