Round 1 Winners!
Proof of Usefulness Report

SharpML

Analysis completed on 3/19/2026

-45
Proof of Usefulness Score
Lab Mode

The submission contains extreme red flags, including unverifiable and hyperbolic claims ('most people have used my product', audience is 'everyone') from a small team with no active user data. While machine learning is a relevant field, the lack of credible evidence and poor response quality trigger significant penalties, resulting in a negative score.

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Score Breakdown

Real World Utility+12.5
Audience Reach Impact-30
Technical Innovation+7.5
Evidence Of Traction-75
Market Timing Relevance+50
Functional Completeness-15
Subtotal-50
Usefulness Multiplierx0.9
Final Score-45

Project Details

Project URL
Description
We build custom machine learning models for Image, Video, and Data analysis.

Algorithm Insights

Market Position
Early stage requiring focused development
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