| What it does | Search, visualize, curate, and label multimodal data for physical AI models
| Automatically fix failing Playwright scripts by investigating the live page and opening a GitHub pull request with a proposed code fix
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| Stage | Established
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| Founded | 2018
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| Based in | US
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| Pricing model | Paid
| Free
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| Pricing | Not given
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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
| - Automatically investigates failing Playwright scripts against the live page
- Opens GitHub pull requests with proposed code fixes
- Works with any browser provider
- Supports custom LLM provider API keys
- Integrates into existing Playwright projects without changing fixtures
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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
| - Keep existing Playwright scripts unchanged, only adding automatic repair after failures
- Free to use, no charges from Libretto
- Open source under MIT license
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| Community votes | 0 | 0 |
| DR (Domain Rating by Ahrefs) | 70 ● no change since last check | 27 ● no change since last check |
| Trust Flow (Majestic) | 23 | 8 |
| Citation Flow (Majestic) | 47 | 31 |
| Referring domains (Majestic) | 1128 | 347 |