Proof of Usefulness Report

HiClarity Inc.

Analysis completed on 3/18/2026

+85.5

Proof of Usefulness Score

You're In Business

The project cites academic foundations in decision science but presents major red flags through highly exaggerated and unsupported claims (e.g., 'everyone' audience reach, 'most people have used my product'). Minimal technical details are provided beyond 'Software Development', and the $2.5M market cap claim is unverifiable and incongruous with the traction evidence. Due to vague implementation details and unrealistic statements, the project falls into the minimal verifiable traction category.

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Score Breakdown

Real World Utility+30.0

Audience Reach Impact+0.0

Technical Innovation+20.0

Evidence Of Traction+0.0

Market Timing Relevance+40.0

Functional Completeness+5.0

Subtotal+95

Usefulness Multiplierx0.9

Final Score+86

Project Details

Project URL

hiclarity.ai

Description

Our proprietary AI technology is based on foundational work in Decision Science at Carnegie Mellon University, combining the academic research with applied multidimensional approach to decision making. Our unique methodology of identifying Mental Models was pioneered by Baruch Fischhoff, Ph.D. of Carnegie Mellon University. We now augment this unique methodology with the latest advances in Artificial Intelligence and Machine Learning technology.

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