By Pratik Poddar, developer of Botfound · Updated 11 November 2026
On 10 November 2026 OpenAI launched Businesses in ChatGPT (beta). In Business Hub you can claim your business and, once verified, update its details and add product feeds with pricing and availability. Shopify merchants can connect their store from Business Hub or the Shopify admin, and eligible Shopify products already reach ChatGPT through Shopify Catalog. Claiming doesn't guarantee placement, so the part you control is the product data itself: categories, attributes, descriptions, variants, barcodes, prices, stock, images and policies.
Botfound is an independent Shopify app. It isn't affiliated with or endorsed by OpenAI. Facts about Business Hub below come from OpenAI's launch post and Businesses in ChatGPT page, checked 11 November 2026. The feature is in beta, so check those pages for changes.
OpenAI describes it as a way for businesses to "claim their business, manage their information, and see insights on how people engage with them on ChatGPT." It has three parts:
OpenAI's page lists three steps for Shopify stores:
Who can claim: eligible businesses in places where ChatGPT is offered. Eligibility "depends on factors including industry, location, and our verification and integrity checks," you must own the business or be authorised to represent it, and claiming is "initially available to eligible businesses with a website." A claimed profile gets a blue check. Existing OpenAI Enterprise customers and advertisers can claim through their OpenAI representative. Shopify isn't required: you can claim without a store.
For a Shopify store, what ChatGPT knows about your products is mostly your product data. It flows in through Shopify Catalog, and the Business Hub connection shares the same details, prices and availability. OpenAI is explicit that "ChatGPT continues to make independent recommendations and comparisons" and that "claiming does not guarantee higher placement or sales." So the claim gets you a verified profile and a dashboard. Whether a product matches a shopper's question still comes down to how complete and specific its data is. Your product feed now plays the part SEO used to.
OpenAI says Business Hub shows "the number of mentions and website clicks a business receives," plus discovery topics, "common themes across conversations where their website is cited." Its dashboard screenshot also shows profile views.
What's left out: "We don't share users' conversations or Business Agent chats with businesses." Insights are aggregated and appear only once there are "enough conversations or interactions to meet certain thresholds." So you won't see the prompts shoppers typed, the answer they got, or which other stores were recommended next to you. A small store may see no numbers at first.
Because the prompts are hidden, the practical move is to run likely shopper questions yourself and look at what comes back. Write 10 to 20 queries the way people ask ("waterproof hiking boots women under $150"), list the products you'd expect, and check each miss against the checklist above. Our guide on testing what AI shopping agents find has the full routine. Asking ChatGPT directly is a useful check too, but answers change from run to run, so treat one answer as a hint.
Botfound (we make it) does the catalog part for a whole store. Its Readiness Score checks every product for the gaps above (category, attributes, description, alt text, barcodes, stock and more) and ranks which ones matter most. Its bulk fixer then sets categories, category attributes, product types and alt text across many products, with a preview first and one-click undo. Its Agent Search Tester runs your shopper queries against your store's own agent search endpoint and shows which products come back, so you can check fixes without waiting on dashboard numbers. It can't show you ChatGPT's private prompts or rankings. Nothing can, and no tool can guarantee a placement.
Usually not to start. OpenAI says eligible Shopify products are already in ChatGPT through Shopify Catalog, and connecting your store shares current product details, pricing and availability automatically. Feed uploads are there for retailers who want to send product data directly.
No. OpenAI says claiming does not guarantee higher placement or sales and that ChatGPT continues to make independent recommendations. Claiming gives you a verified profile, editable details and insights.
No. Business Hub shows aggregated mentions, website clicks and discovery topics, and only above certain thresholds. OpenAI doesn't share users' conversations or Business Agent chats with businesses.
Not yet. OpenAI says Business Agents are currently available to eligible ecommerce and online service businesses in the US. Claiming a business is open to eligible businesses wherever ChatGPT is offered.
Want to see where your store stands first? The free Botfound check scores your 50 newest public products and your discovery files in about 10 seconds, with no install and no sign-up. Botfound is on the Shopify App Store: free for your first 100 products; Pro is US$19/month with a 7-day free trial.
Botfound by Tinkerer (Pratik Poddar) · 76, Vrindavan Vihar, Ajmer Road, Jaipur, Rajasthan 302019, India · pratik.phodu@gmail.com
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