Proof of Usefulness Report

AIQ Group

Analysis completed on 3/6/2026

+30
Proof of Usefulness Score
You're In Business

AIQ Group presents as a management consultancy focused on AI adoption for SMEs. While the business utility is clear and market timing is optimal given the AI boom, the submission contains significant red flags. Claims of reaching 'everyone' and 'most people' are hyperbolic and undermine credibility. The revenue metric labeled as 'marketcap' suggests a misunderstanding of financial terms or a lack of seriousness. The project falls into the 'minimal traction' category relative to the calibration scale.

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Score Breakdown

Real World Utility+15.00
Audience Reach Impact+0.50
Technical Innovation+1.50
Evidence Of Traction+2.50
Market Timing Relevance+8.00
Functional Completeness+0.50
Subtotal+28
Usefulness Multiplierx1.08
Final Score+30

Project Details

Project URL
Description
We are a collaboration of professional consultants with 20+ years business experience. Our mission is to help small-medium enterprises embrace digital adoption and AI to save time and money, and prepare their organization for extraordinary times to come. Services include strategic plans, operational efficiency audits, sales and e-commerce, brand & marketing, website development, media and content creation, digital adoption and AI change management and project management. If you have 20 years business experience and are interested in collaborating with our consultants on business projects and contracts, please contact us.

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