Modernizing Without Disruption: A Practical Approach to Industrial Data Growth
Industrial operations depend on data historians to record what’s happening on the line or in the field. But as systems evolve toward Industry 4.0, many teams find that their historians weren’t built for what’s next —…
The Most Effective Strategies for Integrating Agentic AI Into Legacy Manufacturing Environments Without a Full Overhaul
Answering the audience’s questionsManufacturing is not a greenfield playground for shiny new technology. It’s a world of legacy machines, siloed data, and decades-old dashboards that keep production running. Into this reality comes agentic AI—a powerful but new…
How AI and the Digital Thread Improve Machine Tool Systems
Artificial intelligence and digital connectivity are transforming how machine tools operate — from the way parts are designed and programmed to how data flows across production. The combination of AI-driven automation and a digital thread enables…
Managing the Rise of Agentic AI in Manufacturing
During AI Frontiers 2025, participants raised important questions about the growing role of agentic AI in manufacturing—covering topics such as regulation, interoperability, and the management of autonomous systems. While we did not have enough time to address…
Embedding AI Agents Into Industrial Data Pipelines: What Manufacturers Should Watch
At Cognite’s 2025 event, Laxmi Akkaraju, SVP Global Services and Solutions, Cognite, spotlighted a new paradigm in industrial AI: agents embedded directly into data workflows, not merely layered on top as analytics. For manufacturers, this shift promises…
Digital Twins in CNC: From Virtual Proof to Profit
The race in CNC machining is no longer about who has the fastest spindle—it’s about who can validate reality before cutting metal. Across global manufacturing, digital twin technology is emerging as a quiet disruptor, letting engineers simulate…
When Machines Negotiate: A New Way to Run Manufacturing
Factories today don’t struggle to collect data — they struggle to make sense of it. Machines measure everything from pressure to vibration, but most of it lacks meaning. Without context, even the most advanced dashboards can’t…
A Glimpse Inside Finland’s Innovation Engine
Why the World’s Happiest Country Is Building the Future of IndustryIntroductionI recently spent five days in Finland as part of a press tour organized by Business Finland to see how the country, often regarded as the…
Agentic AI and IIoT: Complex Questions and Expert Perspectives
At AI Frontiers, the panel on Agentic AI & Integrated Data Workflows generated more questions than could be answered live. To continue the discussion, Andrew Scheuermann, CEO of Arch Systems, recorded a series of short video…
Can the Asset Administrative Shell Make Factory Data AI-Ready?
Most factories already collect oceans of data, yet too much of it arrives in different shapes, names, and units. That inconsistency slows down Artificial Intelligence (AI) projects more than any model choice. During AI Frontiers 2025,…