Proof of Usefulness Report

Coal Face

Analysis completed on 3/9/2026

+14

Proof of Usefulness Score

You're In Business

The submission features highly exaggerated and unsupported claims ('most people have used my product', 'everyone' audience) while lacking specific technical details or verifiable traction metrics. Although AI consultancy represents a relevant market with practical utility, the overall score is significantly penalized due to vague responses and a complete lack of evidence.

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Score Breakdown

Real World Utility+5.0

Audience Reach Impact+1.0

Technical Innovation+0.75

Evidence Of Traction+1.25

Market Timing Relevance+6.0

Functional Completeness+0.25

Subtotal+14.25

Usefulness Multiplierx0.95

Final Score+14

Project Details

Project URL

coalface.ai

Description

At Coal Face AI, I help businesses cut through the noise and unlock the real value of artificial intelligence. I don’t just talk about AI - I deliver it, directly at the coal face of your operations. I specialise in designing and deploying tailored AI solutions that solve real-world challenges, from automation and data-driven insights to AI-powered products. My consultancy focuses on execution, ensuring every project delivers measurable outcomes and competitive advantage. With expertise in AI integration coupled with over two decades of disciplined military service, Coal Face AI is your partner for creating impactful, future-ready solutions.

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