Proof of Usefulness Report

Epidote AI

Analysis completed on 3/9/2026

-9.08

Proof of Usefulness Score

Lab Mode

The project raises significant red flags due to highly improbable and unsupported claims. Stating that 'most people have used my product' and targeting an audience of 'everyone' demonstrates a lack of realistic assessment. The monthly revenue response ('all time marketcap: 500000') is irrelevant and unverifiable. With no concrete technical details and zero credible evidence of traction, the submission falls below zero per the calibration guidelines for red flags.

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Score Breakdown

Real World Utility+2.50

Audience Reach Impact-5.00

Technical Innovation+0.75

Evidence Of Traction-6.25

Market Timing Relevance+1.00

Functional Completeness-1.25

Subtotal-8.25

Usefulness Multiplierx1.1

Final Score-9

Project Details

Project URL

epidote.ai

Description

Epidote AI bridges the gap between academic learning and industry demands. Our mission is to turn your education into practical, job-ready skills. We go beyond technical training, focusing on communication, teamwork, and problem-solving—essential for career success

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