Proof of Usefulness Report

Mechanized AI

Analysis completed on 1/23/2026

+36

Proof of Usefulness Score

You're In Business

The submission for 'Mechanized AI' presents significant red flags indicating a low-credibility or spam entry. Despite claiming a 2010 launch and a 30-person team, there is no verifiable digital footprint commensurate with a 14-year-old consulting firm. The claim that 'most people have used my product' is factually impossible for a niche Las Vegas consultancy. Financial metrics are confused ('all time marketcap' vs. revenue), and the description is generic. The project lacks evidence of traction, utility, or innovation.

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Score Breakdown

Real World Utility+12.5

Audience Reach Impact+0.0

Technical Innovation+7.5

Evidence Of Traction+0.0

Market Timing Relevance+15.0

Functional Completeness+2.5

Subtotal+37.5

Usefulness Multiplierx0.95

Final Score+36

Project Details

Project URL

mechanized.ai

Description

Consulting firm providing creative solutions to businesses large and small. We automate labor intensive tasks using the latest technologies. We are based in Las Vegas, Nevada but solve problems across the globe. Specialties include gambling related enterprises as well as online sales.

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