Your Business Can Now Live Inside ChatGPT: What OpenAI's Business Hub and Business Agents Mean for You

On 10 November OpenAI switched on something it calls Businesses in ChatGPT, and the quiet part of the announcement is the loud one: companies can now claim an official profile inside the chatbot, see how often ChatGPT mentions them, and even launch their own branded agent that talks to customers right there in the app. The management layer behind all of this is the new OpenAI Business Hub, and it is in beta as of this week.

If that sounds like Google Business Profile all over again, you are not far off. Fifteen years ago the fight was about showing up on the map pack. Now the fight is about showing up in an AI answer, and for the first time OpenAI is handing businesses actual first-party numbers about it, plus a verified blue check and a storefront-ish presence of their own.

We wrote last week about AI shopping agents doing the buying on the consumer side. This launch is the other half of that story, the merchant side, and it deserves a careful look before you rush to claim anything. Let's sink in!

What OpenAI's Business Hub Actually Includes

Business Hub is the dashboard where a company claims and manages its presence in ChatGPT. Once verified, you get a profile with a blue check, editable business details, and for retailers the option to upload self-service product feeds with pricing and availability. OpenAI says ChatGPT may use that feed data when answering shopping questions, though it is careful not to promise that claiming improves how often you get mentioned.

The more interesting part is the analytics. For the first time, businesses can see how often ChatGPT names them, how many users click through to their website, and the top discovery topics that bring their brand up in conversations. The data comes in seven-day and 28-day windows, split into brand insights and agent insights. OpenAI cites 1.2 billion weekly ChatGPT users, so even a small slice of that attention is worth measuring.

There are limits. Prompts and actual user conversations are never shared with businesses, and insights only appear above certain volume thresholds that OpenAI has not disclosed. A small local firm may claim its profile and see an empty dashboard for weeks. That is not a bug, it is the privacy model.

How Claiming a Profile Works

The claiming flow is familiar if you have ever verified a Google Business Profile. You search for your business inside Business Hub, select the existing listing or create one, and then prove you control it. Verification goes through a phone call or text to the main business number, or through a DNS record on your domain. After that comes a review stage, and before you can edit details or publish an agent you also need to verify identity with a government-issued ID.

Shopify merchants get a shortcut: you can connect your store through Shopify admin or directly in Business Hub, and the catalog details flow in automatically. A Shopify store is not required to claim a business, though. Enterprise customers and existing ChatGPT advertisers can simply go through their OpenAI representative.

One practical note from the launch day: some claims were waitlisted, and it is still unclear whether publishers and service firms outside the US qualify for every feature. Profiles are open to eligible businesses wherever ChatGPT operates, subject to industry and location checks, but the agent side is narrower for now.

Business Agents: Your Shop Assistant in Someone Else's App

Business Agents are the headline feature, currently limited to eligible US ecommerce and online-service businesses. Here is the flow: a user asks ChatGPT something, your business comes up in the answer, and the user can open your profile and start a conversation with your agent. The agent answers from your product details, policies and guidelines, for example explaining how two of your products differ or what your returns window is.

Those agent chats are clearly labelled and kept separate from the user's main ChatGPT conversation, so nobody confuses your sales assistant with ChatGPT's own neutral answer. The rules OpenAI published are strict and, honestly, sensible: agents must disclose they are AI, must keep prices and availability accurate, and cannot use false urgency, pressure users who declined, or ask for personal data they do not need. Purchases, bookings and any data sharing require explicit user approval. Agents also cannot give advice that legally requires a licensed professional.

Checkout still happens on your own website for now. OpenAI is building agent payments together with Visa, but no date has been given, so today the agent is a pre-sales channel rather than a full point of sale. There is also a paid angle: you can sponsor your agent as the destination for ChatGPT Ads, extending the Sponsored Agents test that started in September. OpenAI insists that paying does not change how often ChatGPT recommends you organically.

The Numbers Behind the Mentions

Early dashboards from real businesses give a useful reality check. OpenAI's own example profile showed 15,356 mentions and 5,432 clicks over seven days, a click rate around 35 percent. The first live dashboards that practitioners shared look much more modest: one marketing agency saw 690 mentions and 24 clicks over 28 days, roughly 3.5 percent, and a smaller brand logged 28 mentions and a single click.

Two lessons sit in those numbers. First, being mentioned in an AI answer does not automatically move traffic, because ChatGPT often resolves the user's question without anyone clicking anywhere. That rhymes with what we covered about Google AI Overviews earlier this week. Second, this is still the first first-party baseline we have ever had for unpaid ChatGPT visibility. Until now, brands tracked their AI presence with third-party guesswork tools. Now there is an official number, even if OpenAI has not defined precisely what counts as a mention.

Mind also what the dashboard does not show: no competitor view, no prompts, and clicks that, in OpenAI's own words, do not confirm website visits or conversions. Treat it as directional data, not as analytics you reconcile with your revenue.

What This Means for Being Found Online

For anyone doing SEO, this launch makes a trend official: optimising for AI assistants is becoming its own discipline, with its own console. The playbook is still forming, but the inputs are already visible. ChatGPT draws on your website content, your structured product data, and now your claimed feed. Clean product information with accurate prices and stock is no longer just good hygiene for Google Shopping, it is what an AI agent will literally read out to a customer.

The discovery topics report is quietly the most actionable piece. If ChatGPT surfaces your brand mostly for a theme you never write about, that is a content gap handed to you by OpenAI for free. And if your brand barely appears at all while competitors do, you now have a measurable problem instead of a vague worry.

Practical Steps for Businesses Building Digital Products

Claim your profile early, even if you are outside the US agent rollout. Verification takes days, waitlists exist, and an unclaimed listing is an invitation for wrong details to sit in front of 1.2 billion weekly users. The DNS method is the least painful if your main phone line is not staffed all day.

Then do the unglamorous data work. Make sure your product feed, prices and availability are accurate and automatically updated, because OpenAI holds you responsible for what your agent claims. If you run on Shopify, the native connection is the obvious route. If your store is custom-built or runs on another platform, plan for a structured feed now; this is exactly the kind of plumbing a development partner can set up in a week and that pays off across Google, ChatGPT and whatever assistant comes next.

Finally, treat the agent itself as a product, not a toggle. Write the guidelines it answers from, test it against your real pre-sales questions, and decide what it should refuse to discuss. A sloppy agent that misquotes your refund policy in a labelled official chat is worse than no agent at all. Start small, read the agent insights, and expand once the answers hold up.

Final Notes

OpenAI has effectively opened a second front door to every business: one you do not host, cannot fully style, but can now verify, measure and staff with your own AI. The early numbers say the traffic is real but modest, and the advantage will go to companies whose data is clean and whose profiles are claimed before their competitors get around to it.

Our advice is simple: claim now, fix your product data, and watch the mentions report for a month before you spend a single pound on sponsoring an agent. The platforms keep changing, but the rule stays the same: the businesses that show up prepared are the ones that get recommended.