The Category Naming Problem: Why AI SEO Is Confusing the Buyers It Should Be Serving

The term AI SEO is doing something unexpected in the market right now. It is not generating the level of interest the category moment would suggest. And the more time I spend talking to actual business owners, the more I think I understand why.

The problem is not the service. The problem is what the name implies.

What Business Owners Hear When They Hear AI

When a business owner hears AI SEO, many map the AI to full automation. A system handling their marketing without them having to think about it. That is an understandable read. AI has been sold to small businesses as a time-saver, a set-it-and-forget-it solution, and a way to remove the human effort from marketing tasks. So the association makes sense.

The problem is what that association does to the buying decision. It produces two outcomes, and both are bad for the category.

The first outcome is dismissal. Some business owners hear automation and pause. They have enough experience to know that marketing with no human judgment involved tends to produce results with no human quality. They step back from the conversation before it starts.

The second outcome is the more damaging one. The business owner does sign up, but for the wrong product. They find an automated tool that markets itself as AI SEO, because it technically uses AI to generate content at scale. There is often an initial bump. Traffic ticks up. The dashboard looks good for a month or two. Then it levels off. Then it drops, sometimes below where they started, as Google and AI systems become better at recognizing and discounting mass-produced AI content. The business owner concludes that AI SEO does not work, and they tell other business owners exactly that.

Neither outcome serves the buyer. And neither serves the practitioners building real work in this space.

This is not a theoretical concern. Google's own John Mueller put it plainly in a recent Search Off The Record episode when discussing how AI tools handle SEO. He compared telling an AI system to “add some SEO” to telling a developer the same thing. The response, he said, is effectively: what do you mean? Sprinkle some meta tags? Add some structured data? Vague instructions produce vague results, whether the tool is a human or an AI system. The technology does not supply the strategy. Someone still has to know what to ask for.

The Reframe That Actually Lands

Here is what I have found works in conversation when this misconception surfaces.

The AI in AI SEO does not refer to who is doing the marketing. It refers to where your customers are searching.

ChatGPT is the AI. Perplexity is the AI. Google AI Overviews is the AI. These are the systems buyers are typing questions into right now, and the answers they get back are shaping purchase decisions before a single website visit occurs. The work is making sure those systems surface your client when the right buyer asks the right question.

That reframe changes the conversation. Suddenly the service is not about replacing human judgment with a robot. It is about showing up in a new class of search behavior that most businesses have not started thinking about yet.

The Awareness Gap Is Deeper Than the Naming Problem

Here is where it gets more complicated for practitioners.

Business owners do not just misunderstand the term AI SEO. In many cases, they are not familiar with the destinations themselves.

ChatGPT is the one they know. It is the name that broke through. When I am in conversations with business owners trying to understand why they are not showing up in AI search, the questions center on ChatGPT specifically. That is the named reference point they have. It is the only one that has achieved genuine mainstream awareness among non-technical buyers.

Google AI Overviews is a different story. I have spoken with quite a few small business owners: the plumber, the nail salon owner, the local contractor. Many have no idea what a Google AI Overview is, even if they have seen one sitting at the top of a search result. For marketing teams at larger organizations, this is not new territory. But for the independent business owner managing their own marketing between jobs and appointments, the term has not landed yet. The feature is real. It is already influencing search behavior at scale. But for that small business audience, it is still practitioner language.

Perplexity has even lower awareness in this audience.

This matters because it changes what the sale actually requires. You are not just correcting a misconception about the category name. You are introducing the destination itself. You are explaining what Google AI Overviews is, why it matters, and why showing up in it is worth investing in, before you even get to the conversation about the work.

That is a significant lift. And most practitioners building in this space are not accounting for it in their positioning or their content.

What This Means Strategically

For agencies and practitioners building in the AI search space, the search behavior pattern is clear. Business owners are searching around ChatGPT. That is the entry point. Content targeting this audience should lead with ChatGPT as the named reference because that is the term that will match what they are actually typing.

The more important strategic move is publishing educational content about Google AI Overviews now, in plain language, aimed at business owners who have never heard the term. The awareness is coming. The category is not going to stay invisible to mainstream buyers. When business owners do start searching to understand what Google AI Overviews is and why their competitors are showing up in it, the content that is already aged, indexed, and authoritative will have a significant advantage over content published in response to that demand.

The Deeper Pattern

What I keep coming back to is that the naming problem and the awareness gap are both symptoms of the same underlying reality. We are in a category that is moving faster than the language used to describe it, and significantly faster than buyer awareness is developing.

That is not a problem to be frustrated by. It is a positioning opportunity for the practitioners who recognize it early enough to do something about it.

The business owner who eventually understands what AI Overviews is, why it matters, and who helped them understand it. That is a durable relationship built on genuine education. Not a transaction.

That is where the real work is right now. Not in arguing about terminology among practitioners, but in closing the gap between where the category is and where buyer awareness actually lives.