Round 1 Winners!
Proof of Usefulness Report

DvrgntAI Inc.

Analysis completed on 3/9/2026

+92
Proof of Usefulness Score
You're In Business

The submission addresses a relevant issue in mental health and neurodivergence, but the evaluation is severely impacted by hyperbolic claims (e.g., 'most people have used my product') and incomplete data. Mentioning 'marketcap' implies a crypto token rather than standard revenue, contradicting the medical diagnostic nature of the product. The project falls into the lowest tier due to red flags, lack of verifiable traction, and highly exaggerated metrics.

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Score Breakdown

Real World Utility+40.0
Audience Reach Impact+2.5
Technical Innovation+15.0
Evidence Of Traction+2.5
Market Timing Relevance+40.0
Functional Completeness+5.0
Subtotal+105
Usefulness Multiplierx0.88
Final Score+92

Project Details

Project URL
Description
dvrgntAI is a Montréal-based neurotech startup creating ethical AI tools for mental health. Our first product, Cuddlepuff, offers a soft and science-based way to explore traits related to autism, ADHD, and more. Snugglepuff will support diagnostic decisions through AI and structured data. Our work also fuels research through the dvrgntAI Foundation.

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