Proof of Usefulness Report

Noble Approach

Analysis completed on 2/19/2026

+42
Proof of Usefulness Score
You're In Business

Noble Approach is a legitimate boutique coaching and training business for software engineers, focusing on system design and AI. The founder, Shalini Goyal, appears to have credible industry experience (ex-Amazon, JP Morgan). However, the project submission itself is of extremely low quality, containing verifiable falsehoods (e.g., claiming 'most people have used my product' and audience is 'everyone') and vague data ('Technologies: Internet'). While the underlying business addresses a relevant market need with good timing, the submission's lack of professionalism and hyperbolic claims severely impact its score. The 'marketcap: 500000' likely refers to revenue or valuation, which is plausible for a small consulting agency but unverified.

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Score Breakdown

Real World Utility+18.75
Audience Reach Impact+1.00
Technical Innovation+0.75
Evidence Of Traction+3.75
Market Timing Relevance+8.00
Functional Completeness+0.25
Subtotal+32.5
Usefulness Multiplierx1.15
Final Score+37

Project Details

Description
Book your FREE System Design session here: https://www.nobleapproach.co.uk/system-design-webinar Noble Approach helps engineers and organizations master system design, AI, and modern software architecture. We turn complexity into clarity through training, mentorship, and practical strategies. What we offer: - System Design Programs – classes, capstones, and real-world case studies - AI & Machine Learning – fundamentals to applied solutions - Career Growth – resume and LinkedIn review, personal branding - Interview Prep – technical, behavioral, and leadership mock sessions - Mentorship – custom roadmaps tailored to your goals We’ve guided professionals to scale their careers, land offers at top companies, and build systems that last. ⚡ Ready to accelerate your journey? Visit https://www.nobleapproach.co.uk/booking

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