For buying questions, ChatGPT mostly recommends brands that its web search can find and that other trusted pages describe the same way. So three things decide whether you show up: whether OpenAI's search crawler can reach your pages, whether those pages answer the searches ChatGPT runs behind a prompt, and whether the sites ChatGPT cites already name you.

If you've asked ChatGPT for the best tool or provider in your category and it listed three competitors and not you, most of the fix is within your control, and it isn't a trick. There's no ranking dial and no paid slot inside the answer. The work is closer to SEO and digital PR than to anything new, aimed at the way ChatGPT searches.

How ChatGPT decides which brands to recommend

ChatGPT builds a recommendation from two places: what the model learned in training, and what it finds when it searches the web for that conversation. For buying questions, I think the live search matters more, because it's the part you can influence this quarter and the part that shows sources.

That makes ChatGPT one more place where GEO applies, the work of getting your brand named and cited in AI answers. The new part is how ChatGPT searches: OpenAI runs its own crawler, sends queries to search partners and splits one question into several.

How ChatGPT picks brands to recommend: the prompt, the fan-out searches, the pages it reads, the answer

Training data vs live search

The model's training data gives ChatGPT a general sense of which brands exist and what they're known for. Live search gives it current pages to read and cite. You can't edit the first, and you can only change it slowly by being written about. The second responds to what you publish and where you're mentioned.

OpenAI says ChatGPT may search the web automatically "when your question would benefit from current information", and people can also turn search on by hand. Questions about the best tool, current prices or comparisons are exactly that kind of question, so for most buying prompts you're competing in live search.