OpenAI launched Businesses in ChatGPT in beta on 10 November 2026, giving companies a way to claim business profiles, supply information and view discovery insights. Eligible businesses can also publish customer-facing Business Agents. OpenAI’s launch announcement.
For an owner, the appeal is straightforward: when someone asks an AI assistant about a product or service, the information it uses should be accurate. A wrong delivery policy or outdated product description can undermine a sale before anyone reaches the company’s website.
The launch creates a more direct way to contribute that information. It does not mean a business can buy control of ChatGPT’s recommendations, and the new agents are more limited than the name might suggest.
Here is how the pieces fit together, what owners can do now and which decisions deserve attention before getting started.
First, this is not the ChatGPT Business subscription
The names are easy to confuse. ChatGPT Business is the paid workplace plan, with centrally managed users, seats and billing. It is a service a company buys for its team. ChatGPT Business overview and signup.
Businesses in ChatGPT concerns how customers discover and interact with a company inside ChatGPT. Its public product page describes three connected functions: managing business information, understanding discovery and offering a Business Agent. Businesses in ChatGPT product overview.
In plain English, one helps employees use AI at work; the other gives a business a presence in customers’ AI conversations. Do not use the workplace subscription’s per-seat price as the price of this new service.
What Business Hub lets an owner do
Business Hub is the management interface for the new offering. OpenAI says owners can contribute business details and retailers can supply product feeds containing prices and availability. A Business Agent can answer questions using product and policy information, guided by the business’s instructions. The product overview.
It helps to separate three decisions:
Managing a profile: maintaining the information customers may see.
Publishing an agent: offering a conversation that represents the business.
Advertising: paying to promote an offering through the separate advertising system.
These are not one automatic purchase or activation. OpenAI’s terms say that configuring or previewing an agent does not publish it, and publishing it does not authorise paid advertising. Businesses in ChatGPT terms.
A small company can therefore treat the information problem first. If its product descriptions and policies contradict each other, adding a conversational interface will not resolve those contradictions.
Who can use it at launch?
Profile claiming is initially available to eligible businesses with a website where ChatGPT is offered, subject to verification and other eligibility checks. Business Agents have a narrower launch: eligible ecommerce and online service businesses in the United States. Shopify is an optional route, not a requirement. Launch eligibility.
There is an important local-business exception: stores and restaurants can currently claim only an existing US listing. Official setup guide.
An owner outside the US should distinguish access to a profile from access to an agent. Finding the profile-management option is not evidence that every feature is available to that business.
OpenAI’s profile policy also requires ownership or authority to represent the business and allows some categories to be deferred. The agent policy makes clear that verification alone does not establish agent eligibility.
For agencies, that means agreeing who is authorised to represent a client before starting. For companies with several brands, it means checking the actual available setup rather than assuming a single claim covers every related business.
How claiming and verification work
The setup guide describes claiming through Business Hub, using an offered phone, email, domain or Shopify verification method. Approved Persona identity verification is also needed for edits, feeds, insights and eligible agents; it unlocks the blue badge. New profiles created through Persona publish upon approval. Publishing an agent remains separate. Claiming and identity verification.
Prepare before beginning. Have the correct business name, website, public contact details and the person responsible for maintaining them agreed internally. Complete identity checks only through the official flow, not by sending identity documents to someone who promises to arrange verification in a message.
Treat the blue badge as confirmation of the verification process, not as a review score or a recommendation to customers.
An owner should also distinguish the right to contribute information from complete editorial control. The service terms allow OpenAI to supplement or replace listing information using other sources. They also give a perpetual, irrevocable display licence for basic business details submitted for public display.
That makes the choice of information important. Use the public details you intend customers to see, and review the terms before submitting material on the company’s behalf.
What a Business Agent can—and cannot—do
A Business Agent represents a particular business. Under OpenAI’s agent policy, it must be identified as AI representing that business, not presented as an independent adviser or a human.
That distinction matters when comparing products. An explanation from a seller’s agent can be useful, but it is a different kind of answer from an independent comparison across sellers.
The current experience cannot complete purchases, make bookings or check orders. It explains offerings and links to the website. A business’s separate ChatGPT plugin does not supply capabilities or data to its agent chat. Current agent limits.
Consider a hypothetical software company with two subscription plans. An agent might explain which plan includes a particular feature and point the customer to the relevant page. That is useful pre-sale assistance. It is not the same as logging into the customer’s account, changing their subscription or confirming a payment.
Before publishing, write down the questions the agent should answer and the requests it should hand off. A clear answer that says where to complete a task is preferable to a confident suggestion that the task has already been done.
Product feeds: useful information, not just another upload
For retailers, a product feed is a structured catalogue rather than a general description of the shop. OpenAI’s feed specification requires a separate row for each purchasable item or variant, with identifiers, descriptions, product links, brand and seller names, images, availability and prices. Stock and sale information need updating when they change.
Think about a backpack sold in several capacities and colours. If the 20-litre version is available but the 30-litre version is sold out, a single vague “in stock” description is not enough. The data needs to distinguish the choices a customer can actually buy.
Before connecting a catalogue, compare a sample of entries with the live website. Check that links open the right variant, images match it, prices use the correct currency and delivery conditions are clear. Assign someone responsibility for fixing discrepancies when the catalogue changes.
OpenAI’s business-profile policy requires current, truthful information and prohibits misleading prices, availability, fabricated reviews and unsupported guarantees. The practical implication is simple: improving the source information is more useful than writing increasingly elaborate instructions around inaccurate facts.
What the insights actually measure
Business Hub reports a rolling 28-day view. Online mentions require a website reference; a brand name alone does not count. Local mentions count a displayed location result. Website clicks measure click-throughs. Discovery topics group themes, not individual prompts or direct customer intent. Blank metrics need not mean zero activity. Insights definitions.
Those distinctions prevent several easy mistakes. A mention is not necessarily a website visit. A visit is not a sale. And a reporting threshold can leave a small business with an incomplete picture even when some activity has occurred.
Use the information alongside your existing website and sales reporting. If a topic appears repeatedly, ask whether the relevant product page answers that question clearly. If visitors arrive but do not complete an enquiry, examine the page and the offer before assuming the answer is to buy more exposure.
Keep a simple record of what you changed and when. Comparing a period before and after a correction can help identify a pattern, but it will not by itself prove that the correction caused a change in sales. Seasonality, campaigns and stock availability can also affect the result.
Can businesses read people’s conversations?
OpenAI says businesses do not receive users’ conversations or their Business Agent chats. Insights are aggregated and subject to minimum activity thresholds. The launch’s privacy explanation.
This is distinct from someone deliberately providing contact details for a follow-up. The agent policy permits necessary contact collection through approved features when a user chooses it; it prohibits sharing information or submitting a form without explicit authorisation through an approved feature.
In other words, aggregated discovery reporting should not be treated as a list of identifiable prospects.
Does claiming a business improve its ranking?
There is no guaranteed boost. OpenAI’s terms explicitly make no promise of placement, visibility, traffic, conversions or sales. Using the tools does not entitle a business to preferential treatment elsewhere in OpenAI’s services.
The sensible goal is to make the business easier to describe accurately—not to assume that verification buys a favourable answer.
For anyone selling “AI visibility” services, the distinction should be explicit. A provider can offer to organise product information, correct public details, test answers and improve a website’s clarity. It should not present a claimed profile as a guaranteed route to first place.
This also means a business should keep its website useful. Customers who follow a link still need to understand the offer, verify conditions and complete whatever action they came to take.
What does it cost, and where do ads fit?
The launch announcement and public product overview reviewed on 10 November do not set out a standard fee schedule for claiming profiles or running Business Agents. That is not evidence that every feature is free. Check the applicable terms and any charges shown before enabling a service. Launch details and product overview.
Paid promotion is a separate decision. OpenAI began testing Sponsored Agents with selected US advertisers in September, describing clearly labelled sponsored conversations separate from the user’s original chat and ChatGPT’s independent answers. The earlier advertising announcement.
Do not combine setup effort, ongoing maintenance and optional advertising into one vague “AI marketing” budget. Record each separately. An owner needs to know whether they are paying to keep information accurate, provide customer assistance or acquire traffic.
Even without a confirmed platform fee, preparing a catalogue and reviewing an agent takes staff time. That work is easier to assess when the expected outcome is specific: fewer incorrect product answers, clearer policies or more qualified enquiries—not an undefined promise of exposure.
A practical first-week plan
Start with the smallest useful improvement, not every available feature at once.
First, check the facts. Collect the approved public information about your business. Resolve disagreements between your catalogue, pricing page and delivery or return policies.
Then check the experience. If an agent is available, prepare a short set of customer questions before publishing. Include an ordinary product question, an unavailable option, a request for a discount you do not offer and a request outside the agent’s capabilities. Compare its answers with the approved information.
Finally, assign ownership. Decide who will keep information current and review reports. Record issues and corrections so the work does not disappear when one employee is away.
The broader lesson resembles the one in RohitAI’s analysis of AI infrastructure and competitive advantage: capable AI still depends on reliable information and a process people maintain.
Businesses in ChatGPT gives owners a new place to do that work. The useful outcome is not simply having a profile or an agent. It is a customer getting a clear, accurate answer—and knowing what to do next.