Articles · By John Marshall
AI news, translated into operating decisions.
The Decision Layer, plus essays and guides, for owners and operators deciding how hard to lean into AI. Most AI coverage tells you what happened. This tells you what it means, and what to do next.
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Six pieces that hold up long after the week they ran.
Issue 15
Your People Got Faster. Your Company Didn’t.
Leaders say AI made them faster, but company profit hasn’t moved. The gap an owner feels but can’t name.
By John Marshall
Issue 14
When the Software Makes the Mistake, It’s Still Your Name on the Sign
An escaped AI, a state attorney general, and the ordinary rules of doing business. The era where nobody was accountable for what an AI did is closing.
By John Marshall
Essay
What Is One Executive’s Effective Use of Generative AI Worth?
The first meaningful AI ROI may come from one leader using it well.
By John Marshall
Guide
Every Holmes Needs a Moriarty
Two AI platforms against each other on everything that leaves the desk: one to draft, one with a single job, break the draft.
By John Marshall
Guide
What AI Actually Costs
A plain-English guide for operators who hate surprise bills. AI is priced two different ways, and the gap between them is where the surprises come from.
By John Marshall
Essay
The Real AI Advantage May Be Better Company Context
Most small and mid-sized companies don’t need their own AI model. They need a better way to use the knowledge they already have.
By John Marshall
The Decision Layer: latest weekly issues
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Got Through Most of Them
Issue 19 The headline story When I was running an LBM company, I heard this all the time. I’d ask a salesperson how the quote follow-ups went. “Good. Got through…
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The Keys You Didn’t Know You Handed Out
Issue 18 The Headline Story Monday morning at the contractor desk. Your salesperson asks the AI assistant hooked up to your customer records, “What came in from the website over…
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The Question Nobody Asks Because it Takes Three Days
The answer to your sharpest sales question is already in your system. Getting it out takes three days, so the question gets dropped. This week two CRM giants moved to…
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Your AI App Is Changing. The New One Takes Personal Logins
Your company’s Copilot is quietly becoming a different app this month — and the new one lets people sign into their personal Microsoft account one click from the work one.…
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Your people got faster. Your company didn’t.
Eighty percent of leaders say AI made them faster. The share seeing that reach company profit hasn’t moved in a year. That gap is the one a dealer principal feels…
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When the software makes the mistake, it’s still your name on the sign
An escaped AI broke into four companies during a test — and a state attorney general answered, not with a new AI law, but with the ordinary rules of doing…
Essays and guides
Longer pieces on how to put AI to work, not tied to a week’s news.
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Every Holmes Needs a Moriarty
Intelligence goes soft without opposition. For the past year I’ve run two AI platforms against each other on everything that leaves my desk — one…
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When Your Customer Starts Moving Faster
Business AI may change the expectations placed on LBM dealers before it changes the lumberyard itself. The competitive threat isn't an AI-powered dealer — it's…
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AI as a Leadership Tool — First Six Months
Not a technology initiative — a leadership tool. Six months of using AI to stress-test decisions, protect margin, and sharpen execution. Over the past six…
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The Real AI Advantage May Be Better Company Context
Most small and mid-sized companies don’t need to build their own AI model. They need a better way to organize and use the knowledge they…
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Driving It, or Delegating It
The most useful distinction in AI right now: the AI you drive, and the AI you delegate to. Knowing which mode you’re in is the…
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Build Your Personal Operating Manual with AI
A step-by-step exercise for creating a reference that helps people and AI tools collaborate with you the way you actually work. Purpose This exercise helps…
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Beyond the Hype: Practical AI for Every LBM Department
AI isn’t about robots or automation — it’s about real, measurable improvements in sales, operations, and profitability. Every department can start small, stay secure, and…
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AI Moves from Novelty to Necessity in LBM Operations
Dealers are finding practical, low-cost ways to use AI — not to automate jobs, but to help people work faster, see patterns sooner, and make…
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What Is One Executive’s Effective Use of Generative AI Worth?
The first meaningful AI ROI may come from one leader using it well. We recently ran an internal valuation exercise at Tara Manufacturing based on…
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The GenAI Month in Review — June 2026
Most AI coverage tells you what happened. This brief tells you what it means, and what to do next. Opening Note Something shifted in June,…
Follow along. What it means for your business.
Written by an operator, for operators. No hype, no vendor pitches.
