Round 1 Winners!
Proof of Usefulness Report

Aibiz Global Co. Ltd.

Analysis completed on 3/17/2026

+165.88
Proof of Usefulness Score
Gaining Momentum

The project addresses a legitimate, high-value problem in manufacturing defect detection with strong market timing. However, the submission exhibits major red flags and unprofessional claims, such as stating 'everyone' is the audience for industrial B2B software and claiming 'most people have used my product.' Despite a claimed team size of 30 and an ambiguous 2.5M 'marketcap,' verifiable traction details are extremely weak, and the response quality is exceptionally poor, severely penalizing the final score.

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Score Breakdown

Real World Utility+100
Audience Reach Impact+2
Technical Innovation+45
Evidence Of Traction+1.25
Market Timing Relevance+40
Functional Completeness+0.25
Subtotal+188.5
Usefulness Multiplierx0.88
Final Score+166

Project Details

Project URL
Description
🚀 Welcome to AIBIZ: Delivers AI-Based Software for Early Defect Detection and Analysis for Quality Assurance during Manufacturing Process 🚀 AIBIZ is a tech company originating from South Korea and now making waves in the United States. We provide a service that classifies product defect patterns through AI-based process diagnosis and informs in real time which process and equipment the defect pattern occurred in. Our product, Dutchboy informs you of defective producs and the cause of defects in real time through AI-based process diagnosis. By installing sensors and analyzing real-time data points such as temperature, pressure, moisture level, and image analysis, Dutchboy detects and analyzes anomalies swiftly and accurately. Our mission is to minimize damage by ensuring impeccable quality standards. Although Dutchboy was initially created for wafer manufacturers to reduce wafer waste and increase manufacturing yields, we have expanded our services to cater to various manufacturing sectors from electric batteries to solar panels, Dutchboy’s potential is boundless! We understand the importance of flawless products in today's competitive market. Therefore, we collaborate closely with our clients, offering adaptable solutions tailored to their specific needs. Visit our YouTube channel to see demo version of DutchBoy! https://www.youtube.com/channel/UCyXaFidT9PI9x5JXz3JHFNw 🔍 Precision and Innovation: Our approach combines precision and innovation. Using machine learning, we provide reliable defect detection, setting new standards in manufacturing processes. 🌐 Versatility: Regardless of your industry, our solutions are versatile. We customize our services to suit your unique requirements, ensuring optimal results. 🤝 Partnership-Oriented: Collaboration is key. Partnering with AIBIZ means gaining a dedicated ally committed to your success. We work closely with you to understand your challenges and goals, delivering tailored solutions that drive excellence.

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