Proof of Usefulness Report

QuantumHub Inc.

Analysis completed on 2/20/2026

+25
Proof of Usefulness Score
You're In Business

The submission for QuantumHub Inc. presents significant red flags regarding credibility and traction. While the description outlines a standard IT services agency (ML, Cloud, DevOps), the claim that 'most people have used my product' is demonstrably false for a 30-person B2B consultancy. Additionally, citing 'marketcap' instead of revenue suggests either a misunderstanding of business terminology or a conflation with cryptocurrency metrics. The lack of verifiable user data, combined with hyperbolic audience reach claims ('everyone'), results in a low score consistent with a project showing minimal to no verifiable traction.

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Score Breakdown

Real World Utility+10.0
Audience Reach Impact+1.0
Technical Innovation+3.6
Evidence Of Traction+1.25
Market Timing Relevance+6.0
Functional Completeness+0.5
Subtotal+22.35
Usefulness Multiplierx1.12
Final Score+25

Project Details

Description
QuantumHub is a family of passionate professionals building scalable digital solutions using the latest tools and technologies. We specialize in providing bespoke solutions and uniquely tailored services in areas such as machine learning, cloud computing, web development, managed IT services, and helpdesk support. Our team of visionary business development executives, expert designers, and developers work together to produce the best version of what needs to be delivered by leveraging industry-standard tools and best practices. We follow a systematic approach and work in an agile environment towards carefully set goals to ensure our commitment to quality. Machine Learning (ML) We focus on value-driven ML solutions that more than just address problems too complex for hardcoded algorithms. QuantumHub's ML specialists help companies define their solution strategy and realize value that is simply not possible without well-designed Machine Learning models. Cloud Solutions QuantumHub delivers cloud computing services including servers, cloud storage solutions, databases, networking, software, analytics, intelligence, and cloud security solutions to offer faster innovation, flexible resources, and economies of scale. DevOps DevOps allows faster delivery to production by implementing and leveraging automated processes. It empowers developers to own, run, and manage the end-to-end delivery of an application or piece of software. QuantumHub's DevOps methodologies help eliminate the confusion around ownership and drive teams toward an automated, developer-managed infrastructure. Web & App Development No ML and IoT solution is complete without a website or Mobile App. Whether you need a static website to support your small business, or a feature-rich site that supports integration with blogs, E-commerce sales, or appointment booking requests, QuantumHub provides everything from initial design prototypes & content writing to final development & support requirements.

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