Proof of Usefulness Report
Global Mastery Partners
Analysis completed on 3/10/2026
+63
Proof of Usefulness Score
You're In Business
While the project targets a relevant market with its focus on inclusive education and finance, the submission features unsupported and highly exaggerated claims (e.g., claiming 'most people have used my product' and 'everyone' as the audience). The lack of verifiable traction and realistic metrics results in a minimal score.
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Score Breakdown
Real World Utility+37.5
Audience Reach Impact+0
Technical Innovation+7.5
Evidence Of Traction+0
Market Timing Relevance+25
Functional Completeness+0
Subtotal+70
Usefulness Multiplierx0.9
Final Score+63
Project Details
Project URL
Description
Building Inclusion That Lasts
At Global Mastery Partners helps institutions take real action on inclusion.
We focus on education, finance, and financial literacy—using strategy, experience, and AI tools that work. Founded by Amina Djirdeh, a finance expert and professor, we use strategy, lived experience, and AI tools to drive real results.
We focus on three core areas:
1. Inclusive Education
We help colleges, universities, and school boards redesign learning environments to reflect the students they serve.
• Faculty training on inclusive teaching
• Curriculum audits to remove systemic bias
• Student-centered feedback powered by AI
2. Inclusive Finance
We partner with banks and finance firms to build internal cultures that reflect equity—on paper and in practice.
• Culture audits and leadership alignment
• AI dashboards that track progress
• ESG-integrated reporting and strategy
3. Financial Literacy for Underserved Communities
We deliver real-world financial education to youth and equity-deserving groups—designed with care, not assumptions.
• Live + virtual workshops on credit, budgeting, and savings
• Co-delivered with nonprofits and local partners
• Impact data ready for CSR/CRA reporting
All of our work is powered by
Inclusion Insights™ — our proprietary AI dashboard that turns feedback into action.
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