| What it does | Roadmap validation and decision intelligence platform that turns research evidence into inspectable decision cases
| A public scoreboard tracking which apps train AI on your data and what it costs to opt out
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| Stage | Not given
| Startup
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| Founded | Not given
| 2026
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| Based in | IT
| GB
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| Pricing model | Freemium
| Free
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| Pricing | Self-serve plans: Startup (5 seats, 1 project, 1 study per project, 5 methods, 1 GB storage), Researcher (15 seats, 5 projects, 10 studies per project, 15 methods, 15 GB storage), Team (25 seats, 15 projects, 30 studies per project, unlimited methods, 50 GB storage). All self-serve plans offer month
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| Key features | - Decision Evidence Sprint workflow for focused roadmap validation
- Usability testing and unmoderated sessions
- AI-assisted research synthesis with human review
- Webcam eye tracking and behavioral signal analysis
- Participant management and tester panel recruiting
- Video transcription and AI reaction cues
- Slide builder and unlimited slide exports for Team plan
| - Searchable database of 245 apps with AI training grades
- My stack tool to generate personal exposure reports
- Change feed tracking policy updates since last check
- Word-for-word quoted policy excerpts with dates and links
- Right-of-reply register showing company responses to grades
- Free API for data reuse with attribution
- oEmbed support to embed live verdicts in articles
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| What makes it different | - Connects research evidence directly to roadmap decisions before engineering commitment
- Keeps findings connected to source material for defensible decisions
- Transforms research into reusable team knowledge through decision records
- AI-assisted synthesis that keeps confidence and limitations transparent
- Designed for lean teams to validate roadmap decisions without building large research operations
| - Every quote is verified character-for-character against archived copies that anyone can check
- Companies are contacted before unfavorable grades are published to respond or correct
- Sponsorship price is fixed regardless of a company's grade, keeping editorial independent
- Machine-assisted reading with human decision-making on every grade
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| Community votes | 0 | 0 |
| DR (Domain Rating by Ahrefs) | 17 ● no change since last check | 1 ● no change since last check |
| Trust Flow (Majestic) | 8 | 5 |
| Citation Flow (Majestic) | 32 | 28 |
| Referring domains (Majestic) | 90 | 30 |