Proof of Usefulness Report

Mademoiselle AI

Analysis completed on 2/19/2026

+42
Proof of Usefulness Score
You're In Business

Mademoiselle AI appears to be a legitimate, albeit small, digital agency based in Quebec focusing on AI automation and web development. However, the submission quality is critically low, containing demonstrably false claims (e.g., 'most people have used my product', 'audience reach: everyone') and misused financial terminology ('marketcap' likely referring to revenue or valuation). While the service model is relevant, the lack of verifiable technical innovation and the credibility issues in the provided data result in a score within the 'Minimal Traction' range.

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Score Breakdown

Real World Utility+54.0
Audience Reach Impact+16.0
Technical Innovation+24.0
Evidence Of Traction+24.0
Market Timing Relevance+80.0
Functional Completeness+10.0
Subtotal+34.8
Usefulness Multiplierx1.20
Final Score+42

Project Details

Project URL
mademoiselleai.com
Description
Mademoiselle AI ,votre partenaire en automatisation et création de sites web sur mesure. Nous offrons des solutions innovantes basées sur l'intelligence artificielle pour aider les propriétaires d'entreprise à optimiser leurs processus et à gagner du temps précieux. Nos services personnalisés vous permettent de maximiser votre productivité tout en réduisant vos coûts. Avec notre équipe d'experts passionnés, nous vous accompagnons dans votre transformation digitale pour atteindre de nouveaux sommets. Découvrez comment l'IA peut révolutionner votre entreprise dès aujourd'hui

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