Proof of Usefulness Report

AIQ Decisions

Analysis completed on 3/6/2026

+45
Proof of Usefulness Score
You're In Business

The project submission presents a generic consulting description ('AIQ Decisions') that contradicts the project name 'ShadowClaw', which appears to be a separate, minimal AI tool existing in open source. The submission claims 'most people have used my product', which is demonstrably false and a significant credibility red flag. Technical details are virtually absent ('Computer Software'), and the 'marketcap' metric is unintelligible ($50k for 30 staff). verifiable traction is non-existent.

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Score Breakdown

Real World Utility2.5 (Weighted)
Audience Reach Impact0.0 (Weighted)
Technical Innovation1.5 (Weighted)
Evidence Of Traction0.0 (Weighted)
Market Timing Relevance2.0 (Weighted)
Functional Completeness0.25 (Weighted)
Subtotal+6.25
Usefulness Multiplierx1.15
Final Score+72

Project Details

Project URL
Description
As a Data Science & Artificial Intelligence startup, our goal is to empower Organizational leaders of all sizes and complexities to tackle complex social and business challenges head-on, leveraging our predictive analytic engines to gain a detailed insight into the future. At AIQ, we understand that the world of business is constantly evolving, and organizations that cannot keep pace with change risk falling behind. That’s why we offer customized, AI & DS-enabled solutions that adapt with your business, providing you with the intelligence you need to compete and grow in today’s fast-moving marketplace. Our bespoke AI & DS predictive analytic engines enable you to harness the power of Data & Artificial Intelligence to make better, data-driven decisions that allow you to increase market share, improve bottom-line and stay ahead of the competition. With AIQ, you have access to the latest innovations in AI & DS, empowering you to meet the challenges of tomorrow and unlock your full potential. We believe that every business has the potential to succeed, regardless of its size or complexity. And we’re here to help you unlock that potential with state-of-the-art AI & DS solutions that propel you to new heights of success. Join us on our mission to democratize access to AI & DS. At AIQ, we are inspired by the limitless possibilities of technological innovation, and we are committed to staying at the forefront of the latest developments in AI and Data Science. With our expert team of Data Scientists, AI specialists, and Business Consultants, we have the expertise and experience to help you streamline your operations, optimize your strategies, and achieve your goals for growth and success. Join us today and discover how AIQ can help you and your business. Together, we can create a future that is truly extraordinary. info@aiqdecisions.com

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