Proof of Usefulness Report

Headlight

Analysis completed on 1/23/2026

+467
Proof of Usefulness Score
Industry Mainstay

The project 'Headlight' refers to Headlight Data, a legitimate and established B2B/B2G company (est. 2005) providing economic development data dashboards. While the entity itself demonstrates high real-world utility and verified traction (60+ employees, government clients), the submission quality is extremely poor, containing false claims ('everyone', 'most people') and nonsensical data. The score reflects the strong underlying business fundamentals (Team size ~70, established market presence) heavily penalized by the low quality of the provided evidence.

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Score Breakdown

Real World Utility+212.5
Audience Reach Impact+40.0
Technical Innovation+90.0
Evidence Of Traction+87.5
Market Timing Relevance+75.0
Functional Completeness+2.5
Subtotal+507.5
Usefulness Multiplierx0.92
Final Score+467

Project Details

Project URL
HeadlightData.com
Description
Headlight is a company that specializes in providing data-driven insights and analytics solutions. Through their platform, HeadlightData.com, they offer tools and services that help businesses and organizations make informed decisions by leveraging comprehensive data analysis. Their offerings may include data visualization, market research, and performance tracking, aimed at enhancing strategic planning and operational efficiency for their clients. Headlight is dedicated to transforming complex data into actionable intelligence, empowering users to navigate their industries with clarity and confidence.

Algorithm Insights

Market Position
Strong market validation with clear user adoption patterns
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