Proof of Usefulness Report

Firstline

Analysis completed on 1/25/2026

+537
Proof of Usefulness Score
Industry Mainstay

Firstline (formerly Spectrum) is a verified, high-impact clinical decision support platform used globally by major health organizations (including the WHO) to combat antimicrobial resistance. While the project itself demonstrates exceptional real-world utility and traction, the submission form was filled out poorly with hyperbolic and inaccurate claims (e.g., 'most people have used my product', audience 'everyone'). The score reflects the project's proven high value and market relevance, adjusted downward significantly due to the low quality of the provided data and the necessary reliance on external verification.

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Score Breakdown

Real World Utility+237.5
Audience Reach Impact+104.0
Technical Innovation+72.0
Evidence Of Traction+148.75
Market Timing Relevance+90.0
Functional Completeness+2.5
Subtotal+654.75
Usefulness Multiplierx0.82
Final Score+537

Project Details

Project URL
firstline.org
Description
Top-rated mobile app and web platform for infectious disease guidelines, including antimicrobial stewardship, infection control and covid-19. Firstline is a healthcare technology platform that helps clinical experts create and mobilize their local guidelines. We make it easy for providers to use the most up-to-date guidance for Infectious Diseases at the point of care. Download our top-rated mobile and web app and try it. #1 rated app for Infectious Diseases with 98% user satisfaction Customized Local Guidance We work with hospitals and healthcare institutions around the world to customize their local guidance within our easy to use platform. Clinical Decision Support For Infectious Diseases - Antimicrobial Stewardship resources - Infection Prevention & Control protocols - COVID-19 resources - Antimicrobial formulary information - Pathogen data including local antibiogram data NEW Firstline Community is a FREE platform, purpose-built for healthcare professionals covering infectious diseases. Our dynamic platform allows you to discuss and share trusted information, review leading guidelines and have deep discussions on all things ID. Our mission is to help solve humanity’s greatest health challenges by bringing people and knowledge together. At Firstline, we’re building a culture that embraces kindness, collaboration, creativity and support, and one where difference is valued. We are an equal opportunity employer. www.firstline.org

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