Proof of Usefulness Report

Vidrio Financial

Analysis completed on 1/24/2026

+488
Proof of Usefulness Score
Industry Mainstay

Vidrio Financial is a verified, established B2B fintech company managing over $100 billion in alternative assets for institutional clients, confirming high real-world utility and significant market impact. However, the project submission itself was of extremely poor quality, containing hallucinated claims (e.g., 'most people have used my product', 'audience reach: everyone') and confusing financial metrics ('marketcap: 17000000'). While the underlying business is strong and fits the 'Much larger scale' calibration (scoring potentially 600+), the severe lack of effort and accuracy in the submission inputs necessitated significant penalties in Audience Reach, Evidence of Traction, and Response Quality metrics.

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Score Breakdown

Real World Utility+225.0
Audience Reach Impact+70.0
Technical Innovation+105.0
Evidence Of Traction+112.5
Market Timing Relevance+80.0
Functional Completeness+2.5
Subtotal+595
Usefulness Multiplierx0.82
Final Score+488

Project Details

Project URL
Description
Designed for institutional investors who allocate investments externally to hedge fund managers and private equity funds, our managed data services and software empower allocators and LPs to take control of their complex investments and external manager relationships in order to make smarter investment decisions, reduce costs, optimize resources and mitigate risk. With headquarters in New York and offices in Italy and Bermuda, Vidrio’s clients include some of the world’s dominant allocators to external managers. Vidrio’s platform manages over $100 billion in alternative investments globally with a combined AUM of over US $5 trillion. Opportunities to join us can be found at vidrio.com/careers

Algorithm Insights

Market Position
Strong market validation with clear user adoption patterns
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