Round 1 Winners!
Proof of Usefulness Report

Pupils.ai

Analysis completed on 3/16/2026

-9.9
Proof of Usefulness Score
Lab Mode

The submission exhibits significant red flags, including absurd and unsupported claims ('most people have used my product', 'everyone' for reach), nonsensical financial metrics ('all time marketcap' instead of monthly revenue), and vague technical details. Due to the complete absence of verifiable traction and suspicious responses, the project receives a negative score in alignment with the calibration guidelines for projects with red flags.

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Score Breakdown

Real World Utility+2.5
Audience Reach Impact+0.0
Technical Innovation+0.0
Evidence Of Traction-12.5
Market Timing Relevance+3.0
Functional Completeness-2.0
Subtotal-9
Usefulness Multiplierx1.1
Final Score-10

Project Details

Project URL
Description
Pupils.ai is an artificial Intelligence and machine learning startup making career transition less daunting, less lonely and an enriching experience. Our goal is to empower job seekers as well as recruiting professionals/companies in the Human Resources industry. We are currently seeking institutional investors familiar in the AI space. If you are a UI/UX/Mobile/Web developer or ML engineer looking to join a startup, contact us today!

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