Working notes on getting AI adopted on the floor — the systems, the processes, and the people.
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Copilots Answer. Agents Act. Most AI Still Stops at “Answer.”
Deloitte’s manufacturing research puts a number on something worth sitting with: agentic AI adoption in factories is expected to roughly quadruple in…
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You Can’t Publish What You Don’t Understand.
One rule has done more for AI on my team than any tool: you can’t publish what you don’t understand. It’s the…
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An AI Agent Can Only Give You the “What”
A recent industry analysis on AI and manufacturing ERP systems makes a point worth sitting with: manufacturers are pulling back on the…
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Your Team Will Use AI Exactly as Bravely as You Do.
Teams don’t adopt AI because leadership told them to. They adopt it because leadership does it — visibly, imperfectly, out loud. Model…
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Say the Quiet Part: “Is This Going to Cost Jobs?”
Every AI rollout has a question nobody asks in the room and everybody asks in the parking lot: is this going to…
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Your People Aren’t Resisting AI. They’re Tired.
When an AI rollout stalls, leaders call it resistance. Usually it’s change fatigue — the scar tissue from every “transformation” that overpromised…
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The Most Expensive Thing in Your AI Rollout Is Silence
83% of leaders say psychological safety decides whether their AI works. Only 39% have it. Your AI problem was never the model…
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Copilots Answer. Agents Act.
Most AI still stops at ‘answer.’ Agentic adoption in factories is set to quadruple — and the difference is simple: copilots answer,…
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Everybody Felt It Working. The P&L Didn’t.
64% of manufacturers said AI made them more efficient. Zero could show it in the P&L. The fix isn’t more AI —…
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Most AI Initiatives Are Already on the Wrong Side of This List
Two AI initiatives, opposite outcomes — same technology. The difference is a checklist most teams have never actually run against their own…
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The AI Gap Isn’t Waiting for You to Catch Up
Only ~19% of North American orgs are ‘AI-transformed,’ vs 37% in South Africa and Southeast Asia. The gap doesn’t just persist —…
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AI Isn’t a Win If It’s Wrong
Starbucks sent AI inventory scanning to 11,300 stores with no real pilot. Nine months later it’s back to counting by hand. Fast…
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How I Actually Learned to Work With AI
It didn’t start with a course. It started with seam checks — and taught me that AI’s value isn’t the answer, it’s…
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CSV Might Be the Worst Format You’re Feeding Your AI
Same data, same questions, same model — only the format changed. CSV scored 44.3%; a markdown key-value format hit 60.7%. Structure is…
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Bad Data Doesn’t Cause AI to Stall — It Exposes the Real Problem
A recent survey of 100 manufacturing organizations found that 73% say data is where their AI efforts most commonly stall. A separate…
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The Real AI Adoption Gap Isn’t Adoption
If your bar for “transformational” is enterprise-wide reinvention, of course most initiatives fall short in year one. But if your bar is…
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Is Your AI Implementation Crashing at the “What?”
A recent industry analysis on AI in manufacturing draws a line worth sitting with: the shift from “analytical AI” — tools that…
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AI Strategy Points: The Gap Compounds
The AI divide isn’t a one-time gap you can close with a training day. It compounds — the people who learn a…
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AI Strategy Points: The Prompt Was Never the Point — Context Was
We spent two years perfecting clever prompts. The real skill turned out to be quieter — assembling the right context and handing…
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AI Strategy Points: People Won’t Adopt What They’re Afraid to Use Badly
Adoption doesn’t stall on capability. It stalls on fear — of looking slow, of being wrong, of getting punished for an experiment…
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AI Strategy Points: Fluency Is Built in Reps, Not Rollouts
The organizations getting real value from AI didn’t train their way there in a day. They built the habit one small rep…
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AI Strategy Points: AI Amplifies the Process You Already Have
A fast tool bolted to a broken process doesn’t fix the process. It just gets you to the wrong place sooner.
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AI Strategy Points: The Bottleneck Moves to Judgment
When generating the work gets cheap, the scarce skill isn’t making things anymore — it’s knowing which output is good enough to…
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AI Strategy Points: You’re Still Accountable for the Output
I called twelve the finale. A few conversations since convinced me the most important point still needed saying — the tool never…
