ChatGPT names your brand, then the “Shop at” button sends the click to a big-box store.
A tracking firm found 56% of the new buttons pointed to big-box retailers and about 5% to the brand’s own store, while ChatGPT named the brand about as often as before.
- Big-box retailers56
- Competitor brands and specialists39
- The brand’s own store5
See the numbers
| Destination | Share of buttons |
|---|---|
| Big-box retailers | 56% |
| Competitor brands and specialist retailers | 39% |
| Brand’s own store | About 5% |
Picture this. You sell everyday socks. A shopper asks ChatGPT for the best pair under $20. ChatGPT names your brand. Under it sits a button: Shop at a national retailer. This is an illustration, not a real brand or person, but WISLR’s tracking suggests the pattern is common.
What changed on Oct 10
WISLR is an AI and SEO consultancy that sells AI visibility tracking, so it has a stake in this topic. In an article published Oct 14 and updated Oct 16, it reports that on Oct 10, 2026 ChatGPT began placing a “Shop at” button under products it recommends in shopping answers. The text varies: Shop at, View at, Buy at or Order from, each followed by one retailer.
WISLR tracked a fixed set of prompts daily. Before Oct 10, fewer than 1 in 1,000 answers carried a button. From Oct 11 to 13, between 16% and 20% of shopping answers did. Perplexity and Google AI Overviews added none over the same days. The buttons appear only on shopping and buying prompts.
Where the buttons send the shopper
Across four product brands, WISLR counted where the buttons pointed: 56% to big-box retailers such as Best Buy, Walmart, Target or Amazon, 39% to competitor brands and specialist retailers, and about 5% to the brand’s own store.
WISLR gives examples from its own test. For a durable carry-on, Travelpro linked to Nordstrom, Briggs & Riley to Macy’s and Samsonite to Walmart. None linked to the maker’s own store.
The brand is still named
Mentions did not fall. On 250 shopping prompts, ChatGPT named the brand in 40% of answers before Oct 10 and 43% after. A prompt tracker would show a healthy brand. The change happens at the button, after ChatGPT has done its reading.
Your analytics may have missed the click
WISLR also found a tracking gap. From Oct 8 to 15, every outbound link it tested in ChatGPT opened without a referrer and without a UTM tag, so analytics tools filed the visits as Direct. None of the 47 links it checked on Oct 14 carried a tag. On one store it measures, ChatGPT arrivals from Oct 9 to 13 averaged 66% below Oct 1 to 7.
The utm_source=chatgpt.com tag came back on Oct 15, and a test on Oct 16 found it on every link. The referrer is still missing. WISLR says OpenAI confirmed the missing tag was a bug, a claim it takes from Adobe’s Cedric Huesler, and notes OpenAI has not commented publicly. The authors have not proven that the buttons caused the lost product page visits.
What moves the button
WISLR found one lever. When the brand’s own product page was among the sources ChatGPT read, 34% of that brand’s buttons led to its own store. When it was not, 6% did. A stricter matching method gave 39% versus 7%.
WISLR advises putting price, stock status and Offer structured data in the HTML your server sends, so they can be read without running JavaScript. It also advises keeping your listings at big retailers accurate, since many buttons will point there regardless.
WISLR calls its button findings provisional. They cover four days, with small counts per brand. It does not know how OpenAI picks the retailer behind a button, and found no announced retailer partnership.
What to do this week
- Mark Oct 8 and Oct 15 on any chart of ChatGPT or AI referral traffic. Compare only windows after Oct 15.
- Track whether ChatGPT names you separately from the sessions it sends. Mentions holding while visits fall points to a routing change.
- Look for hidden ChatGPT visits in Direct traffic from Oct 8 to 15, especially on support and how-to pages.
- Filter on utm_source=chatgpt.com, since the referrer is still usually missing.
- Check that price and availability are in the server HTML of your product pages.
- Check your price and stock at the big retailers that carry you.
How Shopthru.ai helps
Shopthru.ai is an AI agents team for consumer brands. It asks ChatGPT, Gemini, Google AI, Perplexity and Copilot what your shoppers ask, finds where AI gets your products, prices or policies wrong, and drafts each fix into an approval inbox. It ships only on your yes, then checks again. Instagram and Amazon are next.