Proof of Usefulness Report

Pittsburgh AI Works

Analysis completed on 3/20/2026

-30.08

Proof of Usefulness Score

Lab Mode

The submission contains major red flags with blatantly exaggerated claims, such as 'most people have used my product' and an audience reach of 'everyone', with no active users actually specified. The stated all-time market cap of 2,500,000 is nonsensical for an unverified AI consultancy. Due to these unverified, false claims and extremely poor response quality, the project falls into the negative calibration bracket.

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Score Breakdown

Real World Utility+15

Audience Reach Impact-15

Technical Innovation+5

Evidence Of Traction-25

Market Timing Relevance+10

Functional Completeness-22

Subtotal-32

Usefulness Multiplierx0.94

Final Score-30

Project Details

Project URL

pghaiworks.com

Description

Pittsburgh AI Works provides businesses with a practical path to incorporating the efficiencies of artificial intelligence and machine learning into their daily operations.

Algorithm Insights

Market Position

Early stage requiring focused development

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