Proof of Usefulness Report

Cognitive Atom

Analysis completed on 1/18/2026

-8
Proof of Usefulness Score
Lab Mode

The submission presents a severe credibility gap. Despite a claimed launch in 2018 and the assertion that 'most people have used my product,' there is no verifiable digital footprint, revenue, or specific product details found for 'Cognitive Atom' or 'SilentWalker'. The claims appear hyperbolic and unsupported, triggering a red flag penalty for lack of verifiable traction.

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Score Breakdown

Real World Utility+1
Audience Reach Impact+0
Technical Innovation+0
Evidence Of Traction-10
Market Timing Relevance+1
Functional Completeness+0
Subtotal-7
Usefulness Multiplierx1.1
Final Score-7

Project Details

Description
High efficient custom machine learning algorithm, prediction systems, intelligent systems \u0026 computer vision systems.
Audience Reach
everyone
Target Users
everyone
Technologies
Machine Learning, Neuroscience
Traction Evidence
most people have used my product

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