Round 1 Winners!
Proof of Usefulness Report

Analytics for Living

Analysis completed on 3/17/2026

-12.36
Proof of Usefulness Score
Lab Mode

The submission contains highly exaggerated claims with no verifiable evidence, notably stating 'most people have used my product' while failing to provide active user numbers. Listing 'Management Consulting' as the sole technology while broadly claiming to deploy proprietary machine learning and AI presents a critical contradiction. The financial metrics ('all time marketcap: 2500000' for monthly revenue) are confusing and misaligned. Due to extreme vagueness, unsupported statements, and significant red flags, the project receives a negative score.

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Score Breakdown

Real World Utility+2.50
Audience Reach Impact-4.00
Technical Innovation+0.75
Evidence Of Traction-10.00
Market Timing Relevance+0.50
Functional Completeness-0.50
Subtotal-10.75
Usefulness Multiplierx1.15
Final Score-12

Project Details

Description
Analytics for Living vision is to enable analytics for life. Analytics for Living's mission is to improve access to life saving healthcare products and services, improve financial crime prevention methods, and optimize supply solutions with tenders to help populations. Analytics for Living employs machine learning and artificial intelligence to healthcare, financial services including financial crime / AML, and hospitality to enable the ecosystem to gain access to life saving innovations. Analytics for Living Foundation is a 501(c)(3) charitable organization accepting donations to fiscal sponsorships to address real world problems with machine learning, artificial intelligence and advance analytics. Donation or pledges to fiscal sponsorship projects receives access to Analytics for Living's machine learning and artificial intelligence reporting and analytics visualization to provide solutions to problems in healthcare, financial services, supply and tenders, and hospitality. Analytics for Living believes analytics is needed to improve the quality and health of populations, enable innovation and financial sustainability. Analytics for Living improves lives, the world, country, system, community, family, caregiver, person and patient. Analytics for Living's proprietary machine learning and artificial intelligence tools enable the stakeholders of healthcare, financial services, government, manufacturers and hospitality including restaurants and hotels to help populations throughout the world. Analytics for Living syndicated products and consulting services quantify patient need, patient quality of life, patient affordability, patient demand, healthcare costs, healthcare savings, healthcare investments, healthcare returns on patients and revenues, healthcare savings, healthcare measurements, financial services (TM, AML, etc.), hospitality, and tenders for supply. Privacy, data, transparency and governance for the benefit of lives is our lens.

Algorithm Insights

Market Position
Early stage requiring focused development
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