Learning

What sources does ChatGPT actually cite, and how to find out for your industry

The source list is category-specific. How to get yours, and the three ownership classes that decide what to do about each source.

· 3 sections

“What sources does ChatGPT use?” The useful version of this question is not global. The sources that carry answers about sunscreen are not the sources that carry answers about ERP software. What you need is the list for your category, in your country, with an owner attached to each source so you know what to do about it. Here is how to get there, and what the list looks like.

It is a guide to building the source list for your own category, and to knowing what to do with each row.

How to find out (and the trap in doing it casually)

For questions that search first, ChatGPT shows its sources. So the naive method is: ask a question, read the citations, done. The trap is variability. The same question asked again returns a different answer with different sources. One ask is an anecdote; the source list from one ask is an anecdote too.

The honest method: a bank of real buyer questions for the category, asked several times each across the assistants the study covers, with every cited source recorded and deduplicated. After that, you are not guessing which media outlet to pitch. You know.

The three ownership classes

Once you have the list, every source falls into one of three classes, and the class decides what to do:

  • Cannot edit. Regulators, encyclopedias, official statistics. You do not get a vote on the page. The strategy is precision and presence around it, not displacement.
  • Can rewrite. Retailer product pages, marketplace listings, distributor copy, anywhere the brand or its partners control the text. The fastest wins in the whole discipline usually live here, and they need nobody’s permission except the channel’s.
  • Earned. Press, reviews, forums, comparison sites, third-party guides. You influence these with substance and relationships, not with edits.

What the list looks like

From our invented sample, Solaria, a sunscreen brand sold in Mexican pharmacies (competitors Bloqsol and Dermalux):

SourceOwner classHow to fix it
profeco.gob.mxCannot edit (regulator)Nobody outside edits this page: be accurate, and build presence on the pages around it
pharmacy retailer pageCan rewriteThe brand or its distributor controls this text: rewrite the listing copy
dermatology reference siteEarnedNot editable directly: earned with editorial, data and relationships

Three sources, three different actions, one afternoon of decisions. That is what the list is for. In a real report, each row also carries its citation share with the denominator, so you know which sources carry weight and which are noise. What to do with each row is a different job from reading it: the retailer page to rewrite, the editorial to commission, the mentions to earn. That is the work on the sources: /trabajo-sobre-fuentes/.

The instrument for getting that list is the same run the whole section keeps pointing at: a study with a frozen prompt bank, repetitions, and every response saved and readable. It is the first thing we run: /auditoria-visibilidad-ia/.