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Case Studies
AI manufacturing Case Studies — Search 1,100+ Real…
Real-world AI implementations in manufacturing with measurable results. Browse AI for Manufacturing's database of case studies by industry, use case, and technology.
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Hindalco Industries Limited
Hindalco Industries Drives Digital Transformation with Specialized Team
Supply Chain Optimization
Metals & Mining
by Rockwell Automation
Hillshire Brands (Tyson Foods)
Hillshire Brands Uses Manufacturing Intelligence to Reduce Sausage Weight Variance
0.10% / 100,000+ lbs of sausage
Annual yield improvement
Under 1 year
ROI timeframe
Quality Control & Inspection
Food & Beverage
by Rockwell Automation
Hillshire Brands (Tyson Foods)
Hillshire Brands Mobilizes Information to Improve Compliance
1.6% to 0.8% (50% reduction)
Inedible product rate reduction
~1 million pounds
Product saved annually
Quality Control & Inspection
Food & Beverage
by Rockwell Automation
GAC Group (Guangzhou Automobile Group)
GAC Group (Guangzhou Automobile) Implements MES for Plant-Wide Production Management
Quality Control & Inspection
Automotive
by Rockwell Automation
Amber Wave (via Kice Industries)
Amber Wave Wheat Protein Facility Goes Live On Time as North America's Largest
Largest wheat protein facility in North America
Scale
Process Optimization
Food & Beverage
by Rockwell Automation
Anonymous Large Cheese Manufacturer (via Tri Tech Automation)
Anonymous Large Cheese Manufacturer Achieves Greenfield Plant Startup On Time with Integrated Architecture
8 million pounds/day
Daily milk processing capacity
45 CTO low-voltage MCCs
MCCs ordered
Process Optimization
Food & Beverage
by Rockwell Automation
Green Bay Packaging
Green Bay Packaging Builds Plant of the Future with Digital Technology at New Paper Mill
Process Optimization
Packaging
by Rockwell Automation
Gold Fields Limited
Gold Fields Uses PlantPAx to Improve Reagent, Energy and Water Management at Mine
Process Optimization
Metals & Mining
by Rockwell Automation
Gold Fields Limited
Gold Fields South Deep Mine Reduces Control System Risk with Integrated Mining Solution
Process Optimization
Metals & Mining
by Rockwell Automation
Anonymous Global Tyre Manufacturer
Anonymous Global Tyre Manufacturer Modernizes Production for Faster Cycle Time and New Architectures
Process Optimization
Automotive
by Rockwell Automation
Anonymous Global Cosmetic Manufacturer
Anonymous Global Cosmetic Manufacturer Cuts Line Stops 90% and Saves $100K Annually
90% (2,500 → ~250 per shift)
Line stop reduction
$100,000
Annual savings
Process Optimization
Consumer Goods
by Rockwell Automation
Anonymous Global Chemical Producer
Anonymous Global Chemical Producer Reduces Opex with Unified Data Management System
Process Optimization
Chemicals
by Rockwell Automation
Anonymous Global Beverage Manufacturer
Anonymous Global Beverage Manufacturer Expands Capacity and Improves Batch Consistency
<=1 correction per batch
Batch correction target achieved
Process Optimization
Food & Beverage
by Rockwell Automation
GlaxoSmithKline
GlaxoSmithKline Strengthens Pharmaceutical Infrastructure with PlantPAx DCS Upgrade
Process Optimization
Pharmaceuticals
by Rockwell Automation
Georgia-Pacific
Georgia-Pacific Creates Connected Workforce to Preserve Knowledge Before Retirement Wave
~200
Number of facilities
~35,000
Global employees
Process Optimization
Consumer Goods
by Rockwell Automation
Anonymous Leading Cereal Manufacturer
Anonymous Australian Cereal Manufacturer Generates 1.5 MW from Organic Waste via Anaerobic Digestion
1.5 MW (electricity + heat)
Power generation capacity
100% of plant energy requirements
Energy offset target
Energy Management
Food & Beverage
by Rockwell Automation
Fonterra Co-operative Group
Fonterra Co-operative Group Achieves 20% OEE Improvement on Digital Transformation Journey
20%
OEE improvement
22 billion liters
Milk collected per season
Process Optimization
Food & Beverage
by Rockwell Automation
Fresenius Medical Care
Fresenius Medical Care Uses Digital Twins to Drive Manufacturing Efficiency
~4,000 outpatient centers
Dialysis centers served
Process Optimization
Medical Devices
by Rockwell Automation
Anonymous South Asian Steel Manufacturer
Major Steel Manufacturer Reduces Energy Costs 3% and Achieves Full ROI in Six Months
3%
Annual energy cost reduction
6 months
Full ROI timeline
Energy Management
Metals & Mining
by Rockwell Automation
Edesia
Edesia Doubles Food Packet Production to 22,000 Metric Tons Annually to Feed Malnourished Children
22,000 metric tons
Annual production capacity
More than doubled
Production capacity increase
Process Optimization
Food & Beverage
by Rockwell Automation
BIC
BIC Increases Finished Good Transactions to 100,000+ Per Shift with Plex MES
100,000+ finished good parts
Daily transactions per shift
Production Planning & Scheduling
Consumer Goods
by Rockwell Automation
Southwire Company
Southwire Company Gains Production Issue Visibility as First Step in Digital Transformation
Process Optimization
Industrial Machinery
by Rockwell Automation
Southwest Baking Company
Southwest Baking Increases Bread Production 5% and Reduces Batch Cycle Time 22% with FactoryTalk Batch
5%
Bread production increase
22%
Batch cycle time reduction
Process Optimization
Food & Beverage
by Rockwell Automation
Solvay Sodi
Solvay Sodi Cuts Electricity Consumption by 20% with PowerFlex 7000 Medium-Voltage Drive
20%
Electricity consumption reduction
22 MWh/day
Daily energy savings
Energy Management
Chemicals
by Rockwell Automation
Samson Machinery
Samson Machinery Reduces Downtime 20% with FactoryTalk Optix Digital Transformation of Tire-Building Machines
20%
Downtime reduction
Predictive Maintenance
Automotive
by Rockwell Automation
AKD Softwoods
AKD Softwoods Increases Saw Line Speed 55% and Recovery 8% with Smart Connected Automation
55%
Line speed increase
8%
Recovery improvement
Process Optimization
Industrial Machinery
by Rockwell Automation
Hopak Machinery
Hopak Machinery Reduces Downtime 80% and Floor Space 30% with iTRAK Smart Packaging Machine
80%
Estimated downtime reduction
30%
Floor space reduction
Production Planning & Scheduling
Packaging
by Rockwell Automation
DCC Automation (for Anonymous Nutrition Supplement Manufacturer)
DCC Automation Robotic Case Packer Achieves 99%+ Uptime and 90% Changeover Time Reduction
>99%
System uptime
90% (45 min to 5 min)
Changeover time reduction
Robotic Automation
Food & Beverage
by Rockwell Automation
Anonymous Metals Manufacturer
Anonymous Metals Manufacturer Reduces Scrap 13% and Downtime 12% with Connected Enterprise Digital Transformation
13%
Scrap reduction
12%
Downtime reduction
Process Optimization
Metals & Mining
by Rockwell Automation
Shangdong Shenzhou Machinery Co. Ltd
Shandong Shenzhou Machinery Smart Unmanned Crane Increases Daily Dispatch Capacity 10–30%
10–30%
Daily dispatch capability increase
±3 mm
Position accuracy
Robotic Automation
Metals & Mining
by Rockwell Automation
Sleeman Breweries
Sleeman Breweries Increases Production Capacity 50% in Two Weeks with Virtualized Process Automation
50%
Production capacity increase
2 weeks
Time to capacity improvement
Process Optimization
Food & Beverage
by Rockwell Automation
Anonymous Major Food Manufacturer (via Burns & McDonnell)
Food Manufacturer Achieves 10% Production Capacity Increase with Arena Simulation-Guided $18M Packaging Upgrade
10%
Production capacity increase
80%
Downtime reduction vs. competitor projections
Production Planning & Scheduling
Food & Beverage
by Rockwell Automation
SIASUN
SIASUN Robotics Reduces On-Site Debugging Time with Emulate3D Virtual Simulation
Production Planning & Scheduling
Industrial Machinery
by Rockwell Automation
Shandong Mining
Shandong Mining Reduces Mechanical Failure Rates with Predictive Maintenance Technology
Predictive Maintenance
Metals & Mining
by Rockwell Automation
Rockwell Automation (APAC Manufacturing Facility)
Rockwell Automation Singapore Achieves 15–30% Energy Savings with AI-Driven Energy Management
15–30%
Projected annual energy savings
20–40%
Projected Scope 1 & 2 emissions reduction
Energy Management
Electronics
by Rockwell Automation
DST
DST Achieves 1% Accuracy in Plant-Protein Microdosing for Meat Replacement Production
Within 1%
Ingredient dosing accuracy
Process Optimization
Food & Beverage
by Rockwell Automation
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