Proof of Usefulness Report

5 Health

Analysis completed on 1/2/2026

+232
Proof of Usefulness Score
Gaining Momentum

The project 'Bot MD' (submitted as '5 Health') is a legitimate Y Combinator (S18) backed company offering an AI clinical assistant used by over 20,000 doctors globally. While the underlying project has high real-world utility and verified traction, the submission itself contained significant inaccuracies (claiming 'everyone' as audience, 'space-technology' tags, and 'most people' for traction), which penalized the score. The evaluation balances the high value of the actual platform against the poor quality of the submission data.

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Score Breakdown

Real World Utility+21
Audience Reach Impact+6
Technical Innovation+11
Evidence Of Traction+13
Market Timing Relevance+8
Response Quality+0
Final Score+232

Project Details

Project URL
botmd.io
Description
Bot MD is an A.I. assistant for doctors and frontline medical workers. Our A.I. can be trained quickly on hospital specific content to provide instant answers to clinical queries on drugs, clinical protocols and guidelines, call rosters, clinical tools and more\n\nSince our launch in July 2018, Bot MD has been used by over 10,000 doctors globally.
Audience Reach
everyone
Target Users
everyone
Technologies
Space Technology, Writing And-Editing, Health And-Wellness
Traction Evidence
most people have used my product

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