Proof of Usefulness Report
Scaling Startups
Analysis completed on 3/20/2026
-20.125
Proof of Usefulness Score
Lab Mode
The submission contains significant red flags, vague claims, and zero verifiable traction. Unrealistic assertions like 'most people have used my product', citing an audience of 'everyone', and nonsensical technical details indicate a lack of seriousness or a spam submission, resulting in a negative score per calibration guidelines.
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Score Breakdown
Real World Utility-2.5
Audience Reach Impact-4.0
Technical Innovation+0.0
Evidence Of Traction-10.0
Market Timing Relevance+0.0
Functional Completeness-1.0
Subtotal-17.5
Usefulness Multiplierx1.15
Final Score-20
Project Details
Project URL
Description
Infra, DevOps, Machine Learning, Security
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