| What it does | Testing and improvement for GenAI systems, before deployment and in production
| An open interface for agentic Office that connects to the AI models and keys you already have
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| Stage | Not given
| Startup
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| Founded | Not given
| 2026
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| Based in | US
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| Pricing model | Not given
| Freemium
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| Pricing | Not given
| Free for individuals and teams up to 30 users (includes self-hosting, single sign-on and managed configuration)
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| Key features | - Automated evaluations with off-the-shelf benchmarks and LLM as Judges
- Product strategy and cross-department PM modules
- Automated alerts for deviations in product behavior
- LLM as Users for simulating diverse user personas
- AI portfolio governance and oversight
- User feedback automation and expert annotation
- Metrics comparison with historical data and leaderboards
- Customizable metrics for different knowledge levels and evolving needs
- Integration with existing workflows for cross-departmental teams
| - Works with OpenAI, Anthropic, Google Gemini, DeepSeek, Amazon Bedrock, Microsoft Foundry, OpenRouter, Ollama and any OpenAI-compatible endpoint
- Edit text, lists and formatting in Word
- Read and write ranges, sort data and build plots in Excel
- Build full slide decks in PowerPoint
- Suggestion mode with review comments in Word and Excel
- Attach files including scanned PDFs with local OCR
- Self-hosted with SSO and managed configuration
- Export skills as SKILL.md files
- Connect external tools through Model Context Protocol
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| What makes it different | - Measures real-world impact to prove business and user value before deployment
- Metrics become shared language across product, engineering and risk teams
- Reduces reliance on data scientists by automating AI product management
- Makes impact of AI predictable through testing and forecasting
- Ensures AI aligns with actual user needs through feedback and explainability
| - No vendor lock-in and no per-seat licensing fees
- Source-available with full code transparency
- Requests never reach company servers
- Portable by design with supported model switching
- Free for teams up to 30 users including self-hosting
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 39 ● no change since last check | 1 ● no change since last check |
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| Trust Flow (Majestic) | 7 | 4 |
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| Citation Flow (Majestic) | 23 | 26 |
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| Referring domains (Majestic) | 84 | 30 |
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Impact AI