Proof of Usefulness Report

Vivian Health

Analysis completed on 2/1/2026

+681
Proof of Usefulness Score
Category Standard

Vivian Health is a verifiable, market-leading healthcare staffing marketplace owned by IAC. External validation confirms exceptional traction with over 2.7 million registered clinicians, $100M+ in estimated revenue, and profitability. While the project itself is highly successful and useful, the submission quality was poor (inaccurate 'everyone' audience claim, hyperbolic 'most people' traction claim, irrelevant 'construction' tag). The high score reflects the reality of the business's scale and impact, adjusted downward for the low quality of the specific submission data provided.

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Score Breakdown

Real World Utility+23.75
Audience Reach Impact+13.6
Technical Innovation+8.4
Evidence Of Traction+23.75
Market Timing Relevance+9.5
Functional Completeness+0.5
Subtotal+79.5
Usefulness Multiplierx0.86
Final Score+681

Project Details

Project URL
Description
At Vivian Health, we’re transforming hiring and recruiting in healthcare. We’re a high impact and positive impact business working to efficiently and cost effectively match the right talent to the right jobs in the healthcare sector, and as a result, help reduce healthcare costs and improve patient care.\n\nWe started by bringing transparency and increased access to the opaque and offline temporary healthcare staffing industry, and we are now building the largest marketplace in the healthcare labor market that enables all healthcare professionals to find their perfect job opportunity, faster and easier than ever before.\n\nTHE MISSION:\nVivian Health's mission is to empower every healthcare professional to find their perfect job opportunity. Through the Vivian Health platform, we enable staffing agencies and healthcare employers to more easily find relevant talent, communicate more efficiently, and make better hiring decisions, ultimately enabling them to serve patients more safely and effectively.

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