Round 1 Winners!
Proof of Usefulness Report

Cyberleap

Analysis completed on 3/19/2026

+11.4
Proof of Usefulness Score
You're In Business

The submission features hyperbolic and unverified claims (e.g., 'most people have used my product', target audience of 'everyone'), raising significant credibility red flags. While the described technology addresses IT risk management, the heavy use of buzzwords without clear, actionable evidence or realistic metrics results in an exceptionally low score corresponding to minimal or no verified traction.

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Score Breakdown

Real World Utility+6.25
Audience Reach Impact+1.0
Technical Innovation+3.0
Evidence Of Traction+0.0
Market Timing Relevance+1.5
Functional Completeness+0.25
Subtotal+12
Usefulness Multiplierx0.95
Final Score+11

Project Details

Project URL
Description
Cyberleaps revolutionized IT Risk Management and Cybersecurity through there proprietary Risk Scoring Algorithm. Introducing automated control monitoring as a service provides risk exposure through risk tolerance, control mitigations applied, and metrics for the critical infrastructure in organizations. Cyberleaps has fully integrated the the IT Risk model to include cybersecurity, dynamic enterprise wide sense and respond automated technology, and configurable dashboards and reports. Providing an antifragile infrastructure, introduces machine learning with capabilities to adapt undetected, secure shell, and provide a vast amount of data feed in the neo4j Graph DB that builds intricate metadata that shows relationships and corresponding vulnerabilities through our proprietary algorithm. The extrapolation layer with an advanced UI makes IT Risk Management and Cybersecurity easy to manage. The capabilities continue to grow by the second with system learning and sense and respond 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