Proof of Usefulness Report

Shamrck

Analysis completed on 2/16/2026

+50
Proof of Usefulness Score
You're In Business

The project represents a legitimate entity, Shamrck Social Impact Corporation, which secured a $275,000 NSF SBIR grant in 2023 for AI-driven workforce development. However, the submission itself is of extremely poor quality, containing demonstrable falsehoods (claiming 'most people' have used the product) and inaccurate data (claiming 125 employees vs. public records of ~4). While the underlying 'Real-World Utility' and 'Innovation' are validated by federal funding, the credibility of the submission is severely compromised by exaggerated traction and vague details.

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Score Breakdown

Real World Utility+21.25
Audience Reach Impact+1.0
Technical Innovation+11.25
Evidence Of Traction+1.88
Market Timing Relevance+8.0
Functional Completeness+0.25
Subtotal+43.63
Usefulness Multiplierx1.15
Final Score+50

Project Details

Project URL
Description
We are a project-based learning management system using human-assisted AI to boost workforce and economic development for early career seekers. Shamrck is dedicated to empowering high school students by providing them with real-world experiences and career-ready skills in high-demand fields such as software development, data science, business intelligence, and project management. We create talent pipelines by offering industry-relevant projects, internships, and apprenticeships that prepare students for the workforce while helping businesses build a skilled future workforce. Through our AI-driven platform, students gain access to hands-on learning opportunities that foster both technical and professional development. Shamrck connects students with businesses seeking to nurture young talent, offering a pathway for growth, learning, and career success. Our mission is to bridge the gap between education and employment, ensuring that the next generation is prepared to thrive in today’s rapidly evolving industries. At Shamrck, we believe that empowering students today with the skills they need will lead to a more innovative and dynamic workforce tomorrow.

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