There is a rhythm to SEO acronyms, and once you hear it you cannot unhear it. A new behavior emerges. Someone names it. The name has exactly three letters, because four letters is a framework and two letters is a typo. A tracking metric is invented. A SaaS is launched. A conference track appears. Eighteen months later, the acronym is either forgotten or absorbed into the thing we used to call SEO, which is what was always going to happen, because all of these are SEO wearing a fresh hat.
GEO — Generative Engine Optimization — or its cousin AEO (Answer Engine Optimization), is this cycle’s hat. The pitch, stripped of its enthusiasm, is reasonable enough: large language models and AI Overviews now answer queries directly, so the job is no longer just to rank a blue link but to be the source the model draws from and cites. Reasonable. Even true. The part that warrants scrutiny is the leap from “this is a real shift” to “therefore you need an entirely new stack, and by the way the old one is obsolete.”
What GEO actually gets right
Credit where it’s due: the underlying observation is correct and worth acting on. Being cited as a source inside an AI answer is a real thing that now happens, it has real (if murky) value, and the signals that make it more likely are not identical to the signals that ranked blue links in 2018. Schema, proprietary data, brand mentions across the corpus the models trained on, and being the original publisher of a fact rather than the fortieth site to paraphrase it — these all appear to matter for whether a model reaches for you.
So if GEO just meant “also think about how you show up to a model, not just to a crawler,” it would be a useful label for a useful shift. The problem is that “useful label” doesn’t move SaaS licenses.
“Every new acronym in this industry is 20% genuine insight and 80% the sound of a checkout page loading.” — Theo Alvarez, who has watched this cycle repeat four times
The part where the old tools are “obsolete”
The most viral flavor of GEO post on the timeline goes something like this: a screenshot of a traditional rank report, a red X drawn over it, and the caption “your Ahrefs report doesn’t cover this.” It is a masterful piece of marketing, because it is both true and misleading in the specific way that makes you reach for a credit card.
It’s true that Ahrefs and Semrush were built to track blue links, and that “is my site cited inside a chatbot’s paragraph” is a different question they’re still scrambling to answer. It’s misleading because the answer to “does the old tool track the new thing” is not “throw out the old tool.” It’s “the old tool still does the old thing, which you still need, and you may want something additional for the new thing.” But “add a tab to your existing workflow” is a worse sales pitch than “everything you know is dead.”
The uncomfortable truth about “get cited, not clicked”
Here is the part the GEO evangelists move past quickly. Being cited by an AI is, at present, worth dramatically less than being clicked. A citation is a small grey link, or sometimes just a name, sitting under a paragraph most users won’t read to the end of. It drives a fraction of the traffic a blue link used to, when it drives any at all. So “optimize to be cited instead of clicked” is, at best, optimizing for a consolation prize — and at worst, a polite way of saying “accept the new floor.”
This doesn’t mean it’s wrong to do. The floor is the floor, and you might as well be on it. But the breathless framing — that citation is the new click, that the old currency is dead and the new one is here — conflates “this is now possible” with “this is now sufficient.” It is not yet sufficient. It may never be. Telling publishers to reorganize around a revenue stream that doesn’t yet exist is the kind of advice that sounds visionary right up until payroll.
What to actually do
- Keep your rank tracker. Blue links still exist. People still click them, less than before but more than zero. Knowing where you rank is not obsolete; it’s incomplete.
- Add one new signal, not five. Track whether you’re cited in AI answers for your core queries. Free or cheap ways exist. You do not need the enterprise platform on day one.
- Invest in what can’t be paraphrased. Original data, proprietary research, a recognizable brand, a tool. Models cite sources they can attribute; they paraphrase everything else into invisibility.
- Resist the rebrand panic. If a vendor’s entire pitch is that your current tools are dead, ask to see the dashboard they’re selling before you delete anything. The dashboard will look familiar. It is the same dashboard, with a new column, and a higher price.
“GEO is real. It is also SEO. The difference between the two is mostly a billing code.” — Theo Alvarez, Data Desk
The acronym will cool. The tools will consolidate. In eighteen months, “citation tracking” will be a tab inside the rank trackers that were supposedly obsolete, and the GEO SaaSes will have either pivoted to “agentic SEO” (the next acronym, already forming) or been acquired. The shift the acronym pointed at will remain. The acronym itself is a shipping container for the shift, and the container is being sold at a markup.
— Theo Alvarez runs the Data Desk and the coffee machine. He has seen four acronym cycles. He is bracing for a fifth.
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