OpenAI launched Businesses in ChatGPT in beta on November 10, 2026, giving eligible organizations a way to claim their business, update information and see aggregated engagement insights. A second feature, Business Agents, lets qualifying companies publish a clearly labeled agent that answers questions about their offerings.
The distinction matters for anyone planning a rollout: claiming a business is available to eligible organizations wherever ChatGPT is available; publishing a Business Agent initially requires an eligible U.S. ecommerce or online service business. Claiming your organization does not automatically qualify it for an agent. Both features sit within the new Business Hub workflow described in OpenAI’s announcement.
For businesses, the immediate task is information management: verify the organization, correct its details and supply current product data. Agent configuration comes after that, where eligibility allows it.
What Business Hub and Business Agents Do
Business Hub is the management interface. Businesses use it to claim their organization, maintain information and review aggregated insights about engagement in ChatGPT.
A Business Agent is a customer-facing destination. When a business appears in a ChatGPT response, a user can open its ChatGPT profile. If an agent is available, the user can choose to start a separate conversation about that business’s products or services.
| Capability | What it provides | Launch scope |
|---|---|---|
| Business claiming | A verified connection between an organization and its ChatGPT business presence | Eligible businesses where ChatGPT is available |
| Information and product updates | Business details and self-service product feeds containing pricing and availability | Claimed, verified businesses, subject to eligibility |
| Aggregated insights | Mentions, website clicks and common discovery topics | Available when activity meets OpenAI’s thresholds |
| Business Agent | A labeled conversation for questions about a company’s offerings | Eligible U.S. ecommerce and online service businesses |
These features give businesses a direct channel for supplying information, but OpenAI’s announcement makes no promise of placement or recommendation frequency. I would treat claiming as a data-quality task first, not as a guaranteed customer-acquisition program. Better information is useful even before there is enough activity to judge commercial results.
How to Claim and Verify Your Business
OpenAI describes a self-service route through Business Hub, plus options for existing customers and Shopify merchants. The documented sequence is straightforward:
- Start the claim in Business Hub. Identify the organization you want to manage.
- Complete verification. OpenAI says businesses can update key details once verified.
- Review and update business information. Check that the information you supply accurately describes the organization and its offerings.
- Add a product feed where relevant. OpenAI supports self-service feeds with pricing and availability.
- Check Business Agent eligibility separately. A successful claim is the starting point, not confirmation that agent publishing is available.
Existing OpenAI Enterprise customers and advertisers can work with their OpenAI representative to claim their business. Shopify merchants can connect their store through Business Hub or the Shopify admin to streamline verification, according to OpenAI.
The published evidence does not provide a complete screen-by-screen walkthrough or a universal verification checklist. The Verge reports that OpenAI uses different verification methods for different businesses, without publicly detailing them. This guide therefore follows the documented sequence, not an independently tested interface.
As preparation, I’d assign an internal owner who can confirm company information and coordinate catalog updates. That is an operational recommendation: verification establishes control, but someone still needs responsibility for keeping the supplied information accurate.
Update Business Data Before Adding an Agent
OpenAI says verified businesses can update key details and add self-service product feeds containing pricing and availability. Those fields have a practical role: a product recommendation is less useful when the price is wrong or the item cannot be purchased.
The announcement also says eligible Shopify merchant products are already integrated into ChatGPT through Shopify Catalog. Connecting a Shopify store is therefore a distinct route worth checking before preparing a separate feed.
The launch announcement does not specify feed schemas, refresh intervals or how quickly an update appears in a response. Businesses should avoid assuming that submitting a change guarantees immediate propagation.
A useful preparation checklist is:
- Identify the authoritative catalog. Decide which system owns current prices and availability.
- Resolve conflicting information. Check for differences between the website, product catalog and material intended for an agent.
- Assign update responsibility. Make catalog and business-information maintenance part of an existing workflow.
- Check the Shopify route if applicable. OpenAI already names a catalog integration and a store-connection path.
These are recommended preparation steps, not additional OpenAI requirements.
My view is that information consistency deserves priority over an elaborate agent personality. If the website, feed and agent context describe different offers, conversational polish cannot resolve the underlying uncertainty. OpenAI’s documented ability to accept current business data is the more immediate operational benefit.
What Aggregated Insights Reveal, and What They Don’t
Business Hub provides three specifically named forms of insight in OpenAI’s announcement:
- Mentions: how often a business is mentioned in ChatGPT.
- Website clicks: clicks through to the business’s website.
- Discovery topics: common themes across conversations in which the business’s website is cited.
Discovery topics could help a company understand whether it is being found for the products or services it intends to emphasize. If the themes differ from the company’s positioning, that is a reason to inspect the clarity of its public and supplied information, not proof that a particular customer misunderstood it.
The privacy boundary is explicit. OpenAI says:
“We don’t share users’ conversations or Business Agent chats with businesses.”
Insights are aggregated and become available only when enough conversations or interactions meet certain thresholds. OpenAI does not publish those threshold values in the announcement.
That has two consequences for business users. First, the dashboard is not a customer conversation inbox. Publishing an agent should not be planned around receiving its chat transcripts through Business Hub. Second, a low-volume business may have limited insight visibility even after completing setup. A missing metric should not automatically be read as zero engagement.
The metrics also describe different activities. A mention is exposure within ChatGPT; a website click is an action that takes someone to the business’s site. Neither, by itself, establishes a sale or qualified lead. Businesses evaluating results would need to distinguish these signals from outcomes measured in their own systems.
The announced privacy protection concerns what businesses receive. It should not be expanded into a claim that OpenAI never processes or retains the underlying interactions; the announcement does not provide that broader assurance.
How Eligible U.S. Businesses Can Build an Agent
Business Agents initially cover eligible ecommerce and online service businesses in the United States. OpenAI says qualifying organizations can build, test and launch an agent after claiming their business. It also plans to expand to more markets and categories, but gives no expansion timetable in the announcement.
The Verge’s reporting adds a useful configuration detail: businesses can specify agent instructions and provide business context so the agent knows how to respond.
Frequently Asked Questions
4 questions
1Can Businesses Outside the U.S. Use Business Hub?
Eligible businesses wherever ChatGPT is available can claim their organization. Business Agents initially have a narrower scope: eligible U.S. ecommerce and online service businesses.
