| What it does | Search, visualize, curate, and label multimodal data for physical AI models
| Bug reporting tool for web apps and coding agents
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| Stage | Established
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| Founded | 2018
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| Based in | US
| RS
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| Pricing model | Paid
| Freemium
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| Pricing | Not given
| Free plan: up to 3 members, 30 recordings per month, kept for 14 days. Team plan: $12 per member per month (billed yearly at $144) or $15 per member per month (monthly billing), with 14-day free trial. Enterprise: custom pricing on annual contract.
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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
| - Console error logs with full stack traces
- Network request capture and replay as cURL or HAR
- Instant replay of the last few minutes without reproduction
- Page DOM replay for element inspection
- Automatic sensitive data redaction and masking
- MCP server integration for AI coding agents
- Integrations with Linear, Jira, GitHub, Slack, Sentry and more
- Recording links for non-technical users without extension
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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
| - Complete bug context in one shareable link instead of back-and-forth messages
- AI coding agents can read the full report and propose fixes automatically
- Automatic sensitive data protection before any upload
- Works with any modern browser through recording links, no extension required
- Integrates with existing dev tools and issue trackers automatically
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| Community votes | 0 | 0 |
| DR (Domain Rating by Ahrefs) | 70 ● no change since last check | 3 ● no change since last check |
| Trust Flow (Majestic) | 23 | 3 |
| Citation Flow (Majestic) | 47 | 27 |
| Referring domains (Majestic) | 1128 | 30 |