Proof of Usefulness Report

ModernVivo

Analysis completed on 3/18/2026

+279.4

Proof of Usefulness Score

Gaining Momentum

ModernVivo is a verifiable company developing valuable in-vivo protocol design software, solving a real problem in drug discovery. However, the submission is filled with exaggerated, low-effort responses ('everyone', 'most people have used my product', 'all time marketcap: 2500000'). While the underlying technology and market relevance carry strong potential, the lack of verifiable metrics and poor submission quality severely penalize the traction, reach, and response quality scores via the quality factor multipliers.

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Score Breakdown

Real World Utility+200

Audience Reach Impact+10

Technical Innovation+52.5

Evidence Of Traction+12.5

Market Timing Relevance+40

Functional Completeness+2.5

Subtotal+317.5

Usefulness Multiplierx0.88

Final Score+279

Project Details

Project URL

modernvivo.com

Description

We are developing a software platform that utilizes machine learning and natural language processing technologies to improve clinical success and development times of drug discovery projects by automating the animal model (in-vivo) protocol design process.

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