Proof of Usefulness Report

Diagnose Early

Analysis completed on 1/24/2026

+52
Proof of Usefulness Score
You're In Business

Diagnose Early is a verifiable biotech entity with a high-caliber team (including a Nobel Laureate) developing breath-based diagnostic technology. However, the project submission is of extremely poor quality, containing demonstrable falsehoods (claiming 'most people' have used a product that is still in R&D/clinical stages) and confusing valuation with revenue. While the technology has significant potential utility, the submission's lack of credible traction data and use of an alias ('FrostClaw') severely reduce the Proof of Usefulness score. The score reflects the high potential of the underlying technology weighed against the complete lack of verifiable user evidence in the submission.

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Score Breakdown

Real World Utility+90.0
Audience Reach Impact+5.0
Technical Innovation+90.0
Evidence Of Traction+5.0
Market Timing Relevance+85.0
Functional Completeness+5.0
Subtotal+47.0
Usefulness Multiplierx1.10
Final Score+52

Project Details

Description
Our AI health data platform lets you unlock the true potential of health data, combining novel breath analysis, custom wearables and electronic health records.

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