Round 1 Winners!
Proof of Usefulness Report

D'Abreo Ventures LLC

Analysis completed on 3/21/2026

-41.69
Proof of Usefulness Score
Lab Mode

The submission presents multiple red flags and highly exaggerated claims, such as 'most people have used my product' and stating the audience reach is 'everyone,' despite being a 6-person management consulting firm. There is no verifiable evidence of traction, no active user data, and the technology listed is solely 'Management Consulting.' Due to the unverifiable claims and extremely poor response quality, the project falls into the 'red flag' calibration tier, resulting in a negative score.

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Score Breakdown

Real World Utility+12.50
Audience Reach Impact-20.00
Technical Innovation+3.75
Evidence Of Traction-37.50
Market Timing Relevance+5.00
Functional Completeness+0.00
Subtotal-36.25
Usefulness Multiplierx1.15
Final Score-42

Project Details

Project URL
Description
Cybersecurity Executive Services, Artificial Intelligence, Machine Learning, Advisors

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