| What it does | AI agent red-teaming platform for testing, evaluation, monitoring, and governance
| 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 | US
| US
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| Pricing model | Freemium
| Paid
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| Pricing | Launch Plan: Pay Per Test Case with free trial available. Scale Plan: Custom pricing based on needs, includes everything in Launch Plan plus cross-browser execution, CI/CD integration, AI debugger, SOC 2 Type II compliance, and dedicated customer success manager.
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| Key features | - Adaptive red-teaming with adversarial scenarios
- Agent tracing with execution path inspection
- Automated evaluation with LLM and code-based checks
- Policies and guardrails for agent governance
- Support for multiple agent types
- Framework and model agnostic integration
- 60+ tool integrations for CI/CD
- SOC 2 Type II compliance
- SSO and SAML identity integration
- Fine-grained access control
| - 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 | - Discovers failures before production through adaptive red-teaming
- Converts discovered failures into permanent regression checks
- Full visibility into agent behavior with execution tracing
- Works with any agent type and existing tech stack
- Enterprise-grade security built from the start
| - 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 |
| DR (Domain Rating by Ahrefs) | 30 ▲ +1 (up) since last check | 70 ● no change since last check |
| Trust Flow (Majestic) | 11 | 23 |
| Citation Flow (Majestic) | 21 | 47 |
| Referring domains (Majestic) | 221 | 1128 |