Proof of Usefulness Report

Boyaro LLC

Analysis completed on 3/20/2026

+36.8

Proof of Usefulness Score

You're In Business

The submission suffers from heavily exaggerated and unverifiable claims (e.g., claiming 'everyone' as the audience and 'most people have used my product' for traction) despite having a 6-person team. Furthermore, there is a mismatch between the described AI/software services and the listed 'Biotechnology' tech stack. Consequently, all metrics have been severely penalized with a 0.5 quality factor for vague and unsupported claims, placing this project in the minimal traction category.

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Score Breakdown

Real World Utility+18.75

Audience Reach Impact+2.00

Technical Innovation+7.50

Evidence Of Traction+1.25

Market Timing Relevance+10.00

Functional Completeness+0.50

Subtotal+40

Usefulness Multiplierx0.92

Final Score+37

Project Details

Project URL

boyaro.com

Description

A company ownership recently revied by S&P Global internal legal staff, Boyaro LLC is happy to provide services related to Data discovery and data governance, Machine Learning, AI, software development, technology and product strategy, as well as product management.

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