Proof of Usefulness Report

Yasmin Alyons

Analysis completed on 3/22/2026

+36.51

Proof of Usefulness Score

You're In Business

The submission outlines an AI consulting service with practical utility and strong market relevance given the current AI boom. However, the application contains highly exaggerated, unsupported claims regarding its audience ('everyone') and traction ('most people have used my product'). Coupled with confusing financial metrics ('marketcap: 500000' for a consulting business) and an absence of verifiable user data, the project receives severe penalties in quality multipliers for reach, traction, and response quality. This places the final evaluation firmly in the minimal verifiable traction tier.

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Score Breakdown

Real World Utility+15.00

Audience Reach Impact+1.00

Technical Innovation+6.00

Evidence Of Traction+1.25

Market Timing Relevance+8.00

Functional Completeness+0.50

Subtotal+31.75

Usefulness Multiplierx1.15

Final Score+37

Project Details

Project URL

yasminalyons.com

Description

I’m an AI consultant with a Master’s in AI and Big Data. I design, build, and deploy AI systems for businesses from start to finish. My work includes developing custom AI solutions, training machine learning models, setting up data pipelines, and integrating systems with Microsoft 365. I help organizations identify where AI can solve their specific problems, then implement and train teams on the solutions. I handle everything from initial consultation and system architecture to deployment and user training. My focus is on creating AI systems that integrate well with existing business processes and deliver measurable results.

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