SEO Pipeline · Produce and measure
Your customers no longer search only on Google. They ask their questions to ChatGPT, Gemini or Perplexity, and read the answer without clicking anywhere. GEO (generative engine optimization) and AEO (answer engine optimization) aim at one thing: making your business the source those answers cite. That’s what’s at stake beyond clicks, and what traditional reports don’t show.
For twenty years, SEO followed a simple logic: appear at the top of the results, get the click, convince on your page. That logic hasn’t disappeared, but it no longer tells the whole story.
Google now shows AI-generated answers above the results. For many questions, people get what they were looking for without leaving the search page. And a growing share of searches happens directly in conversational assistants, which answer in a few paragraphs and sometimes cite their sources, sometimes not.
For a business, the consequence is twofold. Part of its visibility no longer produces a click, and so leaves no trace in the usual reports. And what the assistant says about your market, the possible solutions and the companies worth considering shapes the decision before the customer even reaches you.
AI engines don’t cite at random. They draw on pages that make their job easier:
That’s exactly what the pipeline produces, by design. It starts from customers’ real questions, kept word for word. It writes direct answers. And it refuses to claim anything without a source. GEO isn’t a layer you add afterward: it’s the result of content built on real demand and verified facts.
A fictional example makes the idea concrete. A dental clinic publishes a page that answers, in its first sentence, “how long does teeth whitening last?”, with the usual duration, the factors that change it and what the clinic actually offers. When someone asks an assistant that question, this page has everything it needs to be picked up: a real question, a clear answer, facts the clinic stands behind.
Generic content, on the other hand, is poorly positioned. An article that repeats what everyone says, with no facts of its own and no clear answer, brings nothing an assistant doesn’t already know. It has no reason to be cited.
The first step, before optimizing anything, is knowing where you stand. What does an AI assistant answer when a customer in your market asks for advice? Which companies does it name? Which sources does it cite? And do you appear?
To find out, the pipeline has a tool that queries several assistants, including ChatGPT, Gemini, Claude and Perplexity. It records who they recommend, which sources they cite and why. Answers vary from one assistant to another, and sometimes from one day to the next: that’s precisely why you need to ask all of them, regularly, rather than rely on one try in ChatGPT one evening.
That picture tells you what to do. If a competitor is cited, you can look for why: often, a page that clearly answers a frequent question. If an assistant repeats outdated information about your business, it’s probably the only information it can find. Either way, you know what to write.
As with every change in search, miracle recipes are multiplying. A few mistakes come up often:
Since 2023, I’ve been teaching at the Institut des communications graphiques et de l’imprimabilité, in Quebec, including courses on AI, SEO and GEO (taught in French). Two of them relate directly to this topic: Présence web stratégique : créer, diffuser et mesurer (strategic web presence: create, distribute and measure), and Publicités et optimisation sur le moteur de recherche Google (advertising and optimization on Google search).
What I show there is the same principle as in the pipeline: start from real questions, answer frankly, and prove what you claim. Techniques change quickly; that principle holds from one engine to the next.
GEO doesn’t replace SEO; it extends it. The pages that succeed in AI engines are, most often, the ones that already succeed with human readers: clear, direct, useful. Three moves get you started:
And since part of these results doesn’t show up in clicks, you also need to measure what traditional reports don’t see, by regularly tracking what assistants say about your market.
Being cited by AI is the outcome of a method that starts by listening to the market. To see how all the steps fit together, discover the AI SEO pipeline.