Proof of Usefulness Report

Mabel AI

Analysis completed on 2/3/2026

+120
Proof of Usefulness Score
Gaining Momentum

Mabel AI is a legitimate, high-potential Swedish health-tech startup founded by an MD and an AI PhD. Despite the low-quality submission (which contained lazy placeholders like 'everyone' and 'most people'), external verification confirms the project has significant traction, including ~$1.9M in seed funding, the Vitalis HealthTech Award 2023, and pilot programs in Sweden, Norway, and Germany. The solution addresses a critical life-or-death problem (medical translation) with a privacy-centric, offline-first technical approach that is highly valuable in healthcare settings. The low 'Response Quality' score reflects the poor form entry, but the project's verified utility and traction drive the overall positive score.

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Score Breakdown

Real World Utility+35.63
Audience Reach Impact+13.00
Technical Innovation+19.13
Evidence Of Traction+30.00
Market Timing Relevance+9.00
Functional Completeness+0.50
Subtotal+107.26
Usefulness Multiplierx1.12
Final Score+120

Project Details

Description
At Mabel, we develop highly secure real-time medical conversations solution. When our co-founder Karolina started working as a doctor in the emergency room 15 years ago, she quickly realized the problem of language barriers in health care and the need for instant and secure interpretation. She saw how the shortage and lack of training of interpreters led to miscommunication and how delays in waiting for interpreters risked patients' lives. Together with her partner Shahid, with a long career in software development, they started to think about how to use modern technology without compromising confidentiality. The result is Mabel, an AI-based mobile app for in-device speech recognition and translation of medical interactions. Always with trust and confidentiality in mind. PARTNER WITH MABEL The market for medical translations is vast and diverse - it ranges from all parts of the healthcare sector to travel services. Mabel AI has a unique solution to offer in an app that is confidential and off-line, is validated for medical use and where the patient speaks freely. JOIN MABEL TEAM If you want to combine working with cutting-edge technology with a meaningful purpose, then joining our team is the perfect next step.

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