Round 1 Winners!
Proof of Usefulness Report

Vector Atomic

Analysis completed on 3/24/2026

+59.63
Proof of Usefulness Score
You're In Business

The submission lacks credible evidence and is highly contradictory. Extreme claims like 'most people have used my product' heavily conflict with an unsupported $2.5M all-time market cap and an unspecified business type. The use of generic buzzwords ('Non-convex quadratic optimization of real life systems') without clear, verifiable real-world applications leads to severe penalties, resulting in a minimum Quality Factor (0.5) across all evaluation categories.

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Score Breakdown

Real World Utility+18.75
Audience Reach Impact+10.00
Technical Innovation+15.00
Evidence Of Traction+6.25
Market Timing Relevance+15.00
Functional Completeness+1.25
Subtotal+66.25
Usefulness Multiplierx0.9
Final Score+60

Project Details

Project URL
Description
Machine Learning Applied to Everyday Non-convex quadratic optimization of real life systems

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