Proof of Usefulness Report

Quiver Quantitative

Analysis completed on 1/28/2026

+297
Proof of Usefulness Score
Gaining Momentum

Quiver Quantitative is a legitimate, high-traction fintech platform with verifiable organic traffic (~865k-1M/mo) and significant brand recognition in the retail investing space (e.g., Congress trading trackers). While the submission contained low-effort exaggerations ('most people have used my product') and missing financial data, external search confirms ~300k+ registered users (as of 2022) and seed funding (~$2.5M). The score reflects strong real-world utility and market timing, heavily penalized by the poor response quality and the niche nature of the audience compared to mass-market giants.

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Score Breakdown

Real World Utility+108
Audience Reach Impact+64
Technical Innovation+45
Evidence Of Traction+90
Market Timing Relevance+38
Functional Completeness+4
Subtotal+349
Usefulness Multiplierx0.85
Final Score+297

Project Details

Project URL
quiverquant.com
Description
Quiver Quantitative is a data analytics company that specializes in providing alternative data for retail investors. Through their platform, they aggregate and analyze a wide range of data sources, including government filings, social media sentiment, and corporate disclosures, to offer unique insights into market trends and investment opportunities. Quiver Quantitative aims to level the playing field by making high-quality, actionable data accessible to individual investors, helping them make more informed decisions in the stock market. Their services are designed to empower users with the same kind of data-driven insights that institutional investors typically have access to.

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