Here's a question nobody asks until it's too late: when your ideal buyer opens ChatGPT and types "best SEO agency in Montreal," whose site does the answer name? If the answer is not you, you're losing a conversation you didn't even know you were in.
And here's the uncomfortable part. ChatGPT search doesn't work like Google. There are no positions one through ten waiting to be climbed. There's just an answer and a set of citations underneath it. You win by being the source the answer is built from, not by landing somewhere in a ranked list.
Understand what the "rankings" actually are
When ChatGPT searches, it gathers content and decides what to quote. The citations under the answer are chosen in part by the same index-level signals that power traditional search, but the choice of what to say is driven by how cleanly your content can be extracted.
That's why we see sites with mediocre rankings getting cited while heavy-hitters get skipped. The cited site stated the answer plainly. The heavyweight buried it.
Three things control whether you get extracted:
Answer in the open. The response to the question should appear near the top of your page, in a plain sentence, not behind a vague lead-in. AI engines are bad at inferring; they're very good at cutting a clean sentence and running.
Stay internally consistent. If your prices, your services, your address, or your positioning differ between your homepage, a services page, and a directory listing, the AI has to pick. It often picks wrong, or picks a competitor that doesn't contradict itself.
Make it machine-readable. Schema.org structured data — Organization, Service, FAQPage, BreadcrumbList — gives extraction a map. Without it, the AI is reading your HTML like a visitor squinting at a messy page.
The citation loop nobody notices
The single most underrated lever is consistency multiplied by repetition across the web. When the same facts about you appear on your site, your reviews, your case studies, and reputable third-party sources, an AI engine triangulates: the repeated, stable version is the trustworthy one.
This sounds like old-school brand consistency, and it is — but the payoff is different now. In the link era, consistency built ranking. In the answer era, consistency decides whether the AI writes your name into the citation, or chooses someone else's.
What to actually do this quarter
- Run your three highest-intent buyer questions through ChatGPT search right now and screenshot the citations. That's your baseline.
- For each question where you're missing, write one page that answers it in the first two sentences, in plain language, with explicit numbering.
- Fix contradictions. Grep your site for the different ways you describe your service area, your process, and your proof points, and make them say the same thing.
- Add the schema that describes your business as an entity, not just as pages.
- Re-run the same questions in sixty days and measure the citation delta.
The brands that get ahead here are the ones that started treating "ranked in ChatGPT" as "named as the source". The window is still open because most competitors are still optimizing for ten blue links that fewer and fewer people ever scroll to.
Want your own baseline? We run a citation audit across ChatGPT, Perplexity, Gemini, and AI Overviews as part of our teardown — book a free website teardown and we'll show you exactly where the AI answers are ignoring your business.