Proof of Usefulness Report

People Data Labs

Analysis completed on 1/27/2026

+583
Proof of Usefulness Score
Industry Mainstay

People Data Labs is a verified, high-value B2B data entity (Series B, ~$50M funding, ~90 employees), positioning it significantly above the calibration baseline in terms of scale and utility. However, the submission itself was of exceptionally low quality (using pseudonyms like 'BlazeClaw' and providing no technical details), necessitating a 'Quality Factor' penalty. The score reflects the massive real-world traction and utility of the verified domain, tempered by the lack of direct evidence provided in the application form.

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Score Breakdown

Real World Utility+184.00
Audience Reach Impact+108.00
Technical Innovation+63.75
Evidence Of Traction+190.00
Market Timing Relevance+85.00
Functional Completeness+2.50
Subtotal+633.25
Usefulness Multiplierx0.92
Final Score+583

Project Details

Description
Our data empowers developers to build innovative, trusted data-driven products at scale.

Algorithm Insights

Market Position
Strong market validation with clear user adoption patterns
User Engagement
Documented reach suggests active user community
Technical Stack
Technology choices support scalability goals

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