Proof of Usefulness Report

Atreo

Analysis completed on 1/14/2026

+51
Proof of Usefulness Score
You're In Business

Atreo appears to be a legitimate B2B entity in the Randomization and Trial Supply Management (RTSM) space with a mid-sized team (29-55 employees), suggesting established operations and revenue. However, the submission quality is critically low, featuring demonstrable hallucinations (claiming 'most people' have used a specialized clinical trial product) and vague descriptors. While the underlying business likely possesses high utility and traction, the lack of verifiable evidence and the presence of false claims in the submission heavily penalize the score under the Proof of Usefulness framework.

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Score Breakdown

Real World Utility+17
Audience Reach Impact+4
Technical Innovation+5
Evidence Of Traction+10
Market Timing Relevance+8
Functional Completeness+0
Subtotal+45
Usefulness Multiplierx1.12
Final Score+50

Project Details

Project URL
Description
Atreois in the Life Sciences Tech Industry
Audience Reach
everyone
Target Users
everyone
Technologies
Biotechnology, Leadership, Developer Tools
Traction Evidence
most people have used my product

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