Proof of Usefulness Report

Dreamdata

Analysis completed on 1/19/2026

+684
Proof of Usefulness Score
Category Standard

Dreamdata is a verified, high-traction Series B company (approx. $60M+ funding, ~70 employees) solving a critical B2B problem: revenue attribution. While the project itself demonstrates exceptional real-world utility and significant market traction, the submission quality was extremely poor (claiming 'everyone' as the audience and providing negligible details). The score reflects the strong underlying business fundamentals, heavily penalized by the low-quality submission and inaccurate claims regarding reach.

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Score Breakdown

Real World Utility+22
Audience Reach Impact+7
Technical Innovation+12
Evidence Of Traction+22
Market Timing Relevance+9
Functional Completeness+0
Subtotal+74
Usefulness Multiplierx0.915
Final Score+684

Project Details

Project URL
Description
Dreamdata gathers, joins and cleans all revenue-related data to present transparent, actionable analysis of what drives B2B revenue.
Audience Reach
everyone
Target Users
everyone
Technologies
Business Development, Developer Tools
Traction Evidence
most people have used my product

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