Proof of Usefulness Report

Entourage AI

Analysis completed on 3/9/2026

+75.15

Proof of Usefulness Score

You're In Business

The project addresses a high-value problem in preventive healthcare through proteomics and AI, but the submission is severely undermined by highly exaggerated claims ('most people have used my product') and confusing financial metrics ('all time marketcap: 500000'). Given the recent 2025 launch and small team size of 6, the evidence of traction and audience reach lack credibility, resulting in a low quality factor and overall score reflecting minimal verifiable traction.

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Score Breakdown

Real World Utility+37.50

Audience Reach Impact+2.00

Technical Innovation+22.50

Evidence Of Traction+1.25

Market Timing Relevance+20.00

Functional Completeness+0.25

Subtotal+83.5

Usefulness Multiplierx0.9

Final Score+75

Project Details

Project URL

entourageai.com

Description

Entourage AI predicts disease decades before it happens, using precision proteomics and AI to detect 1000’s of protein biomarkers that present in disease / aging. Early insights mean smarter action sooner. Early detection means that might avoid leaving vibrant, healthy years on the table. With infrastructure in the USA, Canada and the UK, we are able to provide precision diagnostic tools that help identify and detect disease markers.

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