A quick note up front, so we start on the right foot.
The research I’m about to reference is not mine. I did not run these experiments. I’m not affiliated with the authors. I’m not here to “endorse” a camp, pick a side, or crown a winner. What I am going to endorse, loudly and without apology, is measurement. Replication. Real-world experiments. The kind of work that teaches us in real time, in real life, what changes when an LLM sits between customers and content. We need more tested data, and this is one of those starting points.
If you do nothing else with this article, do this: Read the paper, then run your own test. Whether your results agree or disagree, publish them. We need more receipts and fewer hot takes.
Now, the reason I’m writing this.
Over the last year, the industry has been pushed toward a neat, comforting story: GEO is just SEO. Nothing new to learn. No need to change how you work. Just keep doing the fundamentals, and everything will be fine.
I don’t buy that.
Not because SEO fundamentals stopped mattering. They still matter, and they remain necessary. But because “necessary” is not the same as “sufficient,” and because the incentives behind platform messaging do not always align with the operational realities businesses are walking into and dealing with.
The Narrative And The Incentives
If you’ve paid attention to public guidance coming from the leading search platforms lately, you’ve probably heard a version of: Don’t focus on chunking. Don’t create “bite-sized chunks.” Don’t optimize for how the machine works. Focus on good content.
That’s been echoed and amplified across industry coverage, though I want to be precise about my position here. I’m not claiming a conspiracy, and I’m not saying anyone is being intentionally misleading. I’m not doing that.
I am saying something much simpler. It’s my opinion and happens to be based on actual experience – when messaging repeats across multiple spokespeople in a tight window, it signals an internal alignment effort.
That’s not an insult nor is it a moral judgment. That’s how large organizations operate when they want the market to hear one clear message. I was part of exactly that type of environment for well over a decade in my career.
And the message itself, on its face, is not wrong. You can absolutely hurt yourself by over-optimizing for the wrong proxy. You can absolutely create brittle content by trying to game a system you do not fully understand. In many cases, “write clearly for humans” is solid baseline guidance.
The problem is what happens when that baseline guidance becomes a blanket dismissal of how the machine layer works today, even if it’s unintentional. Because we are not in a “10 blue links” world anymore.
We are in a world where answer surfaces are expanding, search journeys are compressing, and the unit of competition is shifting from “the page” to “the selected…
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