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TL;DR
OpenAI launched a beta on Nov. 10, 2026, that lets businesses claim ChatGPT profiles, add product information and view aggregated engagement metrics. Eligible U.S. companies can also offer separately labeled AI agents; an acquisition and reported revenue figures add to the picture of OpenAI’s commercial expansion, though several details remain undisclosed.
OpenAI launched Businesses in ChatGPT on Nov. 10, giving companies a way to claim profiles, provide product information and track aggregated mentions, views and website clicks. The beta also lets eligible U.S. e-commerce and online service businesses offer separately labeled AI agents, extending ChatGPT’s role from answering questions toward helping users compare commercial offerings.
The launch has two components, according to OpenAI’s announcement and coverage by Reuters, The Verge and TechCrunch. In Business Hub, a company can claim and verify its profile, update business details and add product feeds with pricing and availability. The hub reports aggregated activity, including how often a business is mentioned in ChatGPT responses, profile views, website clicks and topics through which users discover it.
The second component, Business Agents, allows eligible businesses to provide a separate chat experience about their products or services. A user who encounters a participating business in a ChatGPT answer can open that agent and ask questions, including comparisons. Businesses supply the agent’s instructions and context. OpenAI says the agent chats are labeled and kept separate from the user’s main ChatGPT conversation.
At launch, agents are restricted to eligible U.S. e-commerce and online service businesses. Businesses can sponsor an agent and use it as the destination for ChatGPT ads, with sponsored placements labeled. Existing OpenAI enterprise customers and advertisers can claim profiles through their OpenAI representative, while Shopify merchants can connect through Business Hub or Shopify’s admin. OpenAI has not published a full list of eligibility rules.
OpenAI Wants a Bigger Piece of the Internet Could It Be the New Google?
Businesses in ChatGPT gives companies new tools for discovery, product information and customer conversations. Its reach and commercial impact remain unproven.
What businesses can do
The beta combines company profiles with separate business-operated agents.
Manage a profile
Claim and verify business details, add product feeds with pricing and availability, and view aggregated mentions, views, clicks and discovery topics.
Answer product questions
Eligible U.S. e-commerce and online service businesses can offer a separately labeled chat experience with business-provided instructions and context.
A new discovery path
The tools connect AI-generated recommendations with business information and potential paid placements.
A user encounters a company in a ChatGPT answer.
Product feeds provide structured details; an agent can handle follow-up questions and comparisons.
A business can sponsor an agent and use it as a destination for labeled ChatGPT ads.
What is known—and what is not
Early access and reported finances come with important limits.
- Agents start with eligible U.S. e-commerce and online service businesses.
- OpenAI says business insights are aggregated and user conversations are not shared with businesses.
- Reported third-quarter operating losses were $10.9 billion.
- Full eligibility rules, verification details and expansion timing.
- Activity thresholds for insights and how businesses are selected for answers.
- Financial statements, acquisition terms for Odessia and beta performance results.
A New Channel for Business Discovery
The tools give businesses a more direct way to shape the information ChatGPT uses about them, and a means to measure some activity originating in the chatbot. That could make profile accuracy and product-feed maintenance relevant to companies seeking to appear in AI-generated recommendations, alongside their established presence in search engines and other directories. OpenAI has not said that claiming a profile improves a business’s likelihood of appearing in answers.
The commercial importance extends beyond visibility. A product feed can give ChatGPT structured information about price and availability, while an agent can let users ask follow-up questions without leaving the service. Sponsored agents and labeled ads also establish a potential paid route to customer attention. For users, that may make product research more convenient, but it places greater importance on distinguishing ordinary answers from sponsored placements and understanding how business-provided information is used.
OpenAI said it does not share users’ conversations or Business Agent chats with businesses. It also said Business Hub insights are aggregated and appear only after activity passes certain thresholds. Those safeguards address some privacy concerns, but the company has not described the thresholds or all the data practices in detail.
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From ChatGPT Shopping to Business Profiles
The launch follows earlier efforts by OpenAI to bring shopping into ChatGPT. TechCrunch reported that the company previously tried direct checkout and a commission model, but retired that effort in March after it did not gain traction. The new beta is different: it gives businesses profiles, product feeds and agents rather than relying on the former checkout approach.
OpenAI’s commercial push also includes advertising. The company said in August that ChatGPT Ads had reached a $1 billion annualized revenue run rate. That figure describes a rate based on the period at the time, not a report of $1 billion in revenue earned during a full year. The business-profile launch provides another potential point of connection between user discovery and paid placements.
Two other developments were reported alongside the launch. Founder Francis Davidson announced that OpenAI acquired his AI travel-agent startup, Odessia, and that he was joining the company; an OpenAI spokesperson confirmed his hire to TechCrunch. The acquisition terms were not disclosed. Separately, The Information reported third-quarter revenue of about $10 billion, while Bloomberg reported quarter-over-quarter growth of nearly 50%, citing a person familiar with the matter. OpenAI has not published financial statements. The Wall Street Journal, as reported by Reuters, said operating losses widened to $10.9 billion in the same quarter.
Rules, Data and Reach Remain Unclear
OpenAI has not explained exactly how businesses are verified, which businesses qualify for agents beyond the stated launch categories, or when the beta will expand to additional markets. It also has not disclosed the activity thresholds required before insights appear or detailed how it selects which businesses to mention in responses. A claimed profile may help a company keep its information accurate, but OpenAI has not said it guarantees inclusion, ranking or traffic.
The financial figures are also reports rather than published company accounts. Revenue of about $10 billion and quarter-over-quarter growth of nearly 50% were reported by The Information and Bloomberg, respectively, with Bloomberg citing a person familiar with the matter. The reported $10.9 billion in operating losses came from the Wall Street Journal, as reported by Reuters. OpenAI has not issued financial statements confirming those figures. Acquisition terms for Odessia remain undisclosed.
It is also too early to know whether businesses or users will adopt the new tools at scale, how sponsored agents will affect discovery, or whether the offering will produce a meaningful source of sales. The beta’s early usage and performance have not been reported.
Beta Adoption Will Test the Model
The next developments to watch are the beta’s expansion, the businesses accepted into Business Agents and the details OpenAI provides about verification and data handling. Adoption by Shopify merchants and existing OpenAI customers may offer an early indication of how companies use profile claims, product feeds and agent conversations.
Businesses will also be watching whether the reported metrics lead to useful decisions about product information and customer acquisition, and how sponsored agents are identified in practice. OpenAI has not announced a timetable for broader availability or released performance results. Until it does, the service’s reach and commercial effect remain open questions.
Key Questions
What did OpenAI launch?
OpenAI launched a beta called Businesses in ChatGPT. It lets companies claim and update profiles, add product feeds and see aggregated engagement metrics. Some eligible U.S. businesses can also offer separate AI agents about their products or services.
Does claiming a profile guarantee that ChatGPT will recommend a business?
No. OpenAI has not said that claiming or verifying a profile guarantees that a business will appear in ChatGPT answers or receive a higher position. The profile gives businesses a way to provide information and view certain aggregate metrics.
Who can use Business Agents at launch?
OpenAI says Business Agents are initially available to eligible e-commerce and online service businesses in the United States. It has not published all eligibility criteria or a wider rollout schedule.
Can businesses see users’ chats with ChatGPT?
OpenAI said it does not share users’ conversations or Business Agent chats with businesses. It said Business Hub insights are aggregated and are shown only after activity passes certain thresholds; the threshold levels have not been disclosed.
What were OpenAI’s reported third-quarter financial figures?
The Information reported revenue of about $10 billion in the third quarter, and Bloomberg reported nearly 50% growth from the prior quarter, citing a person familiar with the matter. The Wall Street Journal reported operating losses of $10.9 billion for the quarter, as reported by Reuters. OpenAI has not published financial statements confirming those reports.
Source: ThorstenMeyerAI.com
