Round 1 Winners!
Proof of Usefulness Report

BreakBio Corp.

Analysis completed on 3/24/2026

+71.55
Proof of Usefulness Score
You're In Business

The project outlines a highly innovative personalized cancer vaccine using mass spectrometry and AI, presenting strong real-world utility and market timing (IND approved). However, the submission contains spam-like or exaggerated inputs (e.g., claiming 'most people have used my product' for a clinical-stage drug) and has zero verified public traction, placing it firmly in the 'minimal traction' evaluation bracket.

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Score Breakdown

Real World Utility+31.88
Audience Reach Impact+0.50
Technical Innovation+20.25
Evidence Of Traction+1.25
Market Timing Relevance+9.50
Functional Completeness+0.50
Subtotal+63.88
Usefulness Multiplierx1.12
Final Score+72

Project Details

Project URL
Description
BreakBio is starting its first clinical trial (IND approved) in its first indication with initial RCT data expected in late 2025. We use high tech personalized drug design then manufacture to treat all solid cancers. Our immunotherapy is designed and manufactured per patient to attack 30 unique targets per patient, identified by an advanced Machine Learning platform. Recent results have created excitement in the cancer vaccine space: for example Moderna’s BTD to prevent cancer recurrence with a personalized cancer vaccine. We are the first company to do mass spec on each patient’s cancer cells. BreakBio co-founder David Hawke, formerly head of The MD Anderson Mass Spectrometry Facility, pioneered this. This data on the existing tumor immunopeptidome is used for AI training. To get real accuracy, our AI platform is the same for all patients, but is trained again from scratch for each patient. Leading academic centers like MD Anderson are running the trial. We'll be seeking BTD and Accelerated Approval.

Algorithm Insights

Market Position
Growing utility with room for optimization
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