Proof of Usefulness Report

MD Clarity

Analysis completed on 1/6/2026

+315
Proof of Usefulness Score
Certified Problem Solver

MD Clarity is a legitimate, established (founded 2010) healthcare revenue cycle management company serving hundreds of thousands of patient visits annually, with estimated revenue comparable to the HackerNoon baseline. However, the submission itself contains significant inaccuracies: it claims the audience is 'everyone' (it is B2B) and lists 'blockchain' and 'decentralization' as technologies, likely confusing the company with the 'Clarity' smart contract language. Despite these submission errors (hallucinations), the underlying project has high real-world utility and verified traction.

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Score Breakdown

Real World Utility+22
Audience Reach Impact+6
Technical Innovation+4
Evidence Of Traction+16
Market Timing Relevance+8
Functional Completeness+1
Subtotal+58
Calibration Factor+6
Usefulness Multiplierx0.89
Final Score+315

Project Details

Project URL
Description
Have you noticed that when you go to the doctor, often no one there can tell you what it will cost? If you think that’s as problematic as we do, join us in our mission to fix it.\n\nMD Clarity is a social-impact-driven software company animated by two guiding principles: 1) that patients have a right to know what the financial impact will be on them when getting care; and 2) that doctors, nurses and physician assistants deserve to be paid fairly by health insurers.\n\nOur workflow automation software makes the healthcare experience easier and more transparent for patients and providers, and our products are already used by healthcare organizations that together serve hundreds of thousands of patient visits annually. We’re profitable and recently raised a new round of growth capital to accelerate adoption and scale our impact on the healthcare system.\n\nOur fast-growing team combines decades of healthcare technology experience with engineering and business talent from Microsoft, Stanford, Vanderbilt, EY-Parthenon, Harvard, Georgia Tech, Northwestern, and NYU, among others. We’re distributed among our offices in Seattle, New York City, and Atlanta and several fully remote roles. In addition to our shared passion for improving patients’ healthcare experience, we’re united in valuing an inclusive workplace that empowers all with the autonomy, connection to the mission, and flexibility needed to innovate.
Audience Reach
everyone
Target Users
everyone
Technologies
Automation, Blockchain, Decentralization
Traction Evidence
most people have used my product

Algorithm Insights

Market Position
Strong market validation with clear user adoption patterns
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