Proof of Usefulness Report

Cerrion

Analysis completed on 1/17/2026

+202
Proof of Usefulness Score
Gaining Momentum

The submission for 'Cerrion' references a legitimate B2B computer vision company specializing in manufacturing process transparency, as verified by external data. However, the submission itself is of extremely low quality, containing demonstrably false claims (e.g., 'most people have used my product', 'audience reach: everyone') and lacking any technical detail. While the underlying technology (AI video analytics for industrial lines) has high Real-World Utility and strong Market Timing, the project score is heavily penalized due to the poor Response Quality and the disconnect between the submission's hyperbolic claims and the niche B2B reality.

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Score Breakdown

Real World Utility+100
Audience Reach Impact+10
Technical Innovation+52
Evidence Of Traction+12
Market Timing Relevance+42
Functional Completeness+2
Subtotal+220
Usefulness Multiplierx0.92
Final Score+202

Project Details

Project URL
Description
Cerrionis in the Computer Vision Industry
Audience Reach
everyone
Target Users
everyone
Traction Evidence
most people have used my product

Algorithm Insights

Market Position
Growing utility with room for optimization
User Engagement
Documented reach suggests active user community
Technical Stack
Technology choices support scalability goals

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