Proof of Usefulness Report

Leibowitz

Analysis completed on 1/24/2026

+46
Proof of Usefulness Score
You're In Business

The submission points to 'Leibowitz Design', a legitimate and established branding agency (est. 1991) with a solid real-world portfolio. However, the submission quality is critically low, featuring hyperbolic claims (e.g., audience reach is 'everyone', 'most people have used my product') and missing data. The score reflects the existence of the real business dampened significantly by the lack of credible evidence and professionalism in the provided input.

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Score Breakdown

Real World Utility+16.0
Audience Reach Impact+3.0
Technical Innovation+1.5
Evidence Of Traction+9.0
Market Timing Relevance+5.0
Functional Completeness+0.25
Subtotal+34.75
Usefulness Multiplierx1.18
Final Score+41

Project Details

Description
At Leibowitz, we help clients navigate complex visual communications scenarios. With experience working across many industries, we are uniquely qualified to help differentiate brands in a saturated market, and create on-point messaging, compelling content and dynamic visuals.\n\nDriven by research, our strategists, designers, and writers use quantified and qualified data to understand your market, tell your brand’s story, shape perception and create content and design that resonates with your audience. Our fluid approach to creating seamless marketing communications across digital and print channels helps build your brand and reach your marketing goals.\n\nSince 1991, we’ve been helping our clients in finance, insurance, education, media, technology and human services align the internal and external perceptions of their brands, products and services, providing them with marketing tools that help them evolve and succeed.\n\n

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