The New Industrial Trade: Your Data Scientist is Useless Without Your Floor Technician
We are getting the conversation about data infrastructure backwards.The chatter online is saturated with debates on cloud versus edge, the merits of one database over another, and the magical promise of AI algorithms. These are implementation…
EU Data Regulation Is Quietly Changing Who Controls Industrial Machine Data
Why access to machine data is becoming a strategic issueFor years, many manufacturers operated with limited access to the data generated by their own machines. Interfaces were proprietary, extraction was restricted, and meaningful reuse often required…
Why Factory Optimization Falls Behind Operational Reality
Factory optimization often underdelivers because it assumes a level of operational stability that rarely exists in practice. Modern manufacturing environments change continuously across product mix, labor availability, equipment behavior, and process configuration. Optimization approaches, however, remain…
The 40% Problem in Industrial AI
Why Many Projects Stall and What Moves Them ForwardEndurance athletes talk about the “40% wall.” It is the point where the body feels spent, even though much more capacity remains. David Goggins uses it to describe…
Why You Should Step Inside the Siemens eXplore Tour and See Industrial AI Work
Shown publicly for the first time at CES, the eXplore Tour is a mobile industrial environment built to answer a question most leaders ask before approving change: “Can I see this work before it touches my…
Your Most Critical AI Model Isn’t an LLM: It’s Your Document Pre-Processor
A decisive shift is underway for manufacturers implementing artificial intelligence. The focus is moving from the selection of large language models to the systems that prepare data for them. The accuracy and trustworthiness of any AI-driven…
What Industry Is Starting to Value Differently
For decades, industrial economics was simple. Hardware was expensive. Downtime was expensive. Skilled people were expensive. Decisions, by comparison, were cheap — meetings were free, delays were tolerated, and judgment scaled through hierarchy.That balance is reversing.Today,…
The New Invisible Workhorses of the Smart Factory
Walk any modern plant floor, and you’ll see the familiar pillars of industry: machines, materials, and people. But a new class of essential worker has emerged, one you cannot see. It doesn’t draw a salary, take…
Data Sovereignty in Manufacturing Starts with One Question: Can You Run Without the Cloud?
The hidden line between convenience and dependencyManufacturers are adopting more cloud services, partner integrations, and data-driven applications every year. That shift creates a simple but decisive test for data sovereignty: does production continue if a major external…
Embracing AI-Driven Decision Making in Manufacturing
When people talk about AI in manufacturing, the conversation often jumps straight to results. But in a recent interview with Alec Glenn of JSW Steel USA and Karthikeyan Natarajan of Infinite Uptime, we decided to get…