Proof of Usefulness Report

NorthStar Vision LLC

Analysis completed on 2/9/2026

+217
Proof of Usefulness Score
Gaining Momentum

NorthStar Vision LLC is a verified automotive engineering entity based in Livonia/Detroit, confirmed via external job listings and H1B filings. However, the submission contains significant inaccuracies ('audience: everyone', 'marketcap: 500000') and unprofessional elements. While the business solves real-world utility problems in ADAS/lighting, the lack of verifiable revenue data and the hyperbolic claims in the application result in a score reflecting a small, functional business with poor documentation.

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Score Breakdown

Real World Utility+93.75
Audience Reach Impact+10.00
Technical Innovation+22.50
Evidence Of Traction+37.50
Market Timing Relevance+70.00
Functional Completeness+2.50
Subtotal+236.25
Usefulness Multiplierx0.92
Final Score+217

Project Details

Project URL
nsveng.com
Description
For everything from state of the art lighting solutions, cutting edge autonomous vehicle sensor selection, and assisting with new product launches; Our team is committed to walking you through the development and implementation of integrated advanced driver-assistance systems. NorthStar Vision delivers products at the bleeding edge of the industry while providing engineering application and design support to elegantly embed these systems into new and existing models. Give us a call today and see what we can do for you.

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