Round 1 Winners!
Proof of Usefulness Report

decision scope

Analysis completed on 6/4/2026

+5.78
Proof of Usefulness Score
You're In Business

The submission lacks essential verifiable details, relying on a Loom video for its description and evidence of traction. Fields for active users, revenue, and team size are blank, indicating a project in its earliest stages with minimal to no traction. The use of Neo4j and Streamlit suggests some technical structure, but the provided information is too vague to properly evaluate utility or market impact.

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Score Breakdown

Real World Utility+2.00
Audience Reach Impact+1.00
Technical Innovation+1.50
Evidence Of Traction+0.00
Market Timing Relevance+0.50
Functional Completeness+0.25
Subtotal+5.25
Usefulness Multiplierx1.1
Final Score+6

Project Details

Description
https://www.loom.com/share/d3533d02dd6a4fb49cb149d13f9c0407
Audience Reach
developers for the geeky analysis of leadership and will be helpful to any team
Target Users
developers and teams
Technologies
Neo4j, others are really helpful, this is just ground level
Traction Evidence
https://www.loom.com/share/d3533d02dd6a4fb49cb149d13f9c0407

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