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ChatGPT shopping: how it picks products, and how brands check what it says about theirs

ChatGPT now answers “what should I buy” with products, prices and reasons, and links each one to the stores that sell it. It picks from product data, web pages and reviews, and a brand can keep most of that data right. A weekly check shows what it tells shoppers about your products.

ChatGPT shopping is ChatGPT answering “what should I buy” with products, prices and reasons, which it picks using product data, pages on the web and what the shopper asked. Answers change from one run to the next, so a brand checks what ChatGPT says about its products repeatedly, logged out and against its live store. To track what ChatGPT tells shoppers about your products, use Obsession: its AI customers ask the same shopping questions every week and keep each answer, dated, with the page it cites.

ComparedWays to check what ChatGPT tells shoppers, comparedGo straight to the comparison
On this page
  1. What ChatGPT shopping does today
  2. How ChatGPT picks products
  3. How to get your product recommended by ChatGPT
  4. How to check what ChatGPT says about your products
  5. When ChatGPT gets your product wrong
  6. How AI customers check ChatGPT every week
  7. Ways to check what ChatGPT tells shoppers, comparedCompared
  8. Start this week
  9. Questions about ChatGPT shopping

ChatGPT shopping is ChatGPT working as a shopping assistant. When a question suggests the person wants to buy, ChatGPT shows products with images, prices and review summaries. Each one links to the stores that sell it.

For an ecommerce brand, those answers decide which products a shopper sees before reaching any store, and much of what ChatGPT reads is the brand’s own product data. Adobe forecasts that traffic from AI services to US retail sites, counted as shoppers clicking a link, will rise 130% year on year over the 2026 holiday season.

What ChatGPT shopping does today

OpenAI’s merchant page says shopping is live for ChatGPT users in the US and will reach more regions over time. OpenAI’s shopping help page, last updated on 30 October 2026, and ChatGPT’s release notes give each feature and the date it arrived.

FeatureWhat a shopper getsStatus on 1 Nov 2026
Product resultsProducts with images, prices, reviews and linksLive for US users
Compare and refinePrice, reviews and features side by sideAdded 24 March 2026
Search by photoSimilar items from an uploaded imageAdded 24 March 2026
Try on and saveA try-on image from a selfie, and saved productsAdded 1 October 2026
Shopping researchA buyer’s guide after clarifying questionsIts help article redirects
Instant CheckoutPayment inside the chatOpenAI is moving away from it
AdsOne labelled ad unit under an answerFree and Go plans, in some countries
Cloud browserSteps on websites, with a check before payingPaid plans other than Go
ChatGPT’s shopping features on 1 November 2026, from OpenAI’s help pages, release notes and merchant page

ChatGPT shopping research

OpenAI launched shopping research on 24 November 2025. ChatGPT asked a few clarifying questions, read retail sites and returned a buyer’s guide after a few minutes, with links to buy. OpenAI said the results were organic and based on publicly available retail sites, read from the product pages themselves.

On 1 November 2026, OpenAI’s help article Using shopping research in ChatGPT redirects to its general shopping page, which doesn’t mention the feature. The release notes record its launch and no end date. Comparing products side by side and refining a list in conversation, which OpenAI began rolling out on 24 March 2026, now happen in an ordinary chat.

Instant Checkout, and where shoppers pay

Instant Checkout let US shoppers pay inside ChatGPT, first at US Etsy sellers from 29 September 2025, then at Shopify merchants from 20 November 2025. On 24 March 2026, OpenAI wrote that the initial version of Instant Checkout “did not offer the level of flexibility that we aspire to provide”. It let merchants use their own checkout instead. Its merchant page now says OpenAI is “moving away from a standalone Instant Checkout experience”, and that purchases are completed on merchant-owned websites or apps.

On Shopify, ChatGPT is a discovery channel. Shoppers finish on the store’s own checkout, in ChatGPT’s in-app browser or a new tab, with the store’s branding and payment methods. Shopify says selling on ChatGPT carries no fee beyond standard payment processing. Larger merchants can build a ChatGPT app for more control. For the AI channels with their own checkout, such as Google AI Mode and Gemini, Microsoft Copilot and Meta, see agentic commerce.

ChatGPT shopping ads

OpenAI began testing ads in ChatGPT in the US on 9 February 2026, then added Australia, New Zealand and Canada on 16 April and the UK on 4 June. Its ads help page says ads may appear for users on the Free and Go plans, as one labelled ad unit under a response. Plus, Pro, Business, Enterprise and Edu accounts have no ads.

OpenAI ranks ads by relevance and advertiser bids, on systems separate from the chat model, and says advertisers can’t shape or rank ChatGPT’s answers. Its shopping page says product results are “not ads, nor influenced by any OpenAI partnerships”. A brand based in the US, the UK or many other countries can buy an ad through OpenAI’s Ads Manager, and the ad sits apart from the products ChatGPT picks.

How ChatGPT picks products

OpenAI says a product appears in ChatGPT’s carousel, the row of product results, “when ChatGPT perceives it to be relevant to your intent”. Its shopping help page says ChatGPT considers:

  • The shopper’s question and context, including Memory and Custom instructions: what ChatGPT remembers about the person, and the standing instructions they’ve set.
  • Product data from merchants and other providers, such as price and description, and other content on the web.
  • What the model already knows, from the answer it writes before it reads new search results.
  • OpenAI’s safety standards and product policies.

In OpenAI’s own example, a question about dog costumes, ChatGPT may weigh the options available, price, reviews and ease of use. It ranks the merchants that sell a product on availability, price, quality and whether the merchant makes the item or is its main seller.

ChatGPT also writes some of what the shopper reads. It may simplify product titles and descriptions, add labels such as “Budget-friendly” or “Most popular”, and summarise reviews from public websites, which OpenAI doesn’t verify. Prices come from third-party providers, and the price in the first answer is usually the first merchant’s. OpenAI says a merchant’s price or shipping change can take time to reach ChatGPT.

What ChatGPT usesWhere it comes fromWhat a brand can change
Product dataShopify Catalog, merchant feeds and other providersTitles, descriptions, variants, price and stock
Pages on the webWhat OpenAI’s search crawler can readIts own pages, and the crawler’s access
ReviewsPublic websites, summarised by ChatGPTThe reviews it earns
Labels and short titlesWritten by ChatGPTThe product data behind them
Merchant orderAvailability, price, quality, maker or main sellerStock, price and selling direct
The shopper’s contextThe question, Memory and Custom instructionsNothing
AdsA separate system, under the answerAn ad, kept apart from the products
What ChatGPT uses to pick products and merchants, from OpenAI’s and Shopify’s own pages, and what a brand can change

No one can promise a recommendation, and product results can’t be bought. OpenAI’s and Shopify’s own pages describe what a brand can do.

  1. Get the catalogue in. OpenAI’s merchant page says stores on Shopify or Etsy are already integrated, with no setup or application. On Shopify that runs through Shopify Catalog, Shopify’s feed of its merchants’ products to AI channels. Other merchants apply on the same page to share a product feed: a file of every product with its price and stock, sometimes called a ChatGPT shopping feed.
  2. Know how a feed reaches ChatGPT. Feeds arrive through the Agentic Commerce Protocol (ACP), an open standard Stripe and OpenAI developed for selling between shoppers, AI agents and businesses. OpenAI opens feed access to approved partners while it builds a self-service merchant portal.
  3. On Shopify, check the store is eligible. Shopify’s ChatGPT page asks for a store that sells to US customers, wherever it is based, with products eligible for Shopify Catalog. Its terms of service, privacy policy and return and refund policy must be completed under Settings, then Policies, and the store must accept Shopify’s Supplemental Terms of Service. In the admin, the Agentic page under Sales channels shows how many products are in Shopify Catalog. A store that isn’t eligible sees an Ineligible warning with the reason, as Shopify’s Catalog page explains.
  4. Make every product’s data complete. Shopify Catalog sends each product’s title, description, options, images, price and availability. OpenAI’s feed guidance asks for concise, factual descriptions, with a price, availability and images for each size or colour where they differ. Where titles or descriptions sit in custom fields, Shopify’s Channel mapping page points the Catalog at the right ones.
  5. Keep price and stock current. Shopify Catalog updates continuously, and OpenAI recommends uploading a direct feed as a full snapshot at least once a day. In Shopify, choose whether the Catalog sends the price or the compare-at price as the list price, because AI channels can use the list price to advertise strikethrough pricing for products on sale.
  6. Let OpenAI’s search crawler read your pages. OpenAI says sites that block OAI-SearchBot, the crawler that reads pages for ChatGPT search, won’t be shown in ChatGPT search answers. A change to robots.txt, the file that tells crawlers what they may read, takes about 24 hours to apply. On Shopify, blocking crawlers affects the open web, and Shopify Catalog still sends your products.
  7. Put policies and disclosures in plain text. Keep returns, delivery and any legal disclosures on your own pages in plain words. Shopify asks for legal disclosures within the first 6,000 characters of a product description.
  8. Name the seller shoppers should see. ChatGPT weighs whether a merchant makes an item or is its main seller. OpenAI’s feed guidance asks merchants to set the seller name shoppers see in each listing.
  9. Earn reviews on public websites. ChatGPT builds its review summaries from public websites.
  10. Know what never shows. OpenAI keeps out products such as alcohol, nicotine, gambling, weapons and prescription-only medicines. Shopify leaves products sold only to business or wholesale customers out of AI channels when it can identify them.

Shopify’s advice for AI channels comes down to complete, well-structured product information and SEO best practice. OpenAI’s merchant page says richer data helps products surface with more accurate information when shoppers compare options.

How to check what ChatGPT says about your products

A brand finds out what ChatGPT tells shoppers by asking what they ask, the same way each time, and checking every answer against its live store.

  1. Write 10 to 20 questions in shoppers’ words. Include questions that don’t name your brand, such as “best linen duvet cover under £150 for hot sleepers”. Add comparisons with a competitor, and questions on price, sizes, stock, delivery and returns.
  2. Ask logged out, or in a temporary chat. OpenAI says product results take account of Memory and Custom instructions, so a team member’s own history can change the answer. Log any ad under the answer apart from the products.
  3. Ask each question at least 3 times, in new chats. SparkToro and Gumshoe.ai, which sells AI tracking tools, asked 12 brand recommendation questions 60 to 100 times each on ChatGPT and on Google’s AI. The same list of brands came back less than 1% of the time, Search Engine Journal reported on 30 January 2026.
  4. Log every answer. Record the date, the question and the run. Note whether your product was named and where it sat, then the price and claims shown, the merchant listed first and the pages it cites.
  5. Score it against your live store. Check each price, size, stock level, delivery promise and returns claim against that day’s product and policy pages. Count how often your product is named across the runs, and how many of its claims are right.
  6. Ask again every week, and within a day of a price change, a launch or a sale.
ExampleThe same shopping question asked in 3 new chats, logged out. One answer alone would show Thistlebrook first, or missing. Across 3 runs, the brand sees how often it is named and which price to fix. Thistlebrook, Oatfell and Brackenby are invented stores.

How often a store is named, and how many of the claims are right, hold steadier than any single answer. The guide to what ChatGPT says about your store sets out both scores and the full method.

When ChatGPT gets your product wrong

OpenAI’s shopping page says a merchant’s price or shipping change can take time to reach ChatGPT, and it asks shoppers to report errors. In a study of ChatGPT, Claude, Gemini and Perplexity by Product.ai, which Business Insider reported and DNYUZ republished on 25 September 2026, 85% of the 913 price answers it could verify matched the current or listed price. The wrong ones were off by a median of $300.

What ChatGPT showsWhere the fix usually starts
An old priceThe price in Shopify or your feed, then the page it cites
In stock when it isn’tInventory in Shopify or your feed
The wrong size or colourVariant data, and Shopify’s Channel mapping
A sale price you never setThe list price setting in Shopify Catalog
A wrong returns or delivery claimYour policy pages, in plain text
Another seller listed firstStock, price and your seller name
Your product missingShopify Catalog eligibility, crawler access, banned categories
Where the fix usually starts when ChatGPT shows a product wrongly, from OpenAI’s and Shopify’s own pages

Fix the source first. A price corrected in Shopify or your feed reaches ChatGPT through Shopify Catalog or your next upload. A page that isn’t yours needs its owner to change it.

Then report the answer to OpenAI from the menu on the product, which its shopping page offers for incorrect information. Ask the same questions again after each fix, and close the problem when every run is right. For what a shopper’s own AI agent meets once it reaches your store, from checkout to the returns page, see the 10 checks for an agent ready website.

How AI customers check ChatGPT every week

A check by hand covers 1 person, 1 country and 1 afternoon, and the log holds only the weeks someone remembers to run it.

An AI customer is an AI agent that becomes a real customer of a company, with its own inbox, phone number and browser, and keeps what the company sends and shows it as evidence. What AI customers are explains the term in full. Obsession makes AI customers that sign up to any company and keep every email, offer and price it sends, so you can find your revenue leaks, watch your competitors and prospect with proof.

For ChatGPT shopping, Obsession’s AI customers ask ChatGPT and the other assistants your shoppers use the same questions every Monday, each the official way and from a clean history. They keep each answer with its date and the page it cites, trace a wrong price to that page and ask again until the answer changes. The same AI customers sign up to your store, use the welcome code and leave a basket, so the price and offer a shopper meets after the answer are checked too.

The team behind Obsession has mystery shopped 1,500 ecommerce stores as a new customer since September 2026. Every AI customer says it’s an AI when it talks to a person and never gets round a CAPTCHA or a bot block, as the agents page sets out. The wider case for a brand is in AI agents for ecommerce.

Ways to check what ChatGPT tells shoppers, compared

Obsession makes AI customers, so every other option is described from its provider’s own pages as of 1 November 2026.

OptionWhat it does wellPriceWhere it stopsBest for
Doing nothingShopify Catalog or your feedProduct data reaches ChatGPT with no extra workFreeNo record of what shoppers are toldMonths with no price change or launch
By handa logged-out chat and a sheetYour own judgement on every answerFree, plus staff hoursHours grow with every question and runA first look at 10 to 20 questions
AI visibility trackersProfound, Peec AIProfound: product visibility in ChatGPT Shopping answersPeec AI: product visibility, position and win rate, product by productProfound: Enterprise, custom pricePeec AI: $95 to $495 a monthProfound: ChatGPT Shopping on Enterprise plansPeec AI: 3 assistants on each priced planA daily count across many prompts and products
ObsessionOursListings and AI answers, store leak checksAI customers ask ChatGPT every week, keep each answer, then shop your storeRunning now: Check my store freeCredit-based plans, like Claude’sOpenAI decides what ChatGPT showsWhat shoppers are told, and what your store then gives them
Ways a brand can check what ChatGPT tells shoppers about its products, from each provider’s own pages on 1 November 2026. Prices as listed, in US dollars

If your brand needs to know what ChatGPT tells shoppers about your products every week, and whether your store then gives them the same price and offer, use Obsession. Profound and Peec AI suit a daily count of how often products appear across hundreds of questions, which they call prompts. A check by hand suits a first look at 10 to 20 questions.

Start this week

  1. In your Shopify admin, open Sales channels, then Agentic. Note the number of products in Shopify Catalog, or the reason it says Ineligible.
  2. Write 10 to 20 shoppers’ questions and ask each one 3 times, logged out, in new chats.
  3. Mark every price, stock level and policy claim against your live store, and fix the source of each wrong one.
  4. Choose how often to ask again: every week, after every price change, or before a sale.

Questions about ChatGPT shopping

OpenAI launched shopping research on 24 November 2025. On 1 November 2026 its help article on the feature redirects to OpenAI’s general shopping page, which doesn’t mention it, and ChatGPT’s release notes record no end date. Side-by-side comparisons and results refined in conversation have been part of ordinary ChatGPT shopping since 24 March 2026.

No. OpenAI says product results are selected independently and aren’t influenced by its partnerships. Ads are separate. On the Free and Go plans, in the countries where OpenAI shows them, one labelled ad unit can appear under an answer. OpenAI says advertisers can’t shape ChatGPT’s answers.

OpenAI says it is moving away from a standalone Instant Checkout, and that purchases are completed on merchants’ own websites or apps. Shoppers at Shopify stores pay on the store’s own checkout, opened in ChatGPT’s in-app browser or a new tab. Some larger merchants run their own ChatGPT app.

If your store runs on Shopify or Etsy, its catalogue is already integrated. On Shopify, check Sales channels, then Agentic, for the number of products in Shopify Catalog. Other merchants apply on OpenAI’s merchant page to share a product feed, which OpenAI opens to approved partners.

The nearest is the [cloud browser in ChatGPT Work](https://help.openai.com/en/articles/20001280-using-cloud-browser-in-chatgpt), on paid plans other than Go. It can compare product availability and local stock on websites, and it asks for confirmation before a payment. OpenAI says it can’t finish every transaction. The 10 checks for an [agent ready website](/blog/agent-ready-website) set out what such agents meet on a store.

OpenAI’s pages describe no separate mode. ChatGPT shows product results when a question suggests the person wants to buy, and otherwise answers in text. Profound, a tool that tracks how brands appear in AI answers, measures how often the questions in a category bring up those product results.

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Sources

In the order the article cites them. Every link was checked on 1 Nov 2026.

  1. Adobe: U.S. Holiday Shopping Season to Hit Record $275.1 Billion Online, Rising 6.7% YoYAdobe, 28 Sep 2026
  2. Power product discovery in ChatGPTOpenAI
  3. Shopping with ChatGPT SearchOpenAI Help Center, 30 Oct 2026
  4. ChatGPT release notesOpenAI Help Center, 30 Oct 2026
  5. Introducing shopping research in ChatGPTOpenAI, 24 Nov 2025
  6. Using shopping research in ChatGPTOpenAI Help Center
  7. Powering Product Discovery in ChatGPTOpenAI, 24 Mar 2026
  8. Selling on ChatGPTShopify Help Center
  9. Ads in ChatGPTOpenAI Help Center, 28 Oct 2026
  10. Ads Manager AvailabilityOpenAI Help Center, 27 Oct 2026
  11. Agentic Commerce ProtocolOpenAI and Stripe
  12. Agentic Commerce: Get StartedOpenAI Developers
  13. Shopify Catalog and product discovery for agentic storefrontsShopify Help Center
  14. Agentic Commerce: Best practicesOpenAI Developers
  15. Overview of OpenAI CrawlersOpenAI Developers
  16. AI recommendations change with nearly every query: SparkToroSearch Engine Journal, 30 Jan 2026
  17. AI can’t take over your holiday shopping quite yet, a new study suggests (Product.ai study)Business Insider, republished by DNYUZ, 25 Sep 2026
  18. ShoppingProfound
  19. PricingPeec AI
  20. PricingProfound
  21. Using cloud browser in ChatGPTOpenAI Help Center, 28 Oct 2026

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