Working notes on getting AI adopted on the floor — the systems, the processes, and the people.
-

“Now What?” — Insight Has No Operational Value Until It Influences a Decision
The purpose of operational analytics is not a better meeting or a more attractive dashboard. Its purpose is to improve the quality…
-

“So What?” — A Metric Becomes Valuable When It Changes Understanding
A dashboard can show that performance changed. Analysis begins when we ask whether the change matters, what conditions shaped it, and which…
-

“What?” — Before We Seek Insight, We Need a Trustworthy Fact
Every dashboard begins with facts—but operational facts are rarely as simple as they appear. Before asking what the data means, leaders must…
-

I Had the Report. I Still Didn’t Have the Answer.
A daily production report told me what happened. It did not always help me understand why it happened or what we should…
-

Retention Isn’t a Perk Problem, It’s a Trust Problem
Every time turnover ticks up, the first instinct in a lot of leadership meetings is to talk about pay and perks. Sometimes…
-

The Leader’s Calendar: What You Schedule Is What You Value
I can tell you what any leader actually values without asking them a single question about their priorities. I just need to…
-

Why I Stopped Measuring Effort and Started Measuring Flow
For a long time, one of the metrics I quietly valued as a leader was how busy a team looked. Machines running,…
-

The Meeting Before the Meeting: Pre-Wiring Alignment
For years I thought the meeting itself was where decisions got made. What I’ve come to understand is that most of the…
-

Safety Culture Starts With How You React to Bad News
Every plant has a safety policy. Far fewer plants have a safety culture, and the gap between the two shows up in…
-

Coaching vs. Correcting: A Leader’s Daily Choice
There’s a moment that happens dozens of times a day for any frontline leader: someone does something short of the standard, and…
-

The Kaizen Hangover: Why Improvements Don’t Stick
Kaizen events have a very specific emotional arc. The week itself is energizing — a focused team, visible progress, a celebration at…
-

Leading Through Layoffs: Keeping Trust Alive During Hard Decisions
I’ve had to lead teams through headcount reductions more than once in my career, and I don’t think there’s a version of…
-

The Trouble with Best Practices: Why Copy-Paste Improvement Fails
Every operations leader has sat through a benchmarking trip — visit the sister site, see what they’re doing, bring it home. It’s…
-

Visual Management That Actually Gets Used
Walk into almost any manufacturing facility and you’ll find visual management boards — whiteboards with metrics, color-coded charts, red-yellow-green status indicators. Walk…
-

The First 90 Days: Onboarding New Leaders Into a Lean Culture
We spend a lot of energy onboarding new hourly employees — safety training, station qualification, buddy shifts. We spend comparatively little structured…
-

Change Fatigue: When Your Team Has Nothing Left to Give
There’s a version of leadership that treats every quarter as an opportunity for a new initiative. New software, new layout, new metric,…
-

The Andon Cord: Empowerment or Just Another Alarm?
Every plant I’ve worked in has had some version of the andon cord — a way for anyone on the line to…
-

Building a Bench: Succession Planning on the Shop Floor
Ask most operations leaders if they have a succession plan and they’ll say yes. Ask them to name who steps into their…
-

What Hoshin Kanri Taught Me About Saying No
Hoshin Kanri gets described as a strategy deployment tool, and technically that’s true. But the thing it actually taught me had less…
-

The Supervisor’s Dilemma: Enforcing Standards Without Becoming the Enemy
Every new supervisor hits the same wall eventually. You get promoted because you were good at the work, good with people, or…
-

5 Whys Isn’t Enough: A Deeper Look at Root Cause Thinking
5 Whys gets taught in every lean training deck, and it’s a genuinely useful tool. It’s also badly misused more often than…
-

Leading the Night Shift: What Changes When You’re Not There
I spent a few weeks a while back deliberately working night shift hours, and it reframed how I think about leadership. Not…
-

The Cost of Tribal Knowledge: Why Undocumented Expertise Is a Risk
Every plant has one. The person who’s been there twenty years and just knows — which valve sticks, which supplier’s lots run…
-

Psychological Safety on the Production Floor
Psychological safety gets talked about a lot in office contexts — speaking up in meetings, disagreeing with a VP. On the production…