Proof of Usefulness Report

Friction Studio

Analysis completed on 1/22/2026

+289
Proof of Usefulness Score
Gaining Momentum

Friction Studio is a verified, operational Shopify agency specializing in DTC brands, with a portfolio comprising over 100 clients (e.g., VRB Labs, Zen Nutrients). While the project demonstrates clear real-world utility and revenue generation as a service business, the submission itself contained significantly hyperbolic and false claims (e.g., 'most people have used my product', audience 'everyone'), which negatively impacted the credibility score. The agency is a functional small business ('Small but promising') but lacks the claimed global ubiquity.

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Score Breakdown

Real World Utility+162.5
Audience Reach Impact+20.0
Technical Innovation+45.0
Evidence Of Traction+70.0
Market Timing Relevance+50.0
Functional Completeness+5.0
Subtotal+352.5
Usefulness Multiplierx0.82
Final Score+289

Project Details

Project URL
Description
Friction Studio is a full-service Shopify agency that specializes in creating high converting Shopify stores for DTC brands.

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