Proof of Usefulness Report

Robin Healthcare

Analysis completed on 1/29/2026

+415
Proof of Usefulness Score
Certified Problem Solver

Robin Healthcare was a significant player in the clinical documentation space, raising over $65M (Series B) and deploying hardware devices ('Robin Assistant') to clinics. However, external data indicates the company may be 'deadpooled' or inactive as of 2024/2025, following the market shift toward software-only ambient AI solutions. The submission quality is extremely poor, containing false claims ('most people have used my product', 'audience: everyone') and missing key metrics. The score reflects the company's historical legitimacy and verified funding, heavily penalized by its uncertain current status and the low-effort, inaccurate submission.

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Score Breakdown

Real World Utility+17.0
Audience Reach Impact+3.0
Technical Innovation+11.25
Evidence Of Traction+10.0
Market Timing Relevance+4.0
Functional Completeness+0.25
Subtotal+45.5
Usefulness Multiplierx0.91
Final Score+415

Project Details

Description
Led by a repeat founder with a successful exit, Robin Healthcare is relieving physician administrative burden by placing a smart assistant device in the clinic room that seamlessly helps with clinical notes, orders, coding and more. Robin saves providers over an hour a day, allowing them to see more patients with higher satisfaction. Doctors are paying for the service and organically referring their colleagues establishing Robin as the doctor’s best friend.

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