When we introduced a new product variant on an assembly line last year, our vision system’s false reject rate jumped from a tolerable 2–3% to over 12% overnight. Suddenly good parts were being boxed as bad, operators were calling for rework, and throughput targets were at risk. I led the effort...
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Sustainability
I’ve spent years helping factories turn nebulous energy losses into concrete...
Automation
I recently delivered a project where the goal was clear: keep an existing...
Process Optimization
I remember the first time a new product family landed on my desk and the plant...
Industry 4.0
When a plant I worked with wanted to add cloud analytics and a lightweight...
I remember the first time a new product family landed on my desk and the plant asked, "How quickly can we get acceptable inspection performance?" The short answer I gave then — and keep giving now — is: faster than you think, if you structure...
When a plant I worked with wanted to add cloud analytics and a lightweight fleet management layer to a mixed-vendor production line, they faced a familiar constraint: no one wanted to touch the existing PLC code. The reluctance was sensible —...
I’ve long been frustrated by vendor lock‑in when trying to implement high‑availability strategies across heterogeneous control systems. In practice you’ll often find a Siemens S7 island on one line and Rockwell ControlLogix on another, each...
I recently led a retrofit program to install variable‑speed drives (VSDs) across a mixed fleet of motors in a process plant. The project surprised some stakeholders: beyond the expected energy savings, retrofitting produced measurable reductions...
When a plant manager asks me "Can a lightweight digital twin halve setup time on a high‑mix line?", I give a deliberately pragmatic answer: maybe — if you define "lightweight" and "setup" clearly, design a tight validation plan, and focus on the...
When a plant manager asks me, “Which retrofit delivers the fastest ROI for motor drives across a mixed fleet — VFDs, soft starters, or variable torque control?” I don’t hand out a one-size-fits-all answer. Instead I walk through the...
When a supplier tells me they can reduce emissions by changing their batching strategy — for example moving from many small production runs to fewer larger batches — my immediate reaction is: great, but how will you prove it upstream so that my...
I’ve run dozens of pilots where the question wasn’t whether edge computing could be useful, but how to demonstrate, convincingly and quickly, that a vendor‑agnostic edge layer actually moves the needle on yield for legacy PLC lines. If your...
I still remember walking into a food‑packaging plant where compressed air was treated like free electricity: hoses left blowing, valves leaking, and large blow‑off devices used for product drying. The plant’s energy bill told one story, but...
I remember the first time I watched a collaborative robot (cobot) work beside an operator on a mixed-model assembly line — it was graceful, predictable, and quietly transformative. But turning one successful pilot into ten reliable,...