Round 1 Winners!
Proof of Usefulness Report

BioSymetrics

Analysis completed on 3/23/2026

+447
Proof of Usefulness Score
Certified Problem Solver

BioSymetrics is a legitimate, innovative phenomics-driven drug discovery company with verified top-tier partnerships (e.g., Janssen, Northwell Health). However, the specific submission form contains significant red flags and exaggerated, low-quality inputs ('most people have used my product', 'everyone' as target audience, and an arbitrary marketcap figure). Therefore, while the core business warrants high baseline scores for utility, innovation, and market relevance, heavy quality factor penalties were applied to traction, reach, and response quality due to the vague and unsubstantiated claims in the submission.

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Score Breakdown

Real World Utility+212.5
Audience Reach Impact+30.0
Technical Innovation+120.0
Evidence Of Traction+100.0
Market Timing Relevance+80.0
Functional Completeness+2.5
Subtotal+545
Usefulness Multiplierx0.82
Final Score+447

Project Details

Project URL
Description
BioSymetrics is a phenomics-driven drug discovery company that integrates clinical and experimental data, using machine learning, to translate human disease biology and advance precision medicines. We partner with leading healthcare and life science companies, such as Northwell Health, Janssen, Sema4, and Mt. Sinai, to increase our understanding of disease and find better drugs faster. We use a patent pending, machine learning technology called Contingent-AI™ to address bias detection and correction during pre-processing stages of machine learning and identify additional feature sets for analysis that are contingent upon decisions made during bias reduction. We combine this technology with an experimental practice that uniquely combines in silico and in vivo work to produce a faster, more precise set of predictive results for drug discovery research. We are a remote-first company with people clusters in Toronto and Boston. We are actively hiring. For more information, please visit our website at www.biosymetrics.com. #ArtificialIntelligence #AI #MachineLearning #Biotech #Healthcare #DataAnalytics #BigData #PrecisionMedicine #Pharma #LifeSciences #Genomics #DigitalHealth #DrugDiscovery #MedTech

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