Proof of Usefulness Report

Fab Data

Analysis completed on 3/7/2026

+56
Proof of Usefulness Score
You're In Business

Fab Data is a verifiable boutique technology consultancy delivering high-utility data tools (e.g., TheTeacher.AI, Education OS) to governments in developing countries (e.g., Sierra Leone). While the project demonstrates strong Real-World Utility and legitimate B2G contracts, the submission itself contained unprofessional and hyperbolic claims (e.g., 'most people have used my product', audience 'everyone') which heavily penalized the score. Verifiable traction indicates ~1,000+ specialized users and operation in 3 countries, significantly lower than the claimed reach. The score reflects a high-value niche service marred by a low-quality submission.

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Score Breakdown

Real World Utility+21.25
Audience Reach Impact+8.0
Technical Innovation+9.0
Evidence Of Traction+5.0
Market Timing Relevance+7.5
Functional Completeness+0.25
Subtotal+51
Usefulness Multiplierx1.1
Final Score+56

Project Details

Project URL
fabdata.io
Description
Fab Data is a boutique technology company with a mission to empower policy makers, educators and administrators in developing countries with the insights they need to make informed decisions to improve education delivery. We do this by creating cutting-edge tools in data-systems drawing on AI, machine learning and advanced geospatial algorithms. We use advanced data analytics and visualization techniques to transform complex data sets into actionable insights for partners. We have experience creating scalable database structures, building modern data analysis and visualization tools; and building applications using the latest in high-performance web technologies and authentication methods, mobile applications for iOS and Android with offline support. We help our clients build a culture of data-driven decision-making that promotes equity, improves outcomes, and transforms delivery.

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