Articles tagged as manufacturing ai roi

Why Predictive Maintenance Programs Stall After the First Win
· Predictive Maintenance

Why Predictive Maintenance Programs Stall After the First Win

Monitoring one pump with a vibration sensor and catching a failure two weeks early is straightforward. Doing the same thing across hundreds of assets in multiple plants, with different machine types, different maintenance histories, and different data systems, is where most predictive maintenance programs stall. During a panel at IIoT World’s AI Manufacturing Day 2026, […]

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IIoT and Agentic AI in Manufacturing: Audience Questions, Expert Answers
· Hybrid Manufacturing

IIoT and Agentic AI in Manufacturing: Audience Questions, Expert Answers

At the AI Frontiers event, the session “Agentic AI & Integrated Data Workflows: Extracting Value from Existing Manufacturing Systems” drew an engaged audience eager to probe real-world challenges. Their questions cut straight to the heart of manufacturers’ struggles with IIoT and agentic AI — from wrangling messy data to bridging IT/OT divides.Here are five of […]

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