Notes from inside the practice.
Plain-language writing on AI, diagnosis-first strategy, and building a referral-driven business — the same discipline behind every engagement, written down as it happens.
62% of Commercial Contractors Have Piloted AI. Only 15% Can Prove It's Working
ServiceTitan's new 2026 Commercial State of the Trades report shows AI adoption is outpacing proof of ROI. Here's why that gap is the actual opportunity.
Read post →A Plumbing Company Hit Zero Missed Calls — and Lost $346K a Month. Here's the Lesson
An AI receptionist rollout coincided with a $346K monthly revenue drop at one plumbing company. Not proof AI doesn't work — proof that how it's set up is the whole game.
Read post →74% of Calls Go Unanswered. A New Study Put a Number on What That's Costing You
A study of 130,175 calls across 45 HVAC and trades contractors found three out of four went unanswered. Here's what that actually means for your business.
Read post →Jobber Just Shipped a Native AI Agent. Here's What It Means for the Trades
Jobber's new AI agent, Teammate, is a signal — not just a feature release. Here's what it means if you're on Jobber, ServiceTitan, Housecall Pro, or nothing at all.
Read post →The Agents Who Win the Next Five Years Won't Be the Ones Who Adopted AI First.
With 92% of agents now using or planning to use AI, per RPR's 2026 survey, adoption alone stops being a competitive edge. Here's what actually will be.
Read post →Agents Are Using AI to Write Captions. They're Not Using It Where the Money Actually Is.
RPR's 2026 survey shows agents lean on AI for listing descriptions and social content, while higher-value uses lag far behind. Here's the gap.
Read post →The #1 Reason Agents Stall Out on AI Isn't the Tool. It's Not Having Anyone Show Them Where to Start.
RPR's 2026 survey found the top barriers to AI adoption are too many tool choices and not enough training — not the technology itself.
Read post →63% of Agents Don't Trust Their Own AI Output. That's a Process Problem, Not a Tech Problem.
RPR's 2026 survey found agents' top AI worries are accuracy (63%), compliance (49%), and Fair Housing risk (28%). Here's why the fix isn't a better tool.
Read post →82% of Agents Use AI Now. RPR's 2026 Survey Says That's Not the Story Anymore.
RPR's February 2026 survey found 82% of agents now use AI. The real finding isn't adoption — it's confidence. Here's what that means for your business.
Read post →Engineering an AI-Native Lead Lifecycle for a Solo Real Estate Practice
Most "AI for real estate" pitches are a chatbot bolted onto a CRM. Here's how I engineered a full lead lifecycle — generation, intake, follow-up, conversion — with no developer and no code.
Read post →Building SheltonStudioRanch.com: When "Just a Website" Got Harder
A $15,000 website quote, a harder problem than the first build, and how AI-assisted development scaled up to handle video, live lot data, and a $10M luxury listing.
Read post →What Contractors Winning With AI Do Differently — And What to Do This Week
The trade businesses actually capturing AI gains aren't building custom tech — they're using embedded tools with a clear starting point. Here's what to do next, this week.
Read post →Why Contractors Haven't Adopted AI (It's Not What You Think)
44% of trade contractors cite lack of training as their top AI barrier — not cost, not resistance. See the real reasons contractors stall, and what actually fixes it.
Read post →AI ROI for Contractors: The Payoff Early Adopters Are Already Seeing
62% of trade contractors already using AI report real efficiency gains. See the actual ROI numbers — including two HVAC companies that grew average tickets by 94% and 118%.
Read post →Where AI Is Already Working in Trade Businesses — and How Fast It's Spreading
ServiceTitan's 2026 survey shows exactly where trade contractors are using AI today — administration and marketing/sales lead the pack — and how fast it's spreading from the office into the field.
Read post →AI Adoption in the Trades 2026: Where Does Your Business Actually Stand?
ServiceTitan surveyed 1,032 trade contractors on AI adoption. Here's the honest breakdown of where the industry actually stands — and why the gap between the leaders and everyone else is already compounding.
Read post →Why Roofers, Plumbers, HVAC Techs, and Electricians Can't Afford to Ignore AI
Missed calls are quietly bleeding revenue across the trades — and the businesses answering first, with AI, are already pulling ahead. Here's what the 2026 data says.
Read post →How I Built This Website With Claude Code
I'd never opened Claude Code before this. Here's what happened when I asked Claude to help me solve the "which website builder" question — and built 95% of this site in an afternoon.
Read post →New posts land here roughly weekly — plain-language AI education, behind-the-curtain build notes, and whatever's actually working (or not) in the practice right now.