Proof of Usefulness Report

Napa Analytics LLC

Analysis completed on 1/24/2026

+224
Proof of Usefulness Score
Gaining Momentum

Napa Analytics LLC is a verifiable SBA 8(a) certified government contractor providing IT staffing and cloud data services. While the business entity is legitimate and holds prime contracts with federal clients, the project submission is of exceptionally poor quality, containing false claims (e.g., audience reach 'everyone', traction 'most people') and confusing metrics. The company operates as a standard service consultancy rather than a scalable technology product. The score reflects the valid underlying business utility significantly penalized by the lack of verifiable mass traction and the inaccuracy of the submitted data.

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Score Breakdown

Real World Utility+110.0
Audience Reach Impact+15.0
Technical Innovation+60.0
Evidence Of Traction+30.0
Market Timing Relevance+70.0
Functional Completeness+2.5
Subtotal+287.5
Usefulness Multiplierx0.78
Final Score+224

Project Details

Description
Napa Analytics is an SBA 8(a) certified data company that specializes in data software solutions in the cloud and on-premises, as well as providing technology resources to Financial Services clients, especially clients in Capital Markets. Founded in 2021, Napa Analytics helps to bring the incredible power and potential of machine learning and deep learning models to the forefront of the financial services sector while also expanding these critical solutions into the public sector. Our team at Napa Analytics delivers four unique service lines, including: - Machine Learning (ML) & Artificial Intelligence (AI) Solutions - Data Engineering Services - Cloud Data Migration and Testing - IT Staff Augmentation Napa Analytics improves the business operations of our clients by creating leaner, faster, and more effective systems and processes. We specialize in data in the cloud and on-prem. Our Data Engineers enable our clients to test data movements through unique data frameworks that allow them to test data movements faster and more efficiently. Additionally, Napa Analytics is able to serve as a trusted staffing partner, sourcing highly technical talent on a short notice. Our team understands the insides and outs of our solutions, and our network is filled with the kinds of trusted engineers that you need for your next project. Whether it is to fill a temporary gap or fill a more permanent role, we are here to help! Reach out today, we offer a no-cost consultation, and our team is excited to learn more about what kind of challenges you may be facing and how we can solve those pain points through customized machine learning and artificial intelligence enabled solutions.

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