AI manufacturing Case Studies: 800+ Documented Implementations
AI for Manufacturing documents 800+ published AI implementations in manufacturing from cited public sources. Reported results are source claims, not independent verification. Filter by industry, use case, or technology.
- Last updated
- Maintained by
- Peter KorpakLead Editor
- Methodology
- How evidence is checked
Samson Machinery
Rockwell Automation
Samson Machinery Reduces Downtime 20% with FactoryTalk Optix Digital Transformation of Tire-Building Machines
Predictive MaintenanceAutomotive
- Technology:
- IoT & Sensors
- Reported result:
- 20% Downtime reduction
- Deployment timeframe:
- Not reported by source
Cited source: rockwellautomation.com
Read the evidence →Automated evidence gate passed
Shandong Mining
Rockwell Automation
Shandong Mining Reduces Mechanical Failure Rates with Predictive Maintenance Technology
Predictive MaintenanceMetals & Mining
- Technology:
- Predictive ML
- Reported result:
- Not reported by source
- Deployment timeframe:
- Not reported by source
Cited source: rockwellautomation.com
Read the evidence →Automated evidence gate passed
University of Maine Process Development Center
Rockwell Automation
University of Maine Process Development Center Modernizes Paper Web Handling to Eliminate $20K/Event Downtime
Predictive MaintenanceIndustrial Machinery
- Technology:
- Predictive ML
- Reported result:
- $20,000 Cost per downtime event
- Deployment timeframe:
- Not reported by source
Cited source: rockwellautomation.com
Read the evidence →Automated evidence gate passed
Dunlop Aircraft Tyres
Rockwell Automation
Dunlop Aircraft Tyres Transitions from Reactive to Predictive Maintenance with CMMS
Predictive MaintenanceAerospace
- Technology:
- Predictive ML
- Reported result:
- Not reported by source
- Deployment timeframe:
- Not reported by source
Cited source: rockwellautomation.com
Read the evidence →Automated evidence gate passed
GrafTech
Rockwell Automation
GrafTech Saves Steel Customers $100K-$1M Annually with EMI Analytics for Electric Arc Furnaces
Predictive MaintenanceMetals & Mining
- Technology:
- Predictive ML
- Reported result:
- $100K-$1M+ Estimated Annual Customer Savings
- Deployment timeframe:
- Not reported by source
Cited source: rockwellautomation.com
Read the evidence →Automated evidence gate passed
Summer Garden Food Manufacturing
Rockwell Automation
Summer Garden Food Manufacturing Eliminates Hidden Downtime with Plex Smart Platform
Predictive MaintenanceFood & Beverage
- Technology:
- IoT & Sensors
- Reported result:
- Not reported by source
- Deployment timeframe:
- Not reported by source
Cited source: rockwellautomation.com
Read the evidence →Automated evidence gate passed
Pro-Vac
Rockwell Automation
Pro-Vac Fleet Services Reduces Fleet Downtime 27% with Fiix CMMS
Predictive MaintenanceIndustrial Machinery
- Technology:
- Predictive ML
- Reported result:
- 27% Fleet Downtime Reduction
- Deployment timeframe:
- Not reported by source
Cited source: rockwellautomation.com
Read the evidence →Automated evidence gate passed
EnWin Utilities
Rockwell Automation
EnWin Utilities Reduces Water Main Breaks 21% Saving $125,000 Annually with MPC
Predictive MaintenanceEnergy & Utilities
- Technology:
- Predictive ML
- Reported result:
- 21% Water Main Break Reduction
- Deployment timeframe:
- Not reported by source
Cited source: rockwellautomation.com
Read the evidence →Automated evidence gate passed
IDE Americas
Rockwell Automation
IDE Americas Uses Digital Twin and AI to Predict Membrane Fouling in Carlsbad Desalination Plant
Predictive MaintenanceEnergy & Utilities
- Technology:
- Digital Twin
- Reported result:
- 54 million gallons Daily Water Production
- Deployment timeframe:
- Not reported by source
Cited source: rockwellautomation.com
Read the evidence →Automated evidence gate passed
Minetek
Rockwell Automation
Minetek Adds Real-Time Asset Monitoring for Mining Evaporation Systems with FactoryTalk DataMosaix
Predictive MaintenanceMetals & Mining
- Technology:
- IoT & Sensors
- Reported result:
- Not reported by source
- Deployment timeframe:
- Not reported by source
Cited source: rockwellautomation.com
Read the evidence →Automated evidence gate passed
Hydro Extrusion & Components Nenzing
Rockwell Automation
Hydro Extrusion Nenzing Revolutionizes Maintenance with Centralized Data Management
Predictive MaintenanceMetals & Mining
- Technology:
- IoT & Sensors
- Reported result:
- Not reported by source
- Deployment timeframe:
- Not reported by source
Cited source: rockwellautomation.com
Read the evidence →Automated evidence gate passed
Commerce Township WWTP
Rockwell Automation
Commerce Township Wastewater Plant Reduces Downtime with Power Quality Monitoring
Predictive MaintenanceEnergy & Utilities
- Technology:
- IoT & Sensors
- Reported result:
- Not reported by source
- Deployment timeframe:
- Not reported by source
Cited source: rockwellautomation.com
Read the evidence →Automated evidence gate passed
Anonymous Energy Storage Manufacturer Reduces Machine Downtime Alert Time to 20 Minutes
Predictive MaintenanceEnergy & Utilities
- Technology:
- IoT & Sensors
- Reported result:
- Within 20 minutes Machine downtime alert time
- Deployment timeframe:
- Not reported by source
Cited source: tulip.co
Read the evidence →Automated evidence gate passed
Leading Fertilizer Company Avoids 460 Hours of Annual Downtime with AI Predictive Maintenance
Predictive MaintenanceChemicals
- Technology:
- Predictive ML
- Reported result:
- 1.8% Increase in asset uptime
- Deployment timeframe:
- Not reported by source
Cited source: c3.ai
Read the evidence →Automated evidence gate passed
Global Chemical Manufacturer Extends Furnace Run Length by 10+ Days with AI Predictive Maintenance
Predictive MaintenanceChemicals
- Technology:
- Predictive ML
- Reported result:
- $45M+ Annual economic benefit at full scale (200 furnaces)
- Deployment timeframe:
- Not reported by source
Cited source: c3.ai
Read the evidence →Automated evidence gate passed
PepsiCo
Augury
PepsiCo Reduces Unplanned Downtime Across North American Snack Manufacturing with AI Machine Health
Predictive MaintenanceFood & Beverage
- Technology:
- IoT & Sensors
- Reported result:
- Reduced unplanned downtime Business Outcome
- Deployment timeframe:
- Not reported by source
Cited source: augury.com
Read the evidence →Automated evidence gate passed
Osem-Nestlé
Augury
Osem-Nestlé Prevents Production Line Failures and Advances Sustainability Goals with AI Machine Health
Predictive MaintenanceFood & Beverage
- Technology:
- IoT & Sensors
- Reported result:
- 2020 Implementation Year
- Deployment timeframe:
- Not reported by source
Cited source: augury.com
Read the evidence →Automated evidence gate passed
Fortune Brands Innovations Deploys AI Machine Health Across 1,000+ Machines in 16 Global Facilities
Predictive MaintenanceConsumer Goods
- Technology:
- IoT & Sensors
- Reported result:
- 1,000+ Machines Monitored
- Deployment timeframe:
- Not reported by source
Cited source: augury.com
Read the evidence →Automated evidence gate passed
DuPont
Augury
DuPont Achieves 7x ROI in Under a Year with AI Predictive Maintenance
Predictive MaintenanceChemicals
- Technology:
- Predictive ML
- Reported result:
- 7x ROI at Proof-of-Concept Sites
- Deployment timeframe:
- Not reported by source
Cited source: augury.com
Read the evidence →Automated evidence gate passed
Colgate-Palmolive's Hill's Pet Nutrition Recoups Full Annual Investment in Six Weeks with AI Maintenance
Predictive MaintenanceConsumer Goods
- Technology:
- Predictive ML
- Reported result:
- 6 weeks Time to Recoup Annual Investment
- Deployment timeframe:
- Not reported by source
Cited source: augury.com
Read the evidence →Automated evidence gate passed
Darigold
Augury
Darigold Avoids 105 Hours of Downtime and Saves Nearly $1M in Six Months with AI Machine Health
Predictive MaintenanceFood & Beverage
- Technology:
- IoT & Sensors
- Reported result:
- 105 hours Downtime Avoided
- Deployment timeframe:
- Not reported by source
Cited source: augury.com
Read the evidence →Automated evidence gate passed
Anonymous Pharma Manufacturer Saves $9M+ on a Single Machine Event with AI Continuous Monitoring
Predictive MaintenancePharmaceuticals
- Technology:
- IoT & Sensors
- Reported result:
- $9M–$13M Cost Avoidance (single event)
- Deployment timeframe:
- Not reported by source
Cited source: augury.com
Read the evidence →Automated evidence gate passed
Fiberon Saves $274K and Avoids 178 Hours of Downtime with AI Predictive Maintenance
Predictive MaintenanceConsumer Goods
- Technology:
- Predictive ML
- Reported result:
- $274,000 Cost Savings (8 months)
- Deployment timeframe:
- Not reported by source
Cited source: augury.com
Read the evidence →Automated evidence gate passed
Q
Qatar Shell GTL
Vendor not available in record
Qatar Shell GTL achieves 99% reliability with AI-driven asset integrity at world's largest GTL plant
Predictive MaintenanceEnergy & Utilities
- Technology:
- Predictive ML
- Reported result:
- 9% Throughput increase
- Deployment timeframe:
- Not reported by source
Cited source: weforum.org
Read the evidence →Automated evidence gate passed
G
GlobalFoundries
Vendor not available in record
GlobalFoundries improves labor productivity 40% with ML-based predictive maintenance at Singapore fab
Predictive MaintenanceElectronics
- Technology:
- Predictive ML
- Reported result:
- 40% Labor productivity improvement
- Deployment timeframe:
- Not reported by source
Cited source: weforum.org
Read the evidence →Automated evidence gate passed