Proof of Usefulness Report

Lynn Family Vision & Training, LLC

Analysis completed on 2/3/2026

+32
Proof of Usefulness Score
You're In Business

The project is a local brick-and-mortar optometry and sports vision business rather than a scalable technology platform. While it provides high real-world utility in its specific geography (Louisville), the submission fails to demonstrate technical innovation or broad audience reach. The claims regarding traction ('most people have used my product') and reach ('everyone') are hyperbolic and unverifiable, resulting in low quality factors. The submission lacks specific metrics on revenue or active users, placing it in the lowest tier of the calibration scale.

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Score Breakdown

Real World Utility+17.5
Audience Reach Impact+1.0
Technical Innovation+1.5
Evidence Of Traction+2.5
Market Timing Relevance+6.0
Functional Completeness+0.5
Subtotal+29
Usefulness Multiplierx1.12
Final Score+32

Project Details

Project URL
www.lynnfamilyvision.com
Description
Lynn Family Sports Vision and Training was founded in 2020 by Dr. Mark Lynn, Cindy Lynn and Mark J. Lynn. The Lynn Family decided to open the business after sports vision had been a passion of Dr. Mark Lynn for years. In addition to Sports Vision services, Lynn Family Sports Vision Training offers concussion and traumatic brain injury therapy that will increase a patient's recovery time. Starting in December of 2023 the Lynn Family open their first routine optometric practice, Lynn Family Vision. Offering routine eye exams, glasses and contacts; Lynn Family Vision is here to service the Louisville Metropolitan area.

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