Proof of Usefulness Report

InclusionBridge

Analysis completed on 3/22/2026

+30.91

Proof of Usefulness Score

You're In Business

The project addresses a critical and timely issue (bias in AI models) with a solid mission, scoring well in market timing. However, the submission is severely lacking in verifiable data. Claims such as 'everyone' for audience reach and 'most people have used my product' for traction are unsupported and highly improbable. Technical details and specific business metrics are absent, resulting in a low overall score reflecting minimal proven traction.

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Score Breakdown

Real World Utility+15.00

Audience Reach Impact+1.50

Technical Innovation+1.50

Evidence Of Traction+0.63

Market Timing Relevance+8.00

Functional Completeness+0.25

Subtotal+26.88

Usefulness Multiplierx1.15

Final Score+31

Project Details

Project URL

inclusionbridge.org

Description

Our aspiration is to give machine learning skills to those most affected by bias in AI models; to make them eligible participants in the stewardship of the algorithms.

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