Here is the take I keep hearing, usually from someone who runs an SEO team: AEO is just SEO with extra steps. Add some schema, write a few FAQs, keep doing what you were doing. Same playbook, new acronym.
I disagree, and not gently.
That framing is comforting because it means nobody has to change. It is also wrong in the way that matters most: it gets the goal wrong. And when you get the goal wrong, every tactic downstream of it inherits the error.
SEO and AEO want different things
SEO optimizes to win a position in a ranked list of links. The buyer scans the list, clicks one, and lands on your site. The whole discipline is built around earning and holding that click.
AEO optimizes for something else entirely. It optimizes to be the company that gets named inside the answer itself. No list. No click required. The engine reads the question, composes a response, and either says your name or it doesn't.
Those are not two intensities of the same goal. They are two different goals. One competes for a slot on a page of options. The other competes to be the option the machine already chose.
Ask someone whether AEO is "just SEO" and then ask what they measure. If the answer is still rankings and sessions, they are doing SEO and calling it AEO. The metric gives away the goal. When the scoreboard didn't change, neither did the work.
The metric is the whole argument
SEO has one north-star number: where you rank, and how much traffic that ranking sends. Move up the page, earn more clicks. The entire feedback loop runs on position.
AEO runs on a different number: citation rate. The percentage of buyer queries where an AI engine names your company in its answer. You can rank nowhere on Google and still get cited constantly in ChatGPT. You can rank first on Google and never get named once.
I have watched this exact split in our audits. Rankings flat, organic clicks down, and a citation rate the company had never measured because it didn't know the number existed. The old dashboard looked fine while the actual buying surface moved out from under it.
When the scoreboard is different, the game is different. Two activities that report to two different numbers are not the same activity wearing two outfits.
The unit of work is different too
This is where "extra steps" really falls apart.
The unit of SEO is the page that ranks. You build a page, point links at it, and try to climb. The page is the asset, and the click is the win. More pages, more chances to rank.
The unit of AEO is the extractable claim. A definition the engine can lift clean. A direct answer in the first hundred words. A self-contained FAQ response that survives being pulled out of context and dropped into a generated paragraph. You are not writing a page that wins a click. You are writing sentences a machine can quote without you in the room.
That changes how you write at the sentence level, not just where you add markup. A page can rank beautifully and still be useless to an answer engine because nothing on it is quotable in isolation. It buries the answer in setup. It hedges. It assumes a human will read top to bottom. An engine won't. It pulls the cleanest self-contained statement it can find, and if that statement is on a competitor's page instead of yours, the competitor gets named.
So where does "just add schema" come from?
From the one place the two disciplines genuinely overlap.
The structural work that earns AI citations - direct definitions, clean formatting, real FAQ blocks, schema, a consistent entity description - also reads well to a traditional crawler. That overlap is real, and it is why I tell founders the same structural rebuild covers both surfaces at once. I have made that budget case in detail.
But notice what "schema reads well to both" actually proves. It proves the foundation is shared. It does not prove the goal is shared. A foundation being common to two buildings does not make them the same building.
The "just add schema" crowd takes the one shared input and concludes the whole job is shared. That is the error. Schema is table stakes for AEO, not the substance of it. The substance is structuring your actual claims so an engine quotes you by name, and then measuring whether it does. Schema with no quotable claim underneath is decoration.
This is not "SEO is dead, throw it out." SEO still captures the buyers who click, and your old search equity quietly feeds the trust signals engines read when they decide whom to cite. Keep the parts that double as AI-visibility infrastructure. The mistake is assuming the goal carried over unchanged. It didn't.
The research backs the gap, not the merge
If you want the academic version of this, look at GEO - Generative Engine Optimization, the research term for the same shift. The GEO benchmark (Aggarwal et al., KDD 2024) tested how on-page changes affect whether a generative engine surfaces a source, and found that adding citations and authoritative source references improved visibility in the answer by up to 40%.
Sit with that. The levers that move whether you get pulled into an answer are about the credibility and structure of your claims inside the response, not about climbing a ranked list. The researchers were measuring a different outcome than rankings because it is a different outcome. AEO and GEO are two names for that same shift, and neither of them is a rebranded ranking game.
Why the "extra steps" framing is dangerous
It is not just imprecise. It is expensive.
A founder who believes AEO is SEO-plus keeps the same team, the same content plan, and the same dashboard, and bolts on a schema generator. Nine months later the schema is live, the rankings are stable, and they still aren't getting named in the answers their buyers read. They conclude AEO doesn't work, when what actually happened is they never did it.
The window where your category is thin inside AI answers is the cheapest it will ever be to claim a slot. Spending that window doing SEO with a new label is how you hand the slot to whoever took the goal seriously.
So here is the position, stated plainly:
- The goal moved. SEO wins a ranked link. AEO wins the named recommendation. If your work still aims at the link, you are not doing AEO regardless of how much markup you ship.
- The metric moved. Stop reporting rankings as your AI-search proof. Track citation rate - the share of buyer queries where an engine names you. A different goal needs a different scoreboard.
- The unit moved. Stop optimizing pages to rank and start writing claims an engine can quote in isolation. The extractable sentence is the asset now, not the page.
Share the foundation. Keep the SEO work that doubles as visibility infrastructure. But do not let the shared foundation fool you into thinking the goal carried over. It didn't.
AEO is not SEO with extra steps. It is a different job that happens to start from some of the same ground. Treat it like the same job and you will do the easy half, skip the half that matters, and wonder why the answer never has your name in it.