Don't Think About GEO Until Your SEO Foundation Works

Somewhere right now, a marketer is checking their "Share of Model" score. They've read that ChatGPT and Perplexity are the new search engines, that Google's ten blue links are dying, and that the smart move is to get cited inside an AI-generated answer instead of ranking for a click. So they add FAQ schema. They rewrite a paragraph to sound more "citation-friendly." They watch a dashboard, waiting for their brand name to show up in someone else's conversation with a chatbot.

Meanwhile, their robots.txt file is quietly blocking every AI crawler that might have read the page in the first place.

That's not a hypothetical. It's one of the most common technical mistakes site owners are making right now — often without knowing it, because some hosting and CDN providers changed their default crawler settings to block AI bots automatically. You can optimize a page for AI citation all day long. If the AI can't reach the page, none of it matters.

Which raises the question this article is really about: is GEO actually a new discipline marketers need to rush toward, or does it just expose problems that were already there?

1. What Is GEO, Actually?

GEO - Generative Engine Optimization - is the practice of getting your content cited, summarized, or recommended inside AI-generated answers from tools like ChatGPT, Perplexity, Gemini, and Google's AI Overviews. Traditional SEO competes for a position on a search engine result page.

But here's the question worth sitting with before you act on that instinct.

2. Does GEO Replace SEO?

Every credible source on this seems to agree: no. Not even close. GEO is usually described as building on top of SEO, not instead of it - because AI systems still rely on the same underlying signals search engines have used for years: can the content be crawled, is it structured clearly, does it demonstrate real expertise, and can its claims be trusted or verified by a third party.

In other words, GEO didn't invent a new foundation. It just made the old foundation matter for a new audience - an AI system deciding what to cite, instead of a search algorithm deciding what to rank.

3. Can I Just Fix This With an FAQ Block and Some Schema?

This is the assumption worth challenging directly, because it's the one driving most of the panic: if GEO is a new game, I need new tactics, fast.

Adding schema markup, restructuring a page into question-and-answer format, writing punchier answer blocks - these are legitimate GEO tactics. But they sit on top of a foundation, not in place of one. A thin, generic page doesn't become an authoritative source because someone bolted an FAQ section onto it. Schema helps a machine understand your content faster. It doesn't manufacture credibility your content never had.

Here's what this looks like in practice. Say you run a small bakery site with twelve pages, and every single one has the same title tag: "Home | Amaya's Bakery." Someone asks an AI assistant, "does Amaya's Bakery sell gluten-free cupcakes?" The AI can't tell from your title tags which page - if any - actually answers that. All twelve pages look identical to it. So it either guesses wrong, skips your site entirely, or pulls the answer from a competitor whose pages are labeled clearly: "Gluten-Free Cupcakes”

That's the whole mechanism. A messy title tag doesn't just confuse Google's ranking algorithm - it confuses anything trying to figure out what your page is actually about, AI included. Fix the labels, and both problems get easier at the same time.

4. How Do I Know If My Foundation Is Actually the Problem?

A few honest, unglamorous questions tend to surface this fast:

• Can AI crawlers actually access your site, or is something in your robots.txt or CDN configuration quietly blocking them?
• Does your content answer a real question clearly, or does it dance around the topic before getting to the point?
• Would a stranger reading only this page trust it enough to repeat its claims? Or does it lean on vague authority ("experts agree...") without backing it up?
• Are your title tags and meta descriptions accurate and distinct, or copy-pasted templates repeated across dozens of pages?

If the honest answer to more than one of these is "not really," that's not a GEO problem yet. It's an SEO problem wearing a GEO costume.

5. So Should I Ignore GEO Completely?

Not necessarily - and this is where it's worth resisting the urge to swing too hard the other way. Some parts of GEO genuinely are new territory: structuring content into extractable, self-contained answer blocks; thinking in terms of "Share of Model" rather than click-through rate; measuring brand mentions in AI conversations instead of organic sessions. Treating GEO as nothing new would be its own kind of overcorrection.

The more honest position is probably: fix the foundation first, then layer GEO-specific tactics on top of something solid - rather than trying to skip the first step because it feels less exciting than "optimizing for AI."

We don't have a controlled experiment on this yet — comparing GEO performance on a fixed-foundation site versus a broken one is exactly the kind of test Michelle Labs would want to run before making a stronger claim than "the evidence so far points this way." Until then, this is a reasoned argument from what's publicly known, not a proven result.

6. A Better Question to End On

Maybe the right question isn't "how do I get an AI to cite me?" It might be simpler, and less comfortable: have you actually checked whether an AI can read your site at all?

Michelle Labs turns digital marketing questions into evidence. Have a foundation issue you'd want tested rather than assumed? That's exactly the kind of question we'd want to turn into an experiment.