Agentic Maintenance: From Prediction to Automated Action
A predictive maintenance system flags that a motor will fail in three weeks. What happens next usually involves three to four people, spans up to two weeks, and touches the CMMS, ERP, workforce scheduling, and production…
80% of Plant Measurement Faults Fixed Without Support
A technician walks up to a faulty measurement device, scans the QR code on its display, and gets a plain-language diagnosis with step-by-step repair instructions, all before picking up the phone. David Lincoln, Digital Lead of…
How Is Industrial AI Performing in Production?
ABB resolves 80% of measurement device faults through an AI copilot, without a support call. HighByte compressed Alcon’s one-year plant-wide digital transformation to less than one month. InfluxData and Litmus take manufacturers from three sites to…
Neura Robotics CEO: Physical AI for 101M Worker Shortage
David Reger, founder and CEO of Neura Robotics, stood next to a 4NE1 Mini humanoid robot at the AWS booth during Hannover Messe 2026 and laid out the math: China, Japan, and Europe together face a…
From Pilot to Profit: Operationalizing the “Atoms-Bits-Neurons” Framework
If the 2026 mandate for manufacturers is the synchronization of physical goods, digital data, and human intelligence, the immediate challenge is execution. While the vision of “Liquid Computing” sets the stage, the transition to a zero-defect floor…
Humanoid Robots Built 30,000 BMWs. Here’s the ROI
Figure AI’s humanoid robots completed an 11-month deployment at BMW’s Spartanburg plant, loading 90,000+ sheet metal parts across 1,250 operational hours and contributing to the production of more than 30,000 BMW X3 vehicles. This article examines…
What “AI-Ready” Actually Means for Distributed Energy Systems
There certainly is no shortage of interest in applying AI to distributed energy operations. Battery storage operators want predictive analytics at the cell level. Renewable fleet managers want optimization recommendations across hundreds of sites. Grid operators…
How Agentic AI Changes Factory Data Requirements
Most factory data architectures today serve between 10 and 50 consuming systems. Agentic AI will push that number into the thousands, a 100x increase in edge-based data consumers. The ISA-95 layer-by-layer model was not designed for…
Why Your Factory’s AI Keeps Failing: The One Document You Forgot
You installed the sensors. You bought the AI license. You hired the data scientist. Yet your million-dollar pilot is stuck, delivering quirky answers that no one on the floor dares to trust. The problem isn’t your…
Industrial Foundation Models Could Become Europe’s Strongest Manufacturing Advantage
Manufacturing knowledge is fragmented and mostly unusedEuropean manufacturers collectively hold decades of deep production knowledge: how materials behave, how machines are tuned, how quality issues emerge, how processes fail and recover. Yet this knowledge remains locked…