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This is a Quantitative Study study.

Design of Inventory Information System Model on Smart Warehouse Management System (WMS) Based on Artificial Intelligence (AI) with Integration of Waterfall Method and Design Thinking to Optimize Inventory Accuracy

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This design approach enhances inventory accuracy in smart warehouses with AI, waterfall method, and design thinking.

The system achieved 95% inventory accuracy, significantly improving from the previous 70% accuracy rate.
Integration of AI technologies reduced stock-out incidents by 60%, boosting operational efficiency.
Application of the waterfall method and design thinking ensures both systematic development and optimal user experience.
The approach presents a scalable solution for diverse industries, revolutionizing traditional inventory practices.

Dewy et al. (2025) studied this question.

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