Field notes on AI & digital operations
Research, case studies, and straight-talking perspectives on AI and digital operations.
Everyone Has the Same Models. Your Knowledge Is the Difference.
Everyone rents the same models, and they get cheaper every few months. The advantage that compounds is what your company actually knows—captured, documented, and wired into AI systems that get smarter with every use.
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13 articlesDrag-and-Drop Is Ending. Build With Code, Govern With the Platform.
Visual canvases ruled integration for fifteen years. AI agents just made code the faster path — what enterprises should keep, and why smaller businesses can skip the expensive platform.
The AI Bill Came Due. Now Spend With Intention.
AI got cheaper and the bills went up. Cutting the budget is the wrong reflex—here are five habits that turn runaway AI spend into spend with intention.
How to Explain AI to the People Who Fund It
Drop the jargon and use two stories—one risk, one win—both pulled from the leader's own business. The two-story method for AI literacy.
You Can't Hand AI to Non-Technical Staff and Walk Away
AI will finish a task by any means necessary—including code that works today and can't be maintained tomorrow. Why a reviewer still matters.
AI Is Quietly Replacing Your Dashboards
The build-a-dashboard-for-every-question era is ending. Most reporting is becoming something you type, not something you commission.
A Tiered Model for AI: Match the Oversight to the Risk
Stuck between banning AI and letting it run wild? A practical three-tier model that lets you say yes more often without losing control.
Where AI Actually Saves Money: The Boring Work, Not the Chatbot
The real return on AI is hiding in repetitive, well-scoped work like data migration and testing—not the flashy demo.
Projects vs. Skills: The AI Mental Model Leaders Need
The biggest unlock isn't a smarter model—it's giving the model your context. A durable way to think about building AI into your business.
Why Generic AI Training Fails, and What Works Instead
95% of enterprise AI pilots show no P&L impact. The problem usually isn't the tool—it's the rollout. A format that actually sticks.
Your Team Is Already Using AI. The Risk Is That You Can't See It.
Banning the tools doesn't stop the behavior—it moves it somewhere you can't watch. How to keep the productivity and regain visibility.
The Step-by-Step Guide to Selecting the Right Software
A proven framework for cutting through vendor noise and finding software that actually fits your operations.
Digitizing Warehouse Inventory: 400 FTE Hours Saved Annually
How a commercial roofing company eliminated a 98% inventory discrepancy through digital automation and a custom low-code app.
How an $850M Commercial Contractor Unified Service Reporting Across 13 Business Units
Building a unified dashboard to drive enterprise reporting and compare business performance across disparate systems—increasing service revenue and preventative maintenance contracts.
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