Proof of Usefulness Report

Data Dynamics

Analysis completed on 2/6/2026

+616
Proof of Usefulness Score
Category Standard

Data Dynamics is a verifiable, established B2B enterprise company with significant revenue (~$18M+) and a Fortune 100 client base, far exceeding the scale of the calibration benchmark. However, the submission itself was of very low quality (e.g., claiming 'most people have used my product' and confusing revenue with market cap), necessitating a substantial penalty on the Response Quality and Traction Verification factors. Despite the poor submission, independent validation confirms the project's high utility and strong market position.

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Score Breakdown

Real World Utility+90.0
Audience Reach Impact+48.0
Technical Innovation+75.0
Evidence Of Traction+51.0
Market Timing Relevance+90.0
Functional Completeness+10.0
Subtotal+364
Usefulness Multiplierx0.94
Final Score+616

Project Details

Description
Data Dynamics is a global leader in enterprise data management, standing at the forefront of the industry-wide shift towards Digital Trust and Data Democracy. Trusted by over 300 organizations, including 25% of the Fortune 20, the company is recognized for its commitment to creating a transparent, unified, and empowered data ecosystem. The flagship AI-powered self-service data management software is redefining traditional data management by placing data ownership and control directly into the hands of its creators—regardless of their skillset or role—whether managing risk, security, privacy, sovereignty, optimization, or sustainability, while democratizing the ethical and secure use of data. Pioneering an industry-first 'data democracy by design' approach using a DIY (Do it Yourself) self-service framework, Zubin empowers everyone across the breadth of an organization—from the C-suite to data & application owners, to discover, define, act on, transform, and audit data through an intuitive, self-service, low-code interface. As organizations navigate the challenges of AI and data governance, Data Dynamics is creating an ecosystem where every individual becomes a champion of ethical data use and every organization fulfills its responsibility as a trusted data custodian—paving the way for a future of Digital Trust and Data Democracy. To learn more about Data Dynamics, visit www.datadynamicsinc.com

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