Proof of Usefulness Report

Coobi

Analysis completed on 2/27/2026

+54
Proof of Usefulness Score
You're In Business

Coobi Health is a verified early-stage MedTech startup (founded 2024) addressing addiction relapse via digital biomarkers and ML. While the project demonstrates high real-world utility and verified clinical traction (5 pilot hospitals, ~300 users), the submission itself is of extremely poor quality, containing false claims ('everyone' audience, 'most people' have used it) and nonsensical metrics ('marketcap: 50000'). The score reflects the project's genuine medical potential heavily discounted by the lack of credible evidence provided in the input.

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Score Breakdown

Real World Utility+21.25
Audience Reach Impact+4.00
Technical Innovation+12.00
Evidence Of Traction+3.75
Market Timing Relevance+8.50
Functional Completeness+0.25
Subtotal+49.75
Usefulness Multiplierx1.08
Final Score+54

Project Details

Project URL
coobi.health
Description
Our mission with coobi is to use technology to make treatment and support for addiction more accessible and efficient. To achieve this, we are developing a novel, ML-based algorithm that leverages digital biomarkers from smartphones and wearables to calculate the individual risk of relapse and provide objective insights into addictive behaviour. We offer this technology as digital aftercare for the rehabilitation of people suffering from substance-based addiction. For more: https://www.coobi.health/

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