Round 1 Winners!
Proof of Usefulness Report

Kibo Investment Advisors LLC

Analysis completed on 3/22/2026

+13.31
Proof of Usefulness Score
You're In Business

The project targets the relevant field of sustainable investing using machine learning, but the submission is severely undermined by hyperbolic and unsupported claims (e.g., 'everyone' as audience reach, 'most people have used my product'). A reported all-time market cap of 500,000 and a team size of 6 contradict the claimed universal adoption, leading to extremely low traction and quality multipliers.

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Score Breakdown

Real World Utility+5.00
Audience Reach Impact+1.00
Technical Innovation+2.25
Evidence Of Traction+0.63
Market Timing Relevance+6.00
Functional Completeness+0.25
Subtotal+15.13
Usefulness Multiplierx0.88
Final Score+13

Project Details

Description
Kibo Investment Advisors LLC identifies unique opportunities to invest in companies that do better for the planet while producing returns that beat the benchmark. At Kibo we have built a proprietary framework to predict stock performance by using machine learning and drawing on academic research. This framework allows us to design model stock portfolios that seek to generate alpha while managing risk. We are defining a new frontier in sustainable investing where big data and machine learning empower the performance of our portfolios.

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