Proof of Usefulness Report

Neighborly

Analysis completed on 2/9/2026

+758
Proof of Usefulness Score
Unicorn Utility

Neighborly is a massive, established home services holding company (formerly The Dwyer Group) acquired by KKR in 2021, with system-wide sales exceeding $4 billion and over 5,000 franchises globally. The project has immense real-world utility, massive reach (10M+ customers), and proven traction. However, the submission quality was extremely poor, containing inaccurate data (understating value as 300M vs multi-billion actual) and vague claims ('everyone'). The score reflects the undeniable success and scale of the business entity, heavily penalized in the response quality metric.

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Score Breakdown

Real World Utility+237.5
Audience Reach Impact+190.0
Technical Innovation+60.0
Evidence Of Traction+237.5
Market Timing Relevance+85.0
Functional Completeness+5.0
Subtotal+815
Usefulness Multiplierx0.93
Final Score+758

Project Details

Description
Neighborly brands repair, maintain, and enhance properties — to make life easier and more enjoyable for homeowners. Our consistency and quality work are the basis for everything we do, and are what make us a leader in the home services space, as we constantly strive to "be so remarkable, we become a beloved household name." Our team of dedicated associates and franchise owners, united by service to others, comprise the foundation for unleashing our elevated products, home repair services, and an elevated customer experience to the communities we serve. When combined with our Code of Values of Respect, Integrity, Customer Focus, and Having Fun in the Process, Neighborly sets the tone for our culture and business, and empowers the pursuit of entrepreneurship and a meaningful career. Neighborly has over 2,000 corporate employees worldwide with the Global Headquarters located in Waco, Texas and Irving, Texas.

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