What ChatGPT Actually Looks At Before It Recommends You

Ask ChatGPT to recommend a product. Something happens behind that answer that most sellers never see.

New research analyzed over 200,000 shopping prompts to map the process. The findings are specific, and they change how sellers should think about being chosen.

First, ChatGPT does not search once. It expands your question into multiple sub-queries, one set for the general answer, another set specifically for finding products. Call it product query fanout. Your product listing needs to match language across that whole expanded set, not just your exact product name.

Second, most product information does not come from a live crawl of your site. Only about a quarter of product cards pull data directly from the merchant in real time. The rest comes from ChatGPT’s own search index or from Google’s commercial index. That means your visibility depends heavily on how well you rank in those indexes already, not just on your own website.

Third, reviews carry real weight. Products that ranked at the top had a median review count more than double the products ranked lower. More reviews, more trust, more chance of appearing first.

Fourth, tags matter. ChatGPT assigns products informal labels, things like “best value” or “premium,” based on the data available about that product. Top-ranked products carried these tags far more often than lower-ranked ones. You do not write these tags directly. But clear, consistent product data on your pages and in your feed makes them more likely to appear.

Fifth, the offer that wins the top rank shapes the whole product card. Price, merchant name, rating, all of it gets pulled from whichever offer ranks first. Losing that top offer spot costs you the entire card, not just a line item.

None of this requires guessing. It requires checking. Are your reviews visible and current. Is your product data clean enough to earn the right tags. Do you show up when someone searches your product name directly inside ChatGPT.

Most sellers have never checked any of this. They optimize their website and assume that is enough. It is not. The shopping experience runs mostly on indexes and signals outside your site.

beket.ai checks what AI models actually say about your products and business, against your real data, and flags where the gaps are. Where it can fix things automatically, it does. Find out what ChatGPT sees before your next customer does.