Proof of Usefulness Report

Agnes Bio

Analysis completed on 3/8/2026

+35

Proof of Usefulness Score

You're In Business

Agnes Bio is a legitimate boutique scientific consulting firm founded by Marie Weston, providing verifiable services in the biotech/AI interface. However, the project submission is of extremely low quality, containing demonstrable falsehoods (claiming 'most people' have used the product), inaccurate audience targeting ('everyone'), and confusing financial metrics ('marketcap' for a consultancy). While the underlying business is real and relevant to the Bio-AI market, the submission fails to provide credible proof of usefulness, severely impacting the score.

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Score Breakdown

Real World Utility+70

Audience Reach Impact+10

Technical Innovation+20

Evidence Of Traction+20

Market Timing Relevance+75

Functional Completeness+10

Subtotal+32

Usefulness Multiplierx1.09

Final Score+35

Project Details

Project URL

agnesbio.com

Description

Agnes Bio provides independent scientific consulting to help research teams transform complex data into clear, actionable insights. We bridge computational predictions and experimental biology, supporting biotech, AI-driven discovery, and R&D teams with strategy, experimental design, and data interpretation. Founded by Marie Weston, a scientist with over 20 years’ experience across academia and biotech, Agnes Bio combines deep biological understanding with practical project leadership. From guiding experimental design to managing collaborations and translating in silico findings into testable hypotheses, we ensure projects move efficiently and deliver meaningful scientific outcomes.

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