Round 1 Winners!
Proof of Usefulness Report

Tesor AI

Analysis completed on 3/20/2026

-7.43
Proof of Usefulness Score
Lab Mode

The project description outlines a legitimate B2B use case for FX and rate hedging, but the submission is filled with contradictory and exaggerated claims. Stating that the target audience is 'everyone' and claiming 'most people have used my product' for a specialized enterprise treasury tool are massive red flags. Furthermore, listing a 'marketcap' instead of verifiable monthly revenue suggests either a misunderstanding of the metrics or an unsubstantiated token project rather than a true SaaS business. Due to these unverifiable and suspicious traction claims, the project scores below zero.

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Score Breakdown

Real World Utility+5.00
Audience Reach Impact-2.00
Technical Innovation+2.25
Evidence Of Traction-12.50
Market Timing Relevance+1.50
Functional Completeness-1.00
Subtotal-6.75
Usefulness Multiplierx1.1
Final Score-7

Project Details

Project URL
Description
Tesor AI est une solution de prédiction et d'optimisation de couvertures de change & taux basée sur des modèles d'IA & Machine Learning, à destination des Trésoriers et des Directions Financières. Vous avez accès à des outils d'aide à la décision, à de l'analyse technique, à de la recherche macroéconomique et un accès à une hotline. Notre indépendance et notre disponibilité à chaque instant sont rendus possibles grâce à une rémunération basée sur un abonnement et non sur un % des encours. Tesor AI est un véritable complément aux plateformes digitales des FinTech.

Algorithm Insights

Market Position
Early stage requiring focused development
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