| What it does | Finds reproducible bugs and runtime vulnerabilities by running your product in a production-like sandbox
| Search, visualize, curate, and label multimodal data for physical AI models
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| Stage | Not given
| Established
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| Founded | Not given
| 2018
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| Based in | FR
| US
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| Pricing model | Free trial
| Paid
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| Pricing | Free for open source projects. Paid plans available for commercial use; specific pricing not listed.
| Not given
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| Key features | - Builds a sandbox that replicates production environment
- Mocks or emulates third-party services like payments, mail and APIs
- Provides failing test for every defect found
- Maps product architecture and reads code for suspicions
- Validates security issues with real exploits against sandbox
- Crawls every link and finds missing routes
- Runs locally or in the cloud
| - 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
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| What makes it different | - Catches bugs code review misses by running the actual product instead of just reading diffs
- Every bug comes with a reproducible failing test that proves it
- Finds runtime vulnerabilities by firing real exploits against the sandbox
- Tests untested integrations and hard-to-mock async services
- Free for open source projects
| - 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
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 25 ▲ +1 (up) since last check | 70 ● no change since last check |
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| Trust Flow (Majestic) | 9 | 23 |
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| Citation Flow (Majestic) | 27 | 47 |
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| Referring domains (Majestic) | 63 | 1128 |
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