Proof of Usefulness Report

CodePath

Analysis completed on 2/6/2026

+579
Proof of Usefulness Score
Industry Mainstay

The project, identified by URL and description as 'CodePath', is a high-impact non-profit addressing diversity in tech education. While the underlying entity has exceptional utility and traction (30,000 students, 2,000 companies), the submission itself is deeply flawed (incorrect name 'ThunderBlade', false claims of 'everyone' reach and 'most people' usage, and nonsensical revenue data). The score reflects the high real-world value of CodePath, heavily penalized for the low quality and reliability of the submission data.

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Score Breakdown

Real World Utility+237.5
Audience Reach Impact+170.0
Technical Innovation+45.0
Evidence Of Traction+112.5
Market Timing Relevance+90.0
Functional Completeness+2.5
Subtotal+657.5
Usefulness Multiplierx0.88
Final Score+579

Project Details

Project URL
Description
CodePath is reprogramming higher education to create the first AI-native generation of engineers, CTOs, and founders. We deliver industry-vetted courses and career support centered on the needs of first-generation and low-income students. Our students train with senior engineers, intern at top companies, and rise together to become the tech leaders of tomorrow. With 30,000 students and alumni from 700 colleges now working at 2,000 companies, we are reshaping the tech workforce and the industries of the future.

Algorithm Insights

Market Position
Strong market validation with clear user adoption patterns
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