Round 1 Winners!
Proof of Usefulness Report

Coastlight Capital

Analysis completed on 3/19/2026

-0.86
Proof of Usefulness Score
Lab Mode

Coastlight Capital presents a valid wealth management concept but is severely penalized for blatant red flags in its submission. Claims such as 'most people have used my product' and an audience reach of 'everyone' are highly exaggerated and demonstrably false for a private wealth service. The technical description relies heavily on buzzwords (AI/ML/Big Data) without evidence of proprietary implementation or actual product deployment. Due to these red flags and a complete lack of verifiable traction, the final score falls below 0.

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Score Breakdown

Real World Utility+10
Audience Reach Impact-5
Technical Innovation+1.5
Evidence Of Traction-12.5
Market Timing Relevance+5
Functional Completeness+0.25
Subtotal-0.75
Usefulness Multiplierx1.15
Final Score-1

Project Details

Description
COASTLIGHT'S MISSION IS TO HELP HUMANITY THRIVE BY ENABLING ALL INVESTORS TO ACHIEVE THEIR GOALS AND ASPIRATIONS EFFORTLESSLY. Coastlight Capital was started after Roman Stehling and his colleagues worked on a better investment framework for private wealth clients at Merrill Lynch, which changed how investors allocate their funds. They realized that technology could help every investor achieve their goals. Coastlight Capital has assembled a great team across multiple disciplines such as Financial Markets, Macroeconomics, Monetary Policy, Data Analytics, Artificial Intelligence/Machine Learning/Deep Learning, Mathematics, Computer Science. Providing our private wealth clients with an integrated approach of private wealth services, a quantitative investment framework based on decades of academic research in finance and highly personalized advice. OUR APPROACH FOR PRIVATE WEALTH CLIENTS INTEGRATES THEIR asset classes, strategy styles and exposure to risk factors investment analysis including core and satellite strategies optimized for the trade-off between active portfolio management and pre-tax compounded growth asset location optimization strategies for wealth structuring and wealth transfer purposes (such as gifting and charitable strategies) tax loss harvesting strategies income and transfer tax liabilities spending and liquidity needs COASTLIGHT CAPITAL TO START ARTIFICIAL INTELLIGENCE LAB Providing Private Wealth Clients with a Quantitative Investment Framework based on Artificial Intelligence/Machine Learning, Big Data and Decades of Academic Research in Finance. Replacing Wall Street by taking out human errors, opinions based on biases and guesses and giving Private Wealth Clients access to a scientific framework by allocating their funds not just to asset classes, but as well to strategy styles and risk factors.

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