ChatGPT now has a Business Hub: what it means for UK businesses

Business Hub is OpenAI’s place to claim and manage a business in ChatGPT. Once a claim is approved and the extra identity checks OpenAI requires are complete, a business can update key details and, if it sells products, add a self-service product feed with pricing and availability. Shopify merchants can connect a store from Business Hub or the Shopify admin to streamline verification, and OpenAI says eligible Shopify products are already integrated into ChatGPT through Shopify Catalog. Existing OpenAI Enterprise customers and advertisers can work with their OpenAI representative to claim. This is not the same product as ChatGPT Business, the paid team workspace.

The launch announcement says any eligible business in a place where ChatGPT is available can claim through Business Hub. The help article is more specific: you can claim if you own the business or are authorised to represent it, and you do not need an ads account or a ChatGPT Enterprise agreement. Eligibility still depends on location, business type, and whether verification is supported.

For local stores and restaurants, OpenAI currently allows a claim only against an existing US listing. Many UK local businesses — a Brighton salon, for example — may not be able to claim yet. Online and ecommerce businesses may be able to, where ChatGPT is available and verification is supported. If you cannot find your business, OpenAI says an eligible online business may see an option to add it.

OpenAI’s setup help article is the place to follow the current steps, because the flow can change. You sign in to ChatGPT, open Business Hub, and search for the business by name.

Search Engine Roundtable’s walkthrough, on 10 November 2026, describes verification by a text or phone call to the main business number, or through DNS verification (a check on your website’s domain name). OpenAI’s help article also lists a business email or a Shopify store as methods that can apply, depending on the business. A separate identity check is required before you can publish changes, view insights, connect a product feed, or create an agent if you are eligible.

If you are eligible, claim early rather than leaving the listing unclaimed — Schwartz raised a concern that businesses could be hijacked — and make sure the main phone number on your website and other listings is one you answer, because a verification text or call can go to that number.

Approved, verified businesses can see insights in Business Hub. OpenAI says these cover aggregated activity over the past 28 days: mentions, website clicks, and discovery topics — common themes in ChatGPT answers that mentioned or cited the business. Search Engine Roundtable additionally reports that insights include profile views.

The limits matter as much as the numbers. Insights appear only above certain thresholds. A blank metric can mean the threshold has not been met, data is still being collected, or reporting is unavailable — not necessarily that nothing happened. Schwartz wrote that he did not see any data immediately after claiming (he verified via DNS), which fits that caveat. Businesses do not receive individual prompts or consumer conversations, including chats with a Business Agent. Discovery topics are grouped themes, not individual questions, and do not directly measure customer intent.

For an online business, OpenAI counts a mention when ChatGPT references the website — the brand name alone does not count. For a local business, a mention counts when ChatGPT shows a result for that location, even if the person does not open the listing or visit the site.

The dashboard can show the “what” — how often you were mentioned or clicked, and in what broad themes — not the “why”. It does not include competitor benchmarks or the prompts that led to a mention. Juozas Kaziukėnas spotted the analytics feature in testing and wrote about it around 6 November 2026, making the same distinction: first-party counts, without the prompts or comparisons that would explain a rise or fall.

Growth Memo has now published a first-hand look at the dashboard. This is a plain-English paraphrase of those observations, not a copy, and it should be read alongside OpenAI’s own help. The product is in beta and can change. The UK limits already set out still apply: many local businesses here may not be able to claim yet, and Business Agents remain a US product for now.

Mentions, citations and website clicks are shown over a rolling 28-day window. Growth Memo reports that a mention is only counted when ChatGPT clearly refers to the business website, with or without a link. Just naming the brand is not enough. That sits close to OpenAI’s own rule for online businesses; the local-listing rule OpenAI publishes is unchanged.

Discovery topics — the broad themes of the answers that cited you — appear as a top five. If you create a Business Agent, Growth Memo also reports a set of agent insights. OpenAI still limits Agents to eligible ecommerce and online-service businesses in the United States.

The hub is organised into three categories: services, ecommerce and local. Growth Memo reports that services are not available yet, and that the tools are geared towards ecommerce, including product-feed uploads. Business Agents can show up in ordinary answers or through ads, and you need to verify with a government ID first — which fits OpenAI’s wider identity check before insights, feeds or an agent are unlocked.

Growth Memo also lists what is not there yet: the individual questions people typed; a comparison with competitors (sometimes called share of voice, or rankings); a split of the audience into groups; a documented way to tie this activity to enquiries, sales or revenue; and a public data feed or a bulk download. That is a picture of the dashboard, not a method for earning more mentions.

After a claim, eligible organisations can build, test and launch a Business Agent — a labelled conversation, separate from the customer’s original ChatGPT chat and from ChatGPT’s independent answers, that can help people explore offerings and policies. When a business appears in a model response, OpenAI says people can open its ChatGPT profile and, if an agent is available, start that conversation.

Business Agents are currently available only to eligible ecommerce and online service businesses in the United States, and must also meet OpenAI’s Business Agents policy. UK firms should not assume they can switch an agent on today. Agents can also be sponsored through ChatGPT Ads; those placements are labelled and, OpenAI says, kept separate from — and do not influence — ChatGPT’s independent answers.

OpenAI’s help article is blunt. Claiming lets you manage the information you provide about your business. It does not guarantee increased visibility, and it does not give you direct control over ChatGPT’s independent recommendations. Connecting a product feed does not publish an agent, and does not guarantee that ChatGPT will recommend your products.

If you want to be eligible to be cited at all, the older fundamentals still apply: a site that crawlers can reach, consistent facts, and pages that answer real customer questions. See How to get your business recommended by ChatGPT and SEO vs GEO vs AEO: what’s the difference?. Business Hub does not replace that work, and it will not explain a mention you did not get.

• Introducing Businesses in ChatGPT (OpenAI, 10 November 2026) — launch announcement; Business Hub; OpenAI’s weekly-user claim; product feeds; Shopify; Business Agents starting in the US; privacy and thresholds for insights
• Setting up your business on ChatGPT (OpenAI Help Center) — eligibility; local stores and restaurants limited to an existing US listing; 28-day insights; mention counting; claiming is not a visibility guarantee; Business Agents remain US-only
• Juozas Kaziukėnas on the analytics feature (LinkedIn, around 6 November 2026) — early public note that the dashboard would show mentions and clicks without prompts, user data or competitor benchmarks
• Businesses in ChatGPT Business Hub Live With Click Data (Barry Schwartz, Search Engine Roundtable, 10 November 2026) — claim flow (search, then text or phone to the main business number, or DNS); profile views reported alongside mentions and clicks; no data immediately after claiming; concern that businesses could be hijacked. We have not used images from that article.
• Growth Memo — first-hand observations of what Business Hub shows so far (a rolling 28-day window for mentions, citations and clicks; a top five of discovery topics; services, ecommerce and local categories; an ecommerce focus, including product feeds; and what is not available yet). We have not used images from Growth Memo.