A client asked us recently: "are we even on ChatGPT?" It's the right instinct, but it's the wrong question. The better one is: when your name comes up, are you being mentioned, or are you being cited? They're not the same thing, and the gap between them is where most of the missed opportunity sits.
The difference
Mentioned means the AI says your name. Someone asks "who's a good [what you do] in [town]?" and your business gets namechecked somewhere in the answer, maybe with a line of context.
Cited means the AI points to you as the source, usually with a link back to your site. It's not just saying your name, it's treating your content as the evidence behind what it just told the user.
You can be mentioned regularly and cited almost never. An AI system can know your business exists, from reviews, directories, general web presence, and happily say your name. But when it needs to back up a specific claim, a price, a service detail, a direct comparison, it reaches for a page it can actually point to. If that page isn't structured in a way it can pull from, you get talked about, not sent traffic.
For a business, that's the difference between "AI knows we exist" and "AI is sending people to us."
Why it happens
AI assistants answer two ways: from what they already know (training data, static and often dated), and from what they can look up live (web search, current). Citations mostly come from the second kind, because live search gives the model something concrete and dated to point to.
If your site doesn't give a crawler an easy path to specific, quotable, structured facts, there's nothing for it to cite even when it wants to. Vague marketing copy, key details buried in images or scripts, no clear FAQ or structured data, none of that makes you unfindable exactly, but none of it is quotable either. The AI falls back to a general mention from what it already knows, if it knows anything at all, rather than a fresh, sourced answer pulled from your site.
What actually drives citation
The fixable part is boring, which is good news, it means it's within your control rather than dependent on reputation or luck:
- AI crawlers can reach your site. If GPTBot, ClaudeBot, or PerplexityBot are blocked in your robots.txt or at server/CDN level, you're invisible to those systems by default, not by ranking. Our AI crawler accessibility checklist covers this in a few minutes.
- Your facts are structured, not buried. Services, location, pricing bands, and hours in plain, well-organised text near the top of the relevant page, not paragraphs an AI has to interpret.
- You answer real questions directly. A genuine FAQ or guide that matches how people actually ask, not marketing copy that circles the topic.
- Structured data removes ambiguity. Schema markup tells a crawler unambiguously what a page is and who you are.
None of this guarantees a citation. But skipping all of it guarantees you won't get one.
Start with citable, not with "are we mentioned"
Being mentioned depends partly on things you don't fully control, general reputation, review volume, how much a model already knows about you. Being citable is closer to a checklist: is your site readable and structured well enough that an AI could quote it accurately if it wanted to? That part is yours to fix.
Once that's in order, the harder question is worth asking: when someone asks an AI assistant about your category, do you show up at all, mentioned or cited, and how does that compare to your competitors? See does ChatGPT recommend your business for a step-by-step way to check that yourself, and why you might not be showing up in Google's AI Overviews for the Google-specific side of the same problem.
AuditCrow's free AI visibility check tests exactly the citable-foundations part: whether AI crawlers can read your site, whether your business profiles are linked, and whether you give AI systems something structured to quote. No signup to see your results, run a free scan and find out where you actually stand before worrying about whether ChatGPT likes you.