There is a fight happening in the search world right now and it is mostly about vocabulary. One camp says generative engine optimization is a real discipline. The other says it is a rebrand invented by people selling software. Then Google stepped in and sided with the second camp.
What Google actually said
In 2026 Google published documentation on optimizing for generative AI features, and the position was blunt: this is still SEO, because AI Overviews and AI Mode are rooted in the same core ranking and quality systems as regular Search (Google Search Central, 2026). No secret second index. No separate submission process. The stuff that made you eligible before is the stuff that makes you eligible now.
That settled the argument for a lot of people. It should not have.
Why the technically correct answer is not the useful one
Saying AI search is just SEO is like saying a screenplay is just writing. True, and it tells you nothing about how to write one.
Here is the part that matters. Traditional search optimizes at the page level. You want the whole page to be the best result for a query, so you write comprehensively, you cover the topic, you earn links, and you win the click. Generative systems work at the fact level. They pull a claim, a definition, a number, a step, and they put it inside an answer next to claims from four other sites.
So a page can be genuinely excellent, rank first, and never get quoted. Not because it is bad. Because nothing in it survives being removed from it.
The test that changed how we write
Take any paragraph on your most important service page. Copy it. Paste it somewhere with no heading above it and no sentence before it. Read it cold.
Does it still say something specific and complete? Or does it start with "This means that" and refer to a point you made two paragraphs earlier?
Most marketing copy fails this badly. It is written as a flow, which is good writing for a human reading top to bottom, and useless to a system looking for a self-contained statement it can attribute to you. You do not have to abandon flow. You have to make sure the load-bearing sentences can stand alone.
What we actually changed
Nothing exotic. Mostly discipline.
- Definitions live in one sentence, near the top, stated plainly, with the subject named instead of implied.
- Numbers carry their source and their date in the same sentence, not in a footnote.
- Every H2 is a question or a claim, not a clever fragment. "Our approach" tells a model nothing.
- Comparisons get a real structure instead of a paragraph of hedging.
- We name entities the way people say them out loud, including our own company name, in body copy and not only in the logo.
That last one sounds dumb and it is one of the biggest gaps we find. Plenty of sites never state what they do in a sentence that contains their own name.
The part that is genuinely different
There is one place the "it's just SEO" crowd is straightforwardly wrong, and it is not on the page at all. AI systems build a picture of your brand from everywhere, not just your domain. Directories, forums, review sites, industry roundups, podcast show notes, the places you get mentioned without a link.
In classic SEO an unlinked mention was a nice-to-have. In this environment it is a source. That changes where you spend the effort, and it means you can do everything right on your own site and still lose to a competitor who shows up in more third-party rooms than you do.
You can control your site. You cannot control the twelve other places a model checks before it decides who you are.
So what do you call it
Honestly, call it whatever keeps your team moving. We have watched entire quarters get eaten by the naming argument while nobody changed a single page.
The practical version is simple. Keep doing the SEO fundamentals, because they are what makes you eligible. Then add the layer that decides whether you get quoted: clear, self-contained, sourced, well-structured statements, and a presence in the places that talk about your category. One is the ticket in. The other is the reason you get picked.
The vocabulary will settle on its own. The work is the same either way.