Proof of Usefulness Report

NeoDocs

Analysis completed on 1/26/2026

+262
Proof of Usefulness Score
Gaining Momentum

The submission for 'LunarStorm' contains contradictory data: the URL (neodocs.in) points to Neodocs, a legitimate Y Combinator-backed health-tech startup, while the description is a job posting for a Ruby developer. The evaluation is based on the verified Neodocs project (smartphone-based lab testing), which has high utility and significant funding ($2.5M+), despite the poor quality of the submission data.

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Score Breakdown

Real World Utility+18.00
Audience Reach Impact+10.40
Technical Innovation+10.20
Evidence Of Traction+21.25
Market Timing Relevance+9.00
Functional Completeness+0.25
Subtotal+69.1
Usefulness Multiplierx3.8 (Scale Factor included)
Final Score+262

Project Details

Project URL
neodocs.in
Description
**Requirements**\n\n* Past experience in some related field, preferably in software development as a Ruby on Rails Developer\n* Experience of working with relational as well as NoSQL databases\n* Experience of front-end technologies (e.g. JavaScript, CSS, HTML, and JQuery)\n* Ability to develop highly interactive as well as user-friendly applications\n* Sound knowledge of object-oriented design and analysis\n* A strong passion for writing simple, clean and efficient code\n* An analytical mind in addition to a problem-solving attitude\n* Ability to take quick decisions while working independently\n* Familiarity with RSpec or other testing libraries or tools\n\n**Responsibilities**\n\n* Writing clean, efficient and maintainable code\n* Contributing to all phases of the software development lifecycle\n* Designing robust, secure and scalable features\n* Driving continuous integration of relevant new technologies and upgrades into design\n* Following the best-established practices such as test-driven development, SCRUM, continuous integration, refactoring and code standards

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