Proof of Usefulness Report

Sophie Lenoir Consulting

Analysis completed on 2/14/2026

+22
Proof of Usefulness Score
You're In Business

The project appears to be a legitimate niche consultancy in medtech/behavioral science based on the description, but the submission data suffers from severe quality issues. Claims such as 'most people have used my product' and audience reach of 'everyone' are objectively false for a specialized B2B service. The project is non-technical (consulting) and the revenue metric uses incorrect terminology ('marketcap'). The low score reflects the non-tech nature and the lack of credible evidence provided in the form inputs.

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Score Breakdown

Real World Utility+12.00
Audience Reach Impact+1.00
Technical Innovation+0.75
Evidence Of Traction+1.25
Market Timing Relevance+5.00
Functional Completeness+0.25
Subtotal+20.25
Usefulness Multiplierx1.08
Final Score+22

Project Details

Project URL
sophielenoir.com
Description
Sophie Lenoir Consulting helps medtech, diagnostics, and life science teams make smarter, faster strategic decisions, grounded in real-world insights and behavioural science. I support early-stage and growing companies across the product lifecycle, with a focus on: • Innovation strategy and opportunity assessment • Behaviourally informed research and insight generation • Positioning, value communication, and engagement • Adoption, adherence, and prescribing behaviour My approach blends behavioural science with strategic and commercial experience to help you move from technical promise to real-world impact. Based in Berlin, working internationally.

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