From the field.
Lessons from installing systems in a real engineering firm. No theory — just patterns that work.
The AI Risk AEC Firms Aren't Talking About: The Data You Feed It
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The Noble-Mission Filter: How I Parked Six Ventures and Kept Three
Three Legs, One Operator: Why I Stopped Hiding Two of My Three
94% vs 27%: Why AEC Is the Outlier in the AI Adoption Story
The Scaffold Matters More Than the Model
Trimble Has Crunched Millions of Construction Documents. Most Firms Haven't Crunched Their Last 50.
I Built an AI That Reads Contracts. Here's What Two Years of Hand-Reading Taught Me First.
The Memory Problem Every Engineering Firm Has (and the Fix Most Haven't Tried)
Five Things That Actually Change How You Use AI
79% of Construction Leaders Know AI Is the Risk. Almost None Are Doing Anything.
Awareness without action is the most expensive position in the industry right now. Here's the four-step path to actual adoption — no committee, no transformation roadmap, no six-figure contract.
McKinsey Cut 200 Jobs and Replaced Them With AI. What That Means for a 15-Person Firm.
If the biggest consulting firm in the world is automating analyst work, every smaller firm is on the same trajectory. The good news: small firms have three advantages McKinsey doesn't — and the cost to use them is roughly zero.
AI Won't Fill Your Open Positions. It Will Change What 'Qualified' Means.
There's a 500,000-worker shortfall in AEC. Hiring won't close it. Here's how the labor crunch is quietly redefining who gets promoted at engineering firms — and what firm directors should actually be doing about it.
Give Your AI a Memory
I stopped re-explaining context to Claude every session. Connecting it to NotebookLM gave our engineering firm a permanent second brain — and changed how we run proposals, post-mortems, and onboarding.
Your AI Doesn't Have a Tool Problem. It Has a Data Problem.
53% of AEC firms say they're using AI. Only 27% are doing real work with it. The gap isn't tools or budgets — it's discipline. Here's what fixing it actually looks like.
Why Your Proposal Process Is Losing You Tenders
Most AEC firms lose tenders before they submit. Not on price. On process. Here's the pattern, and what the firms that win 65% of the time do differently.
How an AI Consulting Firm Emerged From an Engineering Firm
I didn't set out to build an AI company. I set out to fix my own firm. The rest happened because the results were too visible to ignore.
I Gave an AI Full Access to My Screen. Here's What Changed.
Not a demo. Not a prototype. Six ways Claude now runs the admin layer of a real AEC firm for $20 a month.