The publication

Methodology

What the numbers in these notes are, where they come from, and what they cannot tell you.

What is measured

Two different things, kept apart because they answer different questions. A mention is the brand named in an answer's text. A citation is the answer pointing at a page on that brand's domain, in the sources an engine lists or links. An answer can mention a brand without citing it, and can cite a domain it never names.

Which engines

The answer engines Cituna tracks: ChatGPT, Perplexity, Gemini, Claude, Grok, Google AI Overviews and Google AI Mode. A note says which of them it used. When a note gives one number across engines, it says how that number was combined.

How often, and on what

Every measurement comes from a set of prompts run against those engines and recorded with the date they ran. A note states its prompt set, the window it covers and the market and language it was run in, because all three change the answer. Numbers in a note are a snapshot of that window, not a running average, unless the note says otherwise.

What this cannot tell you

  • Answer engines are not deterministic. The same prompt, asked twice, can return different text and different sources, so a re-run will resemble these numbers rather than reproduce them.
  • Answers vary by account, location, language and time. A sample says what these prompts returned, not what every reader sees.
  • A prompt set is a sample. A larger one moves a number, so a note says how large its sample was and you can judge how much weight the number carries.

Sources and corrections

A note that leans on something published elsewhere lists it at the foot, with the date it was read, because a page can change after it is cited. Mistakes are fixed in the note itself and the date at the top changes when that happens; the corrections policy says how.