The friction
Why this matters
AI-assisted recommendations arrive without clear ownership of the actual decision.
Template catalog / 02 · Evidence
Product preview · Marketplace approval pending
Technology & services Template preview
AI Decision Record Mini
Show what AI suggested, what the person checked, and what the person actually decided.
Portfolio preview only. No editable buyer copy, purchase or preorder is available here. Final product details and rights will appear with the verified Marketplace listing.
Product concept · Public-safe portfolio example
Make the human decision visible.
A focused Notion organizer for the problem below. Explore the fit and intended outcome; the editable product is not included in this preview.
The difference
What the product aims to change
Make responsibility visible when a human judgment matters.
Best fit
Designed for
Founders and teams adopting AI assistance for consequential work.
Expected usefulness, not a guarantee
What success would look like
A more intelligible decision trail for later questioning.
Marketplace status
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This is an example of VPP’s developing product work. Individual Notion Marketplace links, buyer rights and delivery details will be published only after verification.
Coming later, not accepting orders. Publication and checkout will only appear after individual listings have been verified.
A useful boundary
Does not evaluate model safety or make decisions for a person.
Our book can explain the underlying principles. Scoped services may help with a specific workflow. Neither is required to explore this portfolio.
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