Proof of Usefulness Report

Doriot AI

Analysis completed on 3/12/2026

-4.48

Proof of Usefulness Score

Lab Mode

The submission lacks fundamental details, including a project description and specific problem-solution fit. Claims regarding audience reach ('everyone') and traction ('most people have used my product') are entirely unsupported, exaggerated, and directly contradict the stated metrics ('all time marketcap: 500000'). Due to the presence of significant red flags, zero verifiable traction, and extremely poor response quality, the project receives a negative score in line with calibration guidelines.

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Score Breakdown

Real World Utility+0.00

Audience Reach Impact-1.00

Technical Innovation+0.00

Evidence Of Traction-2.50

Market Timing Relevance+0.00

Functional Completeness-0.50

Subtotal-4

Usefulness Multiplierx1.12

Final Score-4

Project Details

Project URL

doriot.co

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