Proof of Usefulness Report

FirstEigen

Analysis completed on 2/6/2026

+552
Proof of Usefulness Score
Industry Mainstay

FirstEigen (DataBuck) is a verified B2B enterprise data observability solution recognized in Gartner's 2024 Market Guide. While the submission itself contained significant inaccuracies (claiming 'most people' have used it and 'everyone' is the audience), external verification confirms a legitimate company with Fortune 100 clients (Cisco, Verizon, Toyota) and estimated annual revenue of ~$4M. The project demonstrates strong technical innovation in AI/ML data validation and high real-world utility for enterprise data lakes. The final score reflects the high quality of the verified business, heavily penalized by the poor quality of the submission data.

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Score Breakdown

Real World Utility+20.0
Audience Reach Impact+9.6
Technical Innovation+11.25
Evidence Of Traction+8.75
Market Timing Relevance+8.0
Functional Completeness+0.5
Subtotal+58.1
Usefulness Multiplierx0.95
Final Score+552

Project Details

Project URL
firsteigen.com
Description
FirstEigen is a leader in data quality and trustability solutions, empowering organizations to ensure reliable, accurate data for critical decision-making. Our flagship product, DataBuck, is trusted by Fortune 100 companies to validate and monitor millions of records in real-time, delivering unmatched precision and scalability. Built on a foundation of innovation, DataBuck leverages cutting-edge AI and machine learning to detect hard-to-catch errors, reduce false alerts, and simplify data validation processes. From financial services to healthcare, we help enterprises transform their data into a trusted asset, driving better outcomes and operational efficiency.

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