Why Your AEO Strategy Can't Be "Set and Forget"
A few weeks ago, I rewrote a landing page to be more visible to AI tools like ChatGPT and Google AI Overviews. I followed the best guidance I could find at the time, structured the content the right way, and moved on.
Last week I went back to that same page to check it against something new I'd read. Within five minutes, I found two things I'd written with full confidence that were already out of date.
Not wrong when I wrote them. Just outdated. The guidance had moved on without me.
A Different Kind of Learning Curve
I have a background in accounting and also an attorney. Both of those fields are built on rules. Real rules, written down, with decades of precedent behind them. When I draft a contract, I'm still using principles I learned in my first year of law school. New cases and regulations come along, but the foundation underneath doesn't move. Once you build that expertise, it holds.
AEO, answer engine optimization, is nothing like that.
There's no settled body of knowledge. There's no first year course. The people writing the guidance are figuring it out in public, in real time, and what was accurate a month ago can be outdated today and different again next month.
What I Used to Expect, and What I've Landed On Instead
At first, this felt like a problem. I kept waiting to reach the point where I "knew" AEO the way I know how to read a balance sheet or structure an indemnification clause. That point hasn't come, and I've started to think reaching it was never really the goal.
What's worked better is treating AEO strategy as something to revisit on purpose, not something to set once and trust. Every few weeks, I go back through what I've already implemented and ask whether it still holds up. Sometimes it does. Sometimes I find exactly what I found last week: something that was right when I wrote it and isn't anymore.
For small business owners and operators, this matters because it changes what "doing AEO" actually looks like. It's not a project with an end date. It's a maintenance habit, more like checking your financials monthly than filing a document once and filing it away.
How I Keep Up
I keep a short rotation of sources I check regularly: Neil Patel Digital for AEO specifically, TLDR Marketing for a quick daily pulse on what's shifting across marketing more broadly, and Alex Hormozi for the bigger picture on what's working right now. None of these alone tells the whole story, but together they give me enough signal to know when something I built needs a second look.
The Takeaway
If you're a non-technical operator working on AI visibility for your business, don't expect to "finish" your AEO strategy. Build a habit of checking your existing work against current guidance every few weeks, the same way you'd review any other part of your business that depends on a fast-moving landscape. The goal isn't to get it right once. It's to stay close enough to keep adjusting.
I write about exactly this kind of thing, in real time, in The Muddy Middle, a newsletter for non-technical operators figuring out AI as they go. Subscribe here and I'll see you in your inbox.
Meghan Brenner is COO at JB Sales and founder of The Operator's Notebook.
