Proof of Usefulness Report

Infinitivity Design Labs

Analysis completed on 2/10/2026

+329
Proof of Usefulness Score
Certified Problem Solver

Infinitivity Design Labs (IDL) is a verifiable French Design & Research studio with significant traction in EU-funded projects (e.g., WOMEN-KICK, VICTORIOUS), securing estimated cumulative funding of ~€2.5M. However, the submission contains major discrepancies: the 'Name' field cites 'CrimsonHeart' (an unrelated 2012 mobile RPG), while the description and URL refer to IDL. Claims of 'everyone' as the audience and 'most people' having used the product are hyperbolic and inaccurate for a B2B research agency. Despite low-quality submission data, the underlying entity is a legitimate, productive SME in the AI/UX research space.

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Score Breakdown

Real World Utility+12.5
Audience Reach Impact+1.5
Technical Innovation+6.0
Evidence Of Traction+8.75
Market Timing Relevance+5.0
Functional Completeness+0.5
Subtotal+34.25
Usefulness Multiplierx0.96
Final Score+329

Project Details

Description
IDL is a French Design & Research studio that focuses on Learning & Development, UX/UI Design, gamification, Game-Based Learning, Human-Centered AI, Explainable AI (XAI), Big Data, NLP, Semantic Analysis, Fake News detection, tampering detection, machine listening and audiovisual signal processing. IDL has been pioneer in digital transformation, with projects spanning across the entire product design spectrum, from user & market research to ideation, stakeholder alignment and design. IDL focuses primarily on the following activities: - Digital Transformation & AI Enablement - User / Market Research & Consumer Insights - UX Design and Usability - Learning Experience Design - Human-AI Interaction / Explainable AI (XAI) - User Engagement through Gamification and Nudges - Audio Signal Processing - EU Funding IDL also maintains a very strong R&D activity around the learning sciencces, Human-Computer Interaction and AI with strong presence in both academic publications and EU funded projects.

Algorithm Insights

Market Position
Strong market validation with clear user adoption patterns
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