Proof of Usefulness Report

Cargo Code AI Inc.

Analysis completed on 2/14/2026

+181
Proof of Usefulness Score
Gaining Momentum

The project represents a legitimate freight brokerage and logistics entity (Cargo Code AI Inc., based in Houston, TX) with functional web and mobile applications. However, the submission quality is critically low, characterized by a pseudonymous submitter ('ShadowShade'), hyperbolic and false claims regarding reach ('everyone', 'most people have used my product'), and confused financial metrics ('marketcap' likely conflated with revenue or valuation). While the underlying business has verifiable real-world utility in the supply chain sector, the lack of concrete traction data and the unprofessional nature of the submission heavily discount the final score.

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Score Breakdown

Real World Utility+100.0
Audience Reach Impact+10.0
Technical Innovation+15.0
Evidence Of Traction+25.0
Market Timing Relevance+60.0
Functional Completeness+2.5
Subtotal+212.5
Usefulness Multiplierx0.85
Final Score+181

Project Details

Project URL
Description
From small businesses to industrial giants, we cater to every shipping need with precision and care.

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