Round 1 Winners!
Proof of Usefulness Report

Deep Apple Therapeutics

Analysis completed on 3/20/2026

+688.75
Proof of Usefulness Score
Category Standard

Deep Apple Therapeutics is a genuine, well-funded biotech company innovating in AI-driven drug discovery with a recent $812M partnership with Novo Nordisk and $52M Series A. However, this specific submission contains false or low-effort claims ('most people have used my product', nonsensical revenue figures, and broad 'everyone' audience claims). Consequently, while technical innovation and real-world utility received high marks and multipliers, severe quality penalties (0.5x) were applied to traction, audience reach, and response quality.

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Score Breakdown

Real World Utility+225
Audience Reach Impact+80
Technical Innovation+213.75
Evidence Of Traction+106.25
Market Timing Relevance+95
Functional Completeness+5
Subtotal+725
Usefulness Multiplierx0.95
Final Score+689

Project Details

Project URL
Description
In a vast, unexplored virtual chemical space, Deep Apple Therapeutics moves with unprecedented speed to discover novel small molecules for high-value targets. Deep Apple combines ensemble cryo-EM to explore receptor conformations; deep learning; and the docking of multi-billion compound libraries generated using the company's proprietary Orchard.ai™ algorithm. Deep Apple's deep learning discovery engine is built upon founder expertise in computational modeling, protein and target structure determination, large-scale molecular docking, and the elucidation of protein dynamics and conformational transitions. This structure-based, machine-learning driven drug design approach enables the company to rapidly advance novel candidates addressing well-validated targets in inflammatory, metabolic, and endocrine diseases. For more information, visit deepappletx.com.

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