Proof of Usefulness Report
Chaos Brief
Analysis completed on 7/19/2026
+42
Proof of Usefulness Score
You're In Business
Chaos Brief presents a clear, actionable solution for solo founders managing risk and uncertainty. However, as a pre-launch project with no active users, revenue, or established reach, its current score strictly reflects early-stage potential rather than proven traction. The submission is notably transparent and well-articulated, warranting a high response quality factor but restricted heavily by minimal current impact.
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Score Breakdown
Real World Utility+15.00
Audience Reach Impact+2.00
Technical Innovation+4.50
Evidence Of Traction+3.75
Market Timing Relevance+5.00
Functional Completeness+6.00
Subtotal+36.25
Usefulness Multiplierx1.15
Final Score+42
Project Details
Project URL
Description
A browser-based scenario briefing tool that turns uncertain project situations into structured plans, risk branches, and concise decision summaries. It helps solo builders assess changing conditions before they act.
Audience Reach
Pre-launch public demo. No verified monthly active users yet; current reach is through the public demo, GitHub repository, Devpost listing, and demo video.
Target Users
Solo founders, small product teams, and makers who need to assess uncertainty before committing time or money. It is designed for early-stage decision making, not enterprise customers yet.
Technologies
Other, Browser-based JavaScript web application, public GitHub repository, GitHub Pages deployment, and YouTube demo video.
Traction Evidence
Pre-launch: https://vasyl198.github.io/chaos-brief/ | https://github.com/Vasyl198/chaos-brief | https://devpost.com/software/chaos-brief | https://youtu.be/vnhCTPCMP4E
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