Round 1 Winners!
Proof of Usefulness Report

Anvil Diagnostics

Analysis completed on 3/23/2026

-99
Proof of Usefulness Score
Lab Mode

The submission contains severe red flags, including verifiably false and exaggerated claims about audience reach ('everyone') and traction ('most people have used my product') for a specialized, seed-stage hospital blood test. While the underlying company description (Anvil Diagnostics) reflects a real and promising dPCR biotech concept, the submission itself appears to be spam or completely fabricated, lacking verifiable metrics and warranting a heavily penalized score below 0.

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Score Breakdown

Real World Utility+50.0
Audience Reach Impact-80.0
Technical Innovation+37.5
Evidence Of Traction-125.0
Market Timing Relevance+20.0
Functional Completeness-12.5
Subtotal-110
Usefulness Multiplierx0.9
Final Score-99

Project Details

Description
We are making a simple blood test to differentiate and quantify nearly all pathogen genes in hospitalized patients. Pathogen DNA is detectable at early stages of infection, and by quantifying it over time, we aim to change how infections are managed at every phase of care. The solution is “hidden in plain sight.” We enhance digital PCR hardware that hospitals are already starting to adopt with machine learning and programmable chemistry. Today, PCR tests have become routine but only for limited sets of pathogens. By making PCR both comprehensive and extremely sensitive, we will detect the range of pathogen genes at the "helix in the haystack" levels found in blood.

Algorithm Insights

Market Position
Early stage requiring focused development
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