Round 1 Winners!
Proof of Usefulness Report

VeData Group

Analysis completed on 3/22/2026

+33
Proof of Usefulness Score
You're In Business

The project description suggests a viable B2B business model (ML/BI products for non-technical companies), but the submission is filled with severe red flags. The submitter uses an alias ('ShadowFang'), provides highly exaggerated claims ('most people have used my product', reach is 'everyone'), and uses nonsensical revenue metrics ('all time marketcap: 50000'). Due to the lack of verifiable traction and poor response quality, the submission receives the lowest possible quality multiplier (0.5) across all criteria.

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Score Breakdown

Real World Utility+18.75
Audience Reach Impact+2.0
Technical Innovation+7.5
Evidence Of Traction+0.0
Market Timing Relevance+7.5
Functional Completeness+0.5
Subtotal+36.25
Usefulness Multiplierx0.90
Final Score+33

Project Details

Project URL
Description
We help more and more companies to be data-driven companies, even if they don't have data science/engineering teams. We implement Machine Learning Engineering BI products that provide the necessary analytics that answer the most frequently business questions in each industry. We also provide predictive models to identify key customer profiles to deploy credit products in your business.

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