Proof of Usefulness Report

KoiReader Technologies

Analysis completed on 2/9/2026

+348
Proof of Usefulness Score
Certified Problem Solver

KoiReader is a verified, high-utility industrial AI company with major confirmed clients like PepsiCo and NVIDIA, positioning it as a serious player in supply chain automation. However, the submission itself was of very low quality, containing factually incorrect claims about audience reach ('everyone') and traction ('most people have used my product'). The score reflects the strong underlying business reality, penalized heavily for the inaccurate and unprofessional submission data.

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Score Breakdown

Real World Utility+35.63
Audience Reach Impact+5.00
Technical Innovation+16.20
Evidence Of Traction+21.25
Market Timing Relevance+9.00
Functional Completeness+0.25
Subtotal87.33 (Scaled x4: 349.32)
Usefulness Multiplierx0.99
Final Score+348

Project Details

Project URL
koireader.com
Description
KoiReader Technologies is a pioneer and global leader in Vision and Generative Al-powered Logistics, Supply Chain, and Industrial Automation solutions, and recognized in the industry for its KoiVision® Digital Operations Platform and Al Operating Model. As AI projects continue to fail to deliver value globally for lack of accuracy, lack of value, and complexity of integration, industry leaders such as NVIDIA and PepsiCo have endorsed KoiVision® Platform for its offerings that include Warehouse, Yard, and Manufacturing Intelligence.

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