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Prepare your products for discovery in ChatGPT: catalog quality, current merchant setup, the path to your store and what to measure.
The short answer
Selling through ChatGPT starts with accurate product discovery. OpenAI’s current merchant guidance prioritises purchases completed on merchant-owned websites or apps, and is moving away from a standalone Instant Checkout experience. Prepare clear product data, confirm your platform’s current route, and test the journey to your store.
Key takeaways
Help shoppers understand the product before they reach your store, then make the buying experience match what they saw. Product details, the correct variant, current availability and clear delivery terms all belong in that journey.
Choose one category to start. Check the supported merchant route, audit the catalog and follow the product links on a phone. Fix the reproducible problems before expanding the project.
Start with discovery, then help the shopper finish the purchase. OpenAI’s merchant guidance now prioritizes product discovery and checkout on the merchant’s own website or app, moving away from standalone Instant Checkout.
Make the product easy to understand before the click, and make the landing page fulfil the promise after it. Product data, useful buying advice and a working mobile store all matter. Treat visibility as something to measure, not something an integration guarantees.
Walk the journey with one real buying question. A shopper describes a need, compares products, follows a link and checks the details on your store.
Test on a phone. A good recommendation is wasted if the link opens a generic collection or a sold-out size.
Audit a small, commercially useful category. Compare each page with the data exported by your platform. Check stable IDs, literal titles, size, colour, material, pack count, price, currency, availability and images. Include identifiers such as GTIN where they exist; never invent them.
Record mismatches with an owner and a fix date. Change a test product’s price or availability and observe the update through your systems. Build a repeatable process.
The product feed guide gives your catalog team a deeper checklist.
OpenAI says Shopify and Etsy catalogs are already integrated; other merchants can apply to share a feed. Its current merchant page lists shopping availability in the US. Check the current guidance before committing to an integration.
On Shopify, review product eligibility and channel settings, then inspect what is shared. On a custom stack, name the owner of feed validation, updates and error handling before writing an integration brief.
Do not commission a checkout endpoint simply because an older article says it is mandatory. Start with your platform’s current requirements.
Your store still has work to do. Put sizing, compatibility, delivery costs and return conditions where buyers can find them. Preserve the chosen variant and remove broken links, intrusive overlays and unnecessary steps.
Measure identifiable referrals, purchases and contribution margin. Record attribution gaps. A shopper can research in an assistant and return through another channel.
OpenAI currently states that purchases starting in ChatGPT carry no OpenAI fee. Your usual platform, payment and fulfilment costs still belong in your business case.
Give paid campaigns and product data separate briefs. A campaign needs an audience, an offer, a creative hypothesis and a budget. Catalog work needs accurate fields, accessible pages and reliable updates. One does not prove the other is working.
Before buying a new placement, confirm availability and terms with the provider. Use a small test with an explicit success measure. Compare outcomes against the same commercial objective while keeping the acquisition routes visible in reporting.
QuickAds connects creative research, strategy, production and campaign learning. Bring priority products, customer questions and current creative. We can turn useful questions into briefs, product demonstrations and creator-led explanations, then use campaign results to decide what to test next.
Agree catalog and implementation scope up front. Your commerce owner should own product facts; creative should show the product accurately and answer a purchase question. Neither an ad nor a video guarantees an AI recommendation.
Use the 90-day How to win plan to connect those workstreams, or start with an ad account audit.
OpenAI is moving away from standalone Instant Checkout. Its current merchant guidance puts discovery in ChatGPT and purchase completion on merchant-owned websites or apps. Plan against the current requirements for your platform.
Start with accurate product pages and catalog data, then confirm your platform’s supported feed route. Test variant links, current prices and availability, delivery information and the mobile purchase journey. Do not assume you need a custom checkout endpoint.
With checkout on your website or app, you continue to manage the buying experience. Measure the referrals and orders you can identify, and respect the customer’s marketing choices. Research before the site visit may remain hard to attribute.
No. Treat catalog distribution and paid placements as separate workstreams with separate budgets and measures. A feed helps communicate product facts; it does not buy a guaranteed recommendation.
Use your own economics. Choose a category with enough margin to support the work, define a modest test and track purchases, returns and contribution margin. Product price alone is not a sensible reason to accept or reject a channel.