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Automation Manufacturing

Intelligent Supply Chain Management

Manufacturing Company · Manufacturing

Designed AI-powered demand forecasting, inventory management, and automated production scheduling.

-22%
Inventory Cost ↓
-85%
Stockouts ↓
+18%
Production Efficiency
2w→2d
Planning Cycle

! 挑战

The manufacturer suffered frequent stockouts and overstock of certain SKUs due to inaccurate demand forecasting and time-consuming manual planning processes.

我们的解决方案

Developed an AI demand forecasting system using time-series models and external signals (seasonality, commodity prices, economic indicators) alongside a production planning optimization engine.

成果

  • 22% reduction in inventory holding cost
  • 85% reduction in stockout incidents
  • 18% improvement in production efficiency
  • Planning cycle cut from 2 weeks to 2 days

技术栈

Python Prophet OR-Tools Apache Airflow dbt Snowflake Power BI

项目周期

6 months

关键成果

22% lower inventory cost, 85% fewer stockouts

Tags

Supply ChainForecastingManufacturingAutomation
工作流程

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