Why mention and citation come apart
ChatGPT composes answers from pages it retrieves at ask time, and it links the pages that supplied the substance. A brand can be named because third-party pages describe it, while its own site contributed nothing to the answer, usually because the site said nothing liftable about the question.
That is the standard failure we see in audits: the brand's presence in the answer is entirely secondhand. The engines know of you from directories and roundups, quote those, and cite those. Your site is a bystander at your own mention.
What earns the link
Citation follows contribution. The cited page is the one that stated the price, the timeline, the comparison, the number, the thing the answer actually used. So the work is publishing pages that are the best available source for a specific question, not pages that describe your brand in general.
Concretely: one page per buying question, opening with a direct answer in the first sentences, carrying specifics nobody else publishes, and structured so the key claim survives being lifted out of context. If your page's best sentence would look wrong quoted alone, rewrite it.
Read the citations before writing anything
Run your ten most important buyer questions through ChatGPT with search enabled and record every cited domain. That list is your category's electorate. Some of it will be claimable, directories and review sites where you can be accurately listed. Some of it is editorial, where the play is being worth writing about. And some of it should be you, once the right pages exist.
We do this by API so the answers and citation annotations are captured with dates, but the manual version in a browser is better than nothing. What matters is doing it before content planning, because the citation list usually contradicts the keyword list.
The order of operations
First make the site retrievable: server-rendered pages, clean titles, no blocked crawlers. Then publish the question-shaped pages. Then close the third-party gaps the citation reading exposed. Then re-run the same questions monthly and track two numbers separately: answers that name you, and answers that link you.
Expect the mention number to move first and the citation number to follow. When the citation number moves, the traffic follows it, because that is the moment the buying journey starts on your page instead of someone else's.