Proof of Usefulness Report

AIoTrust

Analysis completed on 2/27/2026

+251
Proof of Usefulness Score
Gaining Momentum

AIoTrust is a verified deep-tech spin-off from INSA Lyon (founded Nov 2023) developing innovative non-intrusive OT cybersecurity sensors. The project demonstrates high Real-World Utility and Technical Innovation due to its academic backing and hardware-based 'Level 0' monitoring approach. However, the submission contains false or hallucinated claims regarding traction ('most people have used my product') and reach ('everyone'), which severely impacted the Response Quality and Traction scores. The final score reflects a high-potential early-stage venture, penalized for lack of verified commercial scaling and poor submission data integrity.

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Score Breakdown

Real World Utility+106.25
Audience Reach Impact+10.00
Technical Innovation+101.25
Evidence Of Traction+6.25
Market Timing Relevance+45.00
Functional Completeness+1.25
Subtotal+270
Usefulness Multiplierx0.93
Final Score+251

Project Details

Project URL
aiotrust.io
Description
AIoTrust – Cybersecurity for operational trust Founded in 2023, AIoTrust builds embedded systems designed to bring real-time visibility and cyber integrity to the heart of industrial operations. Our easy-to-install sensor captures raw electrical signals directly from your PLCs — without disrupting the process or relying on higher-level IT layers. This unique non-intrusive approach enables industrial operators to detect anomalies, cyber threats and mission deviations as they happen, even in the most heterogeneous and constrained OT environments. - Non-intrusive. No network changes. No performance loss. - Ultra-fast installation. Deployed in hours, not weeks. - Cyber-by-design - Industry-proof. Tailored for energy, water, chemicals, transport and more. Whether you're managing a critical infrastructure or scaling Industry 4.0 deployments, AIoTrust helps you secure what matters most: your mission-critical operations. Because in industrial cybersecurity, seeing early means acting fast.

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