Proof of Usefulness Report

Graybar Electric

Analysis completed on 1/22/2026

+842
Proof of Usefulness Score
Unicorn Utility

Graybar Electric is a Fortune 500 powerhouse with $11.6B in verified 2024 revenue and a 100+ year history, placing it far above the 'Much larger scale' calibration threshold. While the submission itself was low-effort (vague reach claims, poor grammar), the entity's real-world utility as a critical supply chain infrastructure provider is undeniable. The score reflects the immense objective value and traction of the business, penalized slightly by the submission's lack of specific detail regarding the 'StarForge' reference.

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Score Breakdown

Real World Utility275.0 (Weight Scaled)
Audience Reach Impact228.0 (Weight Scaled)
Technical Innovation90.0 (Weight Scaled)
Evidence Of Traction250.0 (Weight Scaled)
Market Timing Relevance90.0 (Weight Scaled)
Functional Completeness2.5 (Weight Scaled)
Subtotal+935.5
Usefulness Multiplierx0.90
Final Score+842

Project Details

Project URL
graybar.com
Description
Graybar Electric is a leading distributor of electrical, communications, and data networking products and a provider of related supply chain management and logistics services. With a history dating back to 1869, Graybar has established itself as a trusted partner for businesses across various industries, offering a wide range of products from leading manufacturers. The company operates through a network of distribution centers and branches across North America, ensuring efficient delivery and support for its customers. Graybar is known for its commitment to quality, innovation, and customer service, helping businesses improve their operational efficiency and reduce costs.

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