Congratulations! Your Plant Has Been Selected for Digital Transformation.
A successful pilot doesn’t automatically travel well, especially when the next plant learns about its digital transformation through a calendar invitation. Scaling smart manufacturing requires local ownership, workforce involvement, and a clear understanding of what made the original pilot succeed.
IT/OT Convergence Is Not One Thing
IT/OT convergence can mean anything from connecting systems to reorganizing departments, which makes agreeing on it suspiciously easy. Inspired by The IT/OT Handbook, I explore eight common operating patterns, how they fit together, and why the right arrangement depends on the work you’re actually trying to get done.
AI on the Factory Floor: What Changes, What Doesn’t, and Who Wins
QAD | Redzone CEO Sanjay Brahmawar sits down with Industry 4.0 expert Jeff Winter to unpack why AI is generating more fear on the factory floor than any technology before it, and why the data tells a different story.
The AI Lesson My Great-Great-Grandfather Learned in 1883
According to highly questionable Winter family history, industrialist Augustus Milton Winter was investing in enterprise AI before most factories had electricity. His experience captures a very current problem: extraordinary technology can generate endless possibilities while leaving leaders surprisingly unclear about which ones deserve action.
Is Industry 4.0 working?
For more than a decade, manufacturers have invested heavily in the technologies of Industry 4.0, yet U.S. manufacturing productivity has barely moved. So is Industry 4.0 actually working, or are we measuring its impact in the wrong way?
What Industry 4.0 Scale Actually Requires
A successful pilot proves that the technology can work. Scaling it requires something far more difficult: a dependable operating system of data, context, decisions, workflows, and standards that can survive different people, equipment, shifts, and plants.
The Architecture Diagram Nobody Wants to Draw
Technical debt is rarely just an old system or outdated technology. It is the hidden architectural complexity that makes every new project slower, harder, and more expensive than it should be.
A Fine Vintage of Bad Transformation Decisions
What if corporate transformation initiatives were wines? A fictional trip to Château de la Transformation reveals four suspiciously familiar vintages filled with endless pilots, excessive hype, commitment issues, and enough pivots to make even a sommelier dizzy.
Thinking Harder Is Not the Same as Thinking Better
AI is making answers faster, cheaper, and nearly unlimited. The real advantage now belongs to people who can challenge assumptions, reframe the problem, and ask questions that lead somewhere genuinely different.
Your Technology Is Only as Simple as Your Business
Complexity does not arrive all at once. It builds through one exception, approval, workaround, and compromise at a time, until the business can no longer explain why it works the way it does.
Is That Your Final AI Strategy?
Too many companies walk into AI with game-show confidence and spreadsheet-level preparation. This is a fun look at what happens when the lights get bright, the answers get uncomfortable, and the “strategy” starts sweating.
Supply Chain Queen - Making Industry 4.0 Real: Strategy, IT/OT Convergence & the Human Side
Supply Chain Queen Podcast - Making Industry 4.0 Real: Strategy, IT/OT Convergence & the Human Side
TDEngine - Rethinking Industrial Infrastructure for the Age of AI
TDEngine Podcast - Rethinking Industrial Infrastructure for the Age of AI
Zinfi - The #1 Reason Industry 4.0 Fails Has Nothing to Do With Technology
Zinfi Video Podcast - Why Industry 4.0 Demands Partner Ecosystem Orchestration
A Sip of Conflict
If the water is potable but the setting is repulsive, you haven't optimized the process; you've just bolted a high-performance tool to a fundamentally broken context.
Digital Daze
The illusion of clarity created by an overload of information.
Everything is visible. Nothing is obvious.
Keynote - The Intelligent Factory: Why Manufacturing Needs a New Operating Model
Keynote at ProveIt! 2026
The Intelligent Factory: Why Manufacturing Needs a New Operating Model
From Guessing to Knowing: The Case for Operational Clarity
A perspective on how operational visibility reshapes understanding, decision-making, and ultimately performance.
Still Loading: The Missing Architecture Behind Most Smart Factories
This is the most important graphic for Industry 4.0 you will ever see.
The Difference Between Executing Projects and Transforming an Organization
Companies don’t transform because they finished a program; they transform when they start behaving differently.