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Mentioned vs cited: can AI name your brand without linking your site?

Saad Khan, founder of Named (named.khanex.ai)

Drafted with AI help from the sources below and Named's live site, and fact-checked before it went live. Named sells AI visibility work, so read this with that in mind.

Direct answer

Yes. An AI engine can name your company in the answer and cite someone else's page for it, or cite your page and recommend a competitor. A mention and a citation are two different numbers. Chen and Koudas found 46% of ChatGPT's mentions of brands the question didn't name had no cited page naming them. Count mentions and citations separately, per engine, and repeat the questions before you call a change.

How often does an engine name a brand without citing it?

Often enough that one number can't stand in for the other. In a study of 158,099 answers, Chen and Koudas found 46% of ChatGPT's mentions of brands the question didn't name had no cited page naming them, and every page ChatGPT cited was one its own search had retrieved (arXiv:2610.15033). So a brand can show up in the answer text while the sources list points somewhere else.

What's the difference between a mention and a citation?

A mention is when the answer text names your company. A citation is a link the engine shows as a source. You can have one without the other.

Mention Citation
What it is Your name in the answer text Your URL in the sources list
What the buyer sees "Try Company X" A footnote or link card
What it tells you The engine thinks of you for that question The engine read that page while answering
Can happen without the other Yes, often from third-party pages Yes, your page can be cited while a competitor gets named

Named counts share of answer: the share of your buyers' prompts where an AI engine names you. That's a mention count. We log cited links next to it so you can see which pages the engine read.

How Named counts this

Named keeps one fixed prompt set and repeats it to check changes. The Namies draft fixes, and a person checks every change. Results vary run to run, so each answer's names and cited links go in separate columns.

What Named logs Why it's kept apart
A separate total for each engine Engines pick sources their own way, so a blended score hides who's missing you
Whether each answer names you That's share of answer, the share of buyer prompts where an engine names you
The links each reply cites Shows which pages the engine read, yours or someone else's
The companies it names instead Tells you who's taking the spot
The sample size Results vary from run to run, so we repeat each question before calling a change, and say when the sample is too small

Those are the same rules on our facts page and buyer answers page.

Who gets cited when you aren't named?

Usually other people's pages. If an engine names a competitor and cites a "best of" list for it, the list is where the name came from. Your own blog post may never enter the answer.

Outside data points the same way. In Featured's audits of Perplexity answers, a brand's own domain was 1.7% of classified citations (Farmiloe, Aug 2026). Semrush's H2 2026 index found fewer than half of the top 100 mentioned brands were also top 100 cited domains (Relevant Audience recap). That index doesn't cover Claude or Perplexity.

Which number should you track?

Both, kept apart, per engine.

If you see It usually means What to check next
Named, not cited Third-party pages carry your name Which pages the engine cited, and whether they describe you right
Cited, not named The engine read your page but recommended someone else Whether your page answers the buyer question in plain words
Neither You aren't in the pages the engine reads for that question The cited pages for that question, starting with ones several engines share
Both You're in the answer and in the sources Run it again. One good run can be noise

A blended "AI visibility score" hides all of this. Two engines can disagree completely on the same question. See why engines name different brands.

FAQ

Does llms.txt get me cited?

Not on its own. Google says its Search ignores llms.txt (Google AI optimization guide). We ship one anyway, but we don't count on it.

Can you guarantee my brand gets named?

No. Nobody can. Answers change from run to run. What you can do is keep one fixed question set and repeat it before calling a change.

Which engines does this apply to?

Every AI engine you care about, starting with ChatGPT, Claude, Gemini, Perplexity, Grok and Muse. They each pick sources their own way, so count each one on its own.

How do I check my own split?

Ask the questions your buyers ask, save the full answer and the cited links, and count names and citations in separate columns. Or start with the free check at named.khanex.ai/check/.

Sources