Proof of Usefulness Report

Hope Valley Ai

Analysis completed on 2/14/2026

+47
Proof of Usefulness Score
You're In Business

Hope Valley AI is a verified French deeptech startup (founded ~2024) applying nuclear safety risk modeling to breast cancer screening (products: La Mammope, Hope Metrix). However, the submission is critically flawed by verifiable exaggerations: claiming 'most people have used my product' and an audience of 'everyone' contradicts its actual early-stage status (beta launched late 2024, ~4-10 employees, pre-revenue). While the technical approach (Gen-IV AI) shows promise and high utility, the low integrity of the input data and lack of proven market scale result in a score reflecting a nascent project with significant validation gaps.

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Score Breakdown

Real World Utility+20.0
Audience Reach Impact+1.0
Technical Innovation+11.25
Evidence Of Traction+1.88
Market Timing Relevance+8.0
Functional Completeness+0.25
Subtotal+42.38
Usefulness Multiplierx1.1
Final Score+47

Project Details

Project URL
hopevalleyai.com
Description
HOPE VALLEY AI🇫🇷 is a French AI Start-up for Health Tech and Digital Oncology, building integrated risk-informed AI-assisted weak signals screening solutions implementing multi-scale risk prediction & uncertainties quantification to ensure early weak signals monitoring, detection and characterization. At HOPE VALLEY AI🇫🇷, we do believe ethical, responsible and trustworthy risk-informed AI solutions, with low carbon footprint, associated with multi-scale risk assessment and uncertainties' modeling & engineering R&D and services, have the power to ensure integrated preventive safety, security and cybersecurity, now and in the future, for everyone and everywhere, for a better health, a better life and a better world.

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