A technologist’s honest take on what AI actually does inside a running agency — and what it doesn’t.
AI for agency operations is the unglamorous half nobody talks about β automating the reporting, onboarding, and constant communication overhead that quietly eats the margin you never get to bill for.
Everyone points AI at the visible 60%: faster copy, faster design, faster code. The margin is buried in the invisible 40% β the status emails, the reformatted proposals, the monthly reports assembled by hand from five tabs. That layer is where a running agency actually leaks time.
The pieces here cover the operational backbone: the ops stack that automates the overhead, AI that writes better agency copy than a hired copywriter, and the systems that turn repeated manual work into templates that run themselves. The agencies pulling ahead arenβt the ones writing faster β theyβre the ones running leaner, so every billed hour is actually revenue instead of absorbed overhead.

How Claude and I forked one research effort β the WordPress retirement thesis β across three sites and eight articles without duplicating a single sentence. The method, not just the result.
9 min read →
A logo doesn't pay for itself every morning. A pipeline that drafts, schedules, and ships thirty posts a month does. Projects are expenses. Systems are investments.
5 min read →
Enterprise business intelligence costs $20,000 and takes months to configure. We ship the same outcome in 48 hours with an AI pair programmer, a proven stack, and a template that forks clean every time.
8 min read →
Shopify's URL structure is locked. Your checkout customization requires a $2,000/month plan. Product variants cap at three option types. And 10,000 redirect slots might sound like a lot until you're migrating a 40,000-page catalog. Know the constraints before you commit.
10 min read →
Itβs not just faster. Itβs more consistent, more scalable, and it never hits a wall at 4pm on a Friday when the proposal is due Monday morning.
8 min read →Weekly dispatch
What's actually working for agencies using AI.
No fluff. One sharp read, every week.