Proof of Usefulness Report

Oatmeal Health

Analysis completed on 1/26/2026

+103
Proof of Usefulness Score
Gaining Momentum

While the submission quality was abysmal (containing false claims like 'most people have used my product' and missing data), external verification confirms 'Oatmeal Health' is a legitimate, high-potential startup. The company is a Techstars and CancerX Moonshot alumnus focused on AI-enabled lung cancer screening for underserved populations (FQHCs). The high score relative to the poor input reflects the verified real-world utility, institutional backing, and market relevance of the actual company, though it is heavily penalized for the low-effort and inaccurate submission data.

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Score Breakdown

Real World Utility+35.63
Audience Reach Impact+12.00
Technical Innovation+12.75
Evidence Of Traction+22.50
Market Timing Relevance+9.00
Functional Completeness+0.13
Subtotal+92.01
Usefulness Multiplierx1.12
Final Score+103

Project Details

Description
Oatmeal Healthis in the Healthcare IT Industry

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