AI visibility
Brand mentions and citations are different metrics
A brand can be named without being linked, and linked without being named. Treating mentions and citations as one number hides the most useful findings.
3 min read
When people talk about “showing up in AI answers”, they usually mean one of two things. Either the answer names the brand, or it links to the brand's website as a source. These are different events, they happen for different reasons, and they should be counted separately.
Definitions
- A mention is when the answer text names the brand, under its main name or a known alias.
- A citation is a source link attached to the answer. Engines show these as footnotes, cards or a list of links.
- An owned citation is a citation that points to a domain the client owns.
A recommendation is a stronger form of mention, where the answer suggests the brand for what was asked. It's worth tracking alongside mentions, but it's still about the text, not the links.
The four combinations
Looking at mentions and citations together for each answer gives four outcomes, and each one suggests something different.
| Owned page cited | Owned page not cited | |
|---|---|---|
| Brand mentioned | Strongest result. The answer names the client and points to its site. | The engine knows the brand but relies on other sources, such as directories, reviews or press, to describe it. |
| Brand not mentioned | The client's content is used as evidence, but the brand isn't credited in the text. | Absent. Look at which brands and sources the answer used instead. |
How to count them
- Count per answer. An answer either mentions the brand or it doesn't. Naming the brand three times in one answer is still one mention.
- Normalize names. Decide in advance which aliases, product names and spellings count as the brand, and which similar names don't.
- Keep the denominator visible. Report mention rate as mentions divided by answers collected, and show both numbers.
- Distinguish citation coverage from citation share. Coverage is the share of answers with at least one owned citation. Share is the client's portion of all citation links. They can move in opposite directions.
- Classify the other sources. Grouping cited domains into competitor, directory, review, news and so on shows where the client's gaps are.
Common mistakes
- Counting a citation as a mention. A link to the client's site in the footnotes doesn't mean the answer told the reader about the client.
- Counting a mention on another site as an owned citation. A review page that names the client is a third-party citation, even if it's positive.
- Ignoring answers that failed or weren't shown. If an engine returned an error, or Google showed no AI answer, leave it out of the rate rather than counting it as “not mentioned”.
- Over-reading small samples. A swing from 2 of 6 answers to 4 of 6 is a weak signal. Collect more before drawing conclusions.
Reporting both to clients
Put mention rate and citation coverage next to each other, for the client and for competitors, with the number of answers behind each. Then link to a few real answers that illustrate the pattern. Clients understand the difference quickly when they can read the answer and see which sources it used.