Round 1 Winners!
Proof of Usefulness Report

QuantaHub Squared

Analysis completed on 3/19/2026

+85
Proof of Usefulness Score
You're In Business

The project addresses a highly relevant market involving AI compliance for federal agencies, specifically noting EO 13960 and 14110. However, the submission is severely let down by unrealistic, unverifiable claims in audience reach ('everyone') and traction ('most people have used my product'). Without concrete evidence of active users, real revenue, or specific technical distinctiveness beyond 'Computer Software,' the submission demonstrates significant red flags despite strong market timing.

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Score Breakdown

Real World Utility+25
Audience Reach Impact+5
Technical Innovation+15
Evidence Of Traction+2.5
Market Timing Relevance+50
Functional Completeness+2.5
Subtotal+100
Usefulness Multiplierx0.85
Final Score+85

Project Details

Project URL
Description
Our company specializes in AI education and solutions for the government and defense sectors. Our team is comprised of industry professionals who have decades of experience in AI, Cybersecurity, and Analytics. We teach advanced programs at major universities, participate as advisors on industry panels such as NIST for responsible AI, publish research materials and books in these areas, and over 26 years of hands-on experience supporting Federal and DoD agencies. Our Innovative Responsible AI Solutions are constantly working to bridge the gap between humans and the simulation of human-intelligence processes by machines. Our team uses the latest techniques such as Machine Learning and Deep Learning, combined with Neural Network technology, we help our clients detect waste, fraud, and abuse in the Financial Services, Healthcare, Government, and Energy, Resources & Industrials sectors. We help agencies support EO 13960 and EO 14110. The EO 13960 requires the use of an AI system that uses logistic regression, linear regression, decision trees, or other machine learning models, regardless of the complexity of the model. We provide over 40 models on our platform out of the box and each type supports its own characteristics and applications. These mathematical models learn by being fed data and imitate the way humans learn, gradually improving its accuracy. EO 14110 Safe, Secure, and Trustworthy Development and Use of Artificial Intelligence, explains that the Federal Government must protect Americans from the potential risks of AI systems. It charges agencies with developing standards, tools, and tests to help ensure that AI systems are properly secure and trustworthy. The order also requires development of best practices to ensure jobs are protected and the privacy of all Americans are protected. With our extensive experience in AI we are a premier partner for protecting the public from the risks of irresponsible AI. To learn more reach out to AI@quantahub2.com

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