Proof of Usefulness Report

Doneh

Analysis completed on 3/12/2026

+88

Proof of Usefulness Score

You're In Business

The project concept of an AI-powered data-sharing tool for societal benefit targets a relevant problem, but the submission lacks credibility due to highly exaggerated claims (e.g., 'most people have used my product', 'audience reach: everyone'). The $500K 'marketcap' metric for a nonprofit without verifiable user traction is irregular. Technical details are sparse, and evidence of real-world adoption is entirely unsupported, placing this project firmly in the 'minimal traction' calibration band.

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Score Breakdown

Real World Utility+50

Audience Reach Impact+10

Technical Innovation+15

Evidence Of Traction+6.25

Market Timing Relevance+20

Functional Completeness+2.5

Subtotal+103.75

Usefulness Multiplierx0.85

Final Score+88

Project Details

Project URL

doneh.org

Description

Empower individuals to share their Data for the benefit of society. - We're a tech nonprofit organisation. - We're building an AI-powered data sharing tool. - We facilitate data sharing for good. - We link data owners and research projects.

Algorithm Insights

Market Position

Growing utility with room for optimization

User Engagement

Documented reach suggests active user community

Technical Stack

Modern tech stack aligned with sponsor technologies

Recommendations to Increase Usefulness Score

Document User Growth

Provide specific metrics on user acquisition and retention rates

Showcase Revenue Model

Detail sustainable monetization strategy and current revenue streams

Expand Evidence Base

Include testimonials, case studies, and third-party validation

Technical Roadmap

Share development milestones and feature completion timeline