Proof of Usefulness Report

MedML

Analysis completed on 2/9/2026

+7
Proof of Usefulness Score
You're In Business

The submission for MedML presents significant red flags indicating a lack of credibility or a low-quality entry. The domain 'medml.ai' has no verifiable search presence, and the description appears to be marketing copy without a corresponding active product. Claims such as 'most people have used my product' are demonstrably false for a niche B2B underwriting tool, and the target audience of 'everyone' contradicts the specialized nature of the software. The revenue field contains illogical data ('marketcap' instead of revenue). Without verifiable evidence of the claimed 30-person team or global client base, the project scores near zero.

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Score Breakdown

Real World Utility+30
Audience Reach Impact+0
Technical Innovation+20
Evidence Of Traction+0
Market Timing Relevance+40
Functional Completeness+10
Subtotal+7.5
Usefulness Multiplierx0.92
Final Score+7

Project Details

Project URL
Description
• medml.ai - The very first underwriting platform created by actuaries for the underwriters dramatically accelerating process to seconds. • medml.ai is a The Next Phase of Automated Underwriting. • We serve Insurers/MGAs/MGUs/Reinsurers. • MedML specializes in Life, Health Non-Life (Specialty Risk, Motor). • Clients across the globe (including the US, LATAM and Gulf) trust us and have benefited by 5X quote submissions with medml.ai than their traditional methods.

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