Proof of Usefulness Report

Trial Library

Analysis completed on 1/24/2026

+469
Proof of Usefulness Score
Industry Mainstay

Trial Library is a high-potential Series A startup ($17M funding) addressing critical inequities in cancer clinical trials. While the submission itself contained hallucinated data (e.g., 'most people have used my product', 'all time marketcap: 2500000'), external verification confirms the project is legitimate, led by a UCSF oncologist, and has significant partnerships (Guardant Health, American Oncology Network). The score reflects high real-world utility and verified venture backing, penalized heavily for the poor quality of the submission data and the early stage of commercial reach compared to established brands.

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Score Breakdown

Real World Utility+225.0
Audience Reach Impact+40.0
Technical Innovation+105.0
Evidence Of Traction+100.0
Market Timing Relevance+80.0
Functional Completeness+2.5
Subtotal+552.5
Usefulness Multiplierx0.85
Final Score+470

Project Details

Project URL
Description
Trial Library is an AI-enabled research organization with a mission to advance access to cancer precision medicine. We are a team of experts committed to improving healthcare outcomes by empowering patients and providers. Our technology integrates AI-powered navigation to facilitate clinical trial discovery for patients everywhere.

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