Round 1 Winners!
Proof of Usefulness Report

DataReq

Analysis completed on 3/9/2026

+16.9
Proof of Usefulness Score
You're In Business

DataReq targets a highly relevant and growing market (AI and Data recruitment). However, the submission lacks technical innovation and includes highly exaggerated or contradictory claims regarding traction ('most people have used my product') and financial metrics ('marketcap: 500000'). As a traditional staffing service with zero verifiable scale or custom technology, it falls significantly below the calibration baseline.

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Score Breakdown

Real World Utility+6.25
Audience Reach Impact+0.5
Technical Innovation+0.375
Evidence Of Traction+0.0
Market Timing Relevance+8.0
Functional Completeness+0.25
Subtotal+15.375
Usefulness Multiplierx1.1
Final Score+17

Project Details

Project URL
Description
At DataReq, we specialize in connecting top-tier talent with leading companies in the AI and data space. Mission; To empower businesses to attract and retain the best AI & Data talent through tailored recruitment solutions. Vision; To be the most trusted recruitment partner, enabling businesses to achieve success through exceptional AI & Data talent. Values; - Integrity: Acting with transparency and accountability in all we do. - Honesty: Building trust through open and authentic communication. - Commitment: Dedicated to delivering exceptional results. - Precision: Focusing on the details that drive quality and success. - Hard Work: Going above and beyond to exceed expectations. With a deep understanding of the industry’s evolving needs, we help businesses find the right talent, so they can drive innovation and growth. You will be partnering with an independent consultant, Nathan Hilliar. With certifications in basic Generative AI and multiple years of experience recruiting data specialists, you will find yourself in safe hands with a dedicated, structured, and professional approach. We specialize in the following areas; - Data Science - Data Engineering - Machine Learning - Data Leadership & Strategy - Data Product Management - MLOps - Generative AI - Artificial Intelligence Whether you're a company looking for precision hiring or a candidate seeking your next opportunity, we're here to help you succeed in this fast-moving field.

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