The new beta lets eligible companies manage how their business information appears in ChatGPT and, in some cases, offer customers a conversation with a branded AI agent. Access is limited at launch.
OpenAI has introduced business profiles in ChatGPT, a beta experience that brings together business profiles, a management hub called Business Hub, and Business Agents for eligible companies. The initiative is designed to give businesses new ways to connect with people using ChatGPT to explore options, compare products, and make decisions. OpenAI said ChatGPT has 1.2 billion weekly users; that figure describes the platform’s overall reach, not guaranteed exposure or traffic for any individual company.
The launch matters because it adds another potential touchpoint to the customer journey. Companies have already appeared in ChatGPT responses through information available on the public web. The new tools give eligible businesses a way to claim and manage certain details in ChatGPT, share product information, and, if they qualify, create a branded agent that can answer customer questions.
For marketing, ecommerce, customer service, and content teams, this is a development worth monitoring. People are increasingly using AI conversations to discover brands and clarify choices. That does not mean traditional search is disappearing, or that a claimed profile will automatically lead to a recommendation. It does mean businesses have a new platform surface to understand and prepare for.
OpenAI announced the beta on November 10, 2026. Its official announcement of Businesses in ChatGPT describes three core elements: the ability to claim a business profile, aggregated insights into how people engage with a business, and Business Agents for eligible organizations.
What are business profiles in ChatGPT?
The business profiles in ChatGPT are a place where people can learn about a company when it appears in a ChatGPT response. Businesses can manage key information, and retailers may be able to share product details, pricing, and availability through product feeds or catalogs.
Business Hub is the management interface for these capabilities. Eligible companies can claim their business and, after completing the appropriate verification, update key information. The aim is to help ChatGPT use more current details when people explore products and services, rather than relying only on information scattered across web pages that may be old or inconsistent.
A profile should not be mistaken for a traditional search listing or a visibility guarantee. OpenAI says ChatGPT may show information about a business whether or not that business has claimed its profile. Claiming enables a company to manage certain information and access features for which it is eligible. It does not require ChatGPT to recommend the company or improve its position in responses.
Verification should also not be interpreted as an endorsement of a company’s quality or a guarantee from OpenAI. It indicates that someone authorized to represent the business has claimed the profile. That may help users recognize that a company manages the information, but the company remains responsible for what it publishes.
OpenAI’s business profile and claiming information explains that eligibility depends on factors such as location, industry, and verification and integrity checks. Some businesses in markets where ChatGPT is available may be able to claim their profiles if they meet the relevant requirements. Business Agent access has a narrower initial scope.
Business Hub gives companies a place to manage their information
Business Hub is the control center for this new experience. A company can use it to start the process of claiming its profile, review the details it shares, and manage product information where those capabilities are available. For marketing and operations teams, this creates a practical responsibility: information across the company website, product catalog, social profiles, and ChatGPT should be consistent.
An incomplete or outdated profile can create confusion even when a business has a strong reputation. An old opening time, an incorrect service area, an unclear return policy, or a product price that no longer applies can add friction at a critical point in a customer’s decision. The quality of the experience depends not only on the technology, but also on the quality of the information the business maintains.
Structured product information can be especially useful in ecommerce. Clear product names, specifications, prices, variants, and availability make it easier for customers to compare options. OpenAI says retailers can provide product feeds, and eligible Shopify merchants can connect their stores. Integration does not remove the need to review the source catalog: errors in product data can carry through to a customer-facing experience.
Companies should also decide who owns profile administration. In a small business, that may be the person responsible for marketing or ecommerce. In a larger organization, marketing, sales, operations, customer service, legal, and technology teams may all need a role. The goal is to avoid having updates depend on one employee with no backup, or having teams publish contradictory information.
Aggregated insights: mentions, clicks, and discovery topics
Business Hub includes aggregated insights intended to help companies understand some of the ways people engage with them in ChatGPT. OpenAI mentions business mentions, website clicks, and discovery topics: recurring themes in conversations where a business’s website is cited.
For marketers, these signals may offer clues about the questions and interests that connect people with a brand. If a company appears in relation to a recurring need, that can be a reason to review product pages, guides, service descriptions, or sales messaging. If mentions are high but clicks are low, the company may want to check whether its value proposition, availability, and next steps are clear.
These indicators need careful interpretation. A mention is not necessarily a persuasive recommendation. A click is not the same as a qualified visit, a sales inquiry, or a purchase. OpenAI says the insights are aggregated and do not include users’ private conversations or their chats with Business Agents. Companies do not receive individual user conversation histories.
OpenAI also says insights are available only when interactions meet certain thresholds designed to protect user privacy. This means a smaller business may not see every indicator or topic at every point in time. It also means companies should not assume Business Hub will function as individual-level user analytics.
For now, the most reasonable use of the data is as an aggregated diagnostic: observe which topics appear to connect a business with conversational discovery, use that information to guide experiments, and compare the signals with website traffic, sales inquiries, conversions, and other measurement sources. No single indicator should carry the full weight of a marketing decision.
What does a Business Agent do?
A Business Agent is a company’s conversational agent, designed to help people explore its products or services and answer questions about its offering. When a company appears in a ChatGPT response and has an agent available, a user can open the business profile and choose to start a separate conversation with that agent.
For example, someone comparing two products could ask about their differences, features, or suitability for a particular need. A service business might use an agent to explain what an offering includes, how it works, or what step to take to request more information. The agent uses information and guidelines provided by the company, so the quality of the underlying content and instructions will shape the experience.
The agent conversation is labeled as an interaction with the business and kept separate from the user’s original ChatGPT conversation. It is also distinct from ChatGPT’s independent answers. That distinction matters: users need to understand when they are speaking with a company’s agent and when they are asking ChatGPT a general question.
Business Agents have limited availability at launch. OpenAI says they are available to eligible ecommerce and online service businesses in the United States, with plans to expand to additional markets and business categories over time. Companies in other countries should treat the feature as a potential future opportunity rather than something they can necessarily activate now. Eligibility may also depend on category, verification, and integrity requirements.
The official Business Agents policy sets requirements for transparency, accuracy, and responsible use. An agent must make clear that it is AI representing a business, provide truthful information, and avoid inventing prices, availability, results, or credentials. It also should not pressure users, create false urgency, or request unnecessary or high-risk personal information.
From discovery to a brand conversation
This launch may change some steps in the customer journey. A person could start by asking ChatGPT what options are available, compare brands, and then speak with one company without leaving the platform. For businesses, that creates an opportunity to answer questions at a moment of interest. It also creates a new service expectation: customers may expect useful, consistent, and timely answers in a conversational channel.
It is unwise to think of an agent as an autonomous salesperson that can handle every case without oversight. A responsible experience starts with a clearly defined scope: which questions it can answer, what information it can use, what actions it can suggest, and when it should direct the user to a person or official channel. Human review remains essential for sensitive topics, complex complaints, regulated advice, and high-impact decisions.
A clear offer is a competitive advantage in this environment. If a business cannot explain in a few sentences what it sells, whom it helps, how it differs from alternatives, and what conditions apply, it will be difficult to turn that information into an effective conversational experience. An agent will not fix an unclear product strategy; it may make the confusion more visible.
It is also important to distinguish between helping a customer understand an offer and pushing for an immediate sale. A useful agent can help someone make a decision even if they are not ready to buy. An agent that repeatedly pressures people may damage trust. OpenAI’s policy prohibits behavior such as creating false urgency or continuing to push after someone declines. Respecting a user’s intent is also sound brand practice.
What the launch means for SEO, GEO, and AEO
The announcement connects with three disciplines that marketers increasingly discuss together. SEO focuses on visibility in traditional search engines. GEO, or Generative Engine Optimization, refers to preparing sources and content to be understood and considered by generative systems. AEO, or Answer Engine Optimization, emphasizes clear answers to people’s questions.
The terminology and methods continue to evolve, and none of these disciplines can guarantee that an AI system will mention a brand. Still, practical fundamentals support visibility across channels: publish clear, current, verifiable information on the company’s official website; create dedicated pages for products and services; answer common questions in plain language; and keep business details consistent across digital properties.
Companies should review how they describe their products and services. Generic copy may not resolve the questions customers actually ask. Specific attributes, suitable use cases, balanced comparisons, transparent policies, and useful examples provide context to both people and automated systems. The goal is not to fill pages with keywords; it is to communicate accurately what the business offers and under what conditions.
Authority and consistency matter too. If the company website promises one thing, a third-party listing says another, and social profiles show different details, it becomes harder for any system to present a coherent description. An audit of digital business information may be more urgent than publishing dozens of new articles. Opening hours, service areas, guarantees, availability, and contact details should have clear owners and update processes.
Check this blog post also “Why the SEO is so important to the owner businesses“
Practical steps to prepare your business
1. Audit your core business information. Review your business name, address or service area, opening hours, contact channels, categories, and service descriptions. Correct outdated details and identify an internal source of truth for future updates.
2. Organize your product catalog. Document a clear name, description, attributes, variants, price, availability, shipping, returns, and relevant limitations for every product. If you use Shopify or another ecommerce platform, check the source data and how updates are handled.
3. Collect real customer questions. Talk with sales and support teams to identify the questions people repeatedly ask before buying. Group them by stage: discovery, comparison, use, shipping, payments, returns, support, and post-purchase service. Write answers that are direct and easy to verify.
4. Define the agent’s scope before building it. Decide what it can answer, which sources it can use, how it should acknowledge limits, and when it should hand off to a person. Prepare examples of difficult questions involving discounts, out-of-stock products, return exceptions, and complaints.
5. Set accuracy and update controls. Assign owners for information review, establish how often it happens, document price and availability changes, and determine what to do if an agent gives an incorrect answer. A simple review process can prevent problems that damage trust and sales.
6. Protect customer privacy. Collect only the information needed for a legitimate task and explain how it will be used. Do not build sales responses around sensitive personal data, and check the privacy, consumer protection, and advertising rules that apply in each market.
7. Plan realistic measurement. Agree on what counts as a mention, a click, a qualified inquiry, and a conversion. Combine the available platform indicators with website analytics, CRM data, sales inquiries, and customer service metrics instead of treating exposure as a business result.
8. Improve your website as the official source. Publish specific, accessible, up-to-date pages. Include policies, prices where possible, comparable product features, coverage, contact options, and FAQs. The website remains central even when the first interaction takes place inside ChatGPT.
9. Define a useful and honest brand voice. The agent’s tone should fit the company while remaining clear and respectful. Avoid claims that cannot be verified, unauthorized guarantees, or comparisons the business cannot support with evidence.
10. Prepare for different market timelines. If your company operates outside the United States, organize your data and workflows now, but confirm local availability before building a commercial launch plan around Business Agents. Good preparation can reduce the work required if access expands.
A marketing perspective
From a marketing perspective, the announcement points to a change in where a brand can be discovered and evaluated. Companies are not only competing to appear in a list of links or attract attention on social media; they may also need to explain their offer in a conversation that helps a person compare alternatives.
That does not mean abandoning existing channels or rushing to implement every new feature. It means adding AI discovery to a broader digital presence strategy. The foundations remain a valuable offer, reliable information, content that answers real questions, and a coherent experience when someone decides to take the next step.
The right time to prepare is before the tools reach every market. Organizing data, improving product pages, documenting policies, training teams, and defining measurement criteria are useful now, regardless of when Business Agents become available locally. When a platform opens commercial capabilities, businesses with well-structured information can test them more effectively.
It is also important to avoid easy promises. Claiming a profile does not guarantee higher placement, favorable recommendations, or sales. An agent cannot make up for an uncompetitive offer or poor after-sales service. The potential advantage comes from combining discovery, clarity, and a useful conversation, then measuring whether that combination contributes to business results.
Companies that need support can start with a digital presence audit, SEO/GEO/AEO strategy, content architecture, product data cleanup, FAQ development, brand voice guidelines, or a measured agent pilot. Preparing well requires marketing, business, technology, and customer experience teams to work together.
Does your company want to prepare for discovery and customer service in AI-powered search? We can help audit your digital presence, structure your brand information, and build a practical strategy for what comes next. Contact us!
