Empowering AI Solutions. Driving ROI. Elevating Success.
EXAMPLE AI USE CASES FOR MANUFACTURING LEADERS
Predictive Maintenance
Description: Predict and prevent equipment failures with AI.
Typical ROI: 40% reduction in downtime .
Best AI Model: RNN
Data Types: Sensor data, maintenance logs, operational data, historical failure data.
Quality Control
Description: Automate and enhance product quality inspection.
Typical ROI: 30% reduction in defect rates .
Best AI Model: CNN
Data Types: Production data, inspection images, sensor data, product specs.
Supply Chain Optimisation
Supply Chain Optimisation
Description: Optimise manufacturing supply chains with AI.
Typical ROI: 20% reduction in supply chain costs .
Best AI Model: Linear Regression
Data Types: Inventory data, demand forecasts, logistics data, supplier data.
Demand Forecasting
Process Optimisation
Supply Chain Optimisation
Description: Predict product demand to optimise inventory.
Typical ROI: 15% improvement in inventory management .
Best AI Model: Time Series Analysis
Data Types: Sales data, market trends, customer orders, economic indicators.
Process Optimisation
Process Optimisation
Process Optimisation
Description: Enhance production processes with AI-driven insights.
Typical ROI: 25% increase in production efficiency .
Best AI Model: Reinforcement Learning
Data Types: Process data, machine data, sensor readings, production schedules.
Inventory Management
Process Optimisation
Process Optimisation
Description: Automate inventory management and replenishment.
Typical ROI: 20% reduction in inventory holding costs .
Best AI Model: Clustering Algorithms
Data Types: Inventory data, sales data, supplier data, logistics data.