| What it does | Search, visualize, curate, and label multimodal data for physical AI models
| Real-time guardrails and evaluation for LLM applications
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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
| Freemium
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| Pricing | Not given
| Free plan includes 3 million tokens per month, unlimited users, and community support. Basic plan is $0/month with 300k monthly tokens and up to 3 protection rules. Pro plan is $550/month including 1 billion monthly tokens, unlimited protection rules, and email and Slack support. Additional tokens a
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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
| - Real-time guardrails with sub-20ms latency
- Hallucination detection and prevention
- Small language model judges tailored to business domain
- Content moderation and safety checks
- PII detection and masking
- Prompt management and studio
- Complete observability and tracing
- Rogue red team platform for agent evaluation
- Multiple deployment options
- Policy enforcement and custom rules
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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
| - 99.6% faster evaluation than alternatives
- 97% cost reduction compared to traditional solutions
- Small judges providing low latency and cost efficiency
- Contextual guardrails that consider application context
- Purpose-built for agentic systems, RAG, and chatbots
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 70 ● no change since last check | 28 ● no change since last check |
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| Trust Flow (Majestic) | 23 | 11 |
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| Citation Flow (Majestic) | 47 | 26 |
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| Referring domains (Majestic) | 1128 | 71 |
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