OpenAI just introduced Businesses in ChatGPT in beta. The official name is not "Search Console." What shipped is Business Hub: a place to claim a business profile, keep details current and see aggregated insights on how people engage with that business inside ChatGPT. Eligible U.S. ecommerce and online service businesses can also publish a Business Agent.

OpenAI says this connects businesses with the "1.2 billion people who use ChatGPT each week." That weekly-user figure is OpenAI's, not a count we audited. For web teams, the questions are narrower: can we see when ChatGPT cites our site, can we correct stale facts, and what does a platform-hosted agent change about our content workflow?

What Businesses Can Claim And Update

OpenAI's setup guidance says you can claim a business if you own it or are authorized to represent it. You do not need an Ads account or a ChatGPT Enterprise agreement. Eligibility still depends on location, business type and supported verification. Local stores and restaurants can currently claim only an existing U.S. listing. Claiming is initially available to eligible businesses with a website.

Sign into ChatGPT, open Business Hub from the sidebar and search for the business by name. Verification methods include a business phone, a business email, a website-domain DNS TXT record, or a connected Shopify store. Existing OpenAI Enterprise customers and advertisers can work with their representative. Shopify merchants can also connect from the Shopify admin; OpenAI says eligible Shopify products are already integrated through Shopify Catalog.

A successful claim is not the last step. Before you can publish changes, view insights, connect a product feed or create an eligible agent, OpenAI requires identity verification through Persona. The blue check on a profile appears after that Persona review is approved, not merely after the claim. OpenAI reviews and publishes profile updates, which can take time to appear, and ChatGPT may also use other sources.

Once approved, businesses can update a website, description, category, logo, delivery or return policy and optional details. Retailers can connect a product feed — including a Shopify feed or a CSV that follows OpenAI's specification — to share prices and availability. Connecting a feed does not publish an agent and does not guarantee that ChatGPT will recommend the products.

Insights Are Useful, And Narrower Than Search Console

Web teams have been asking for a Search Console-style view of how ChatGPT mentions their sites. What OpenAI shipped is Business Hub Insights: aggregate activity over the past 28 days, covering mentions, website clicks and discovery topics, after claim and Persona verification.

For an online business, a mention counts when ChatGPT references the website; the brand name alone does not. For a local business, a mention counts when ChatGPT shows a result for that location, even if no one opens the listing or visits the site. Discovery topics are common themes in answers that mentioned or cited the business. They do not reveal individual prompts and, OpenAI says, do not directly measure customer intent. OpenAI also says it does not share users' conversations or Business Agent chats with businesses. Insights appear only when activity meets undisclosed thresholds. A blank metric can mean the threshold was not met, data is still being collected or reporting is unavailable — not necessarily zero activity.

Some coverage also mentioned profile views or impressions. TechCrunch listed "profile views, business mentions, website clicks, and other metrics." OpenAI's public Insights help, as we read it on November 10, names mentions, website clicks and discovery topics. We are not treating views or impressions as confirmed official metrics until the help article lists them.

Search Engine Land noted that click data is something Google and Microsoft have not offered in their AI reporting tools. That is Barry Schwartz's comparison, not a product test of ours. Insights is still not a substitute for Google Search Console: it does not report queries, rankings or indexing errors, and OpenAI is clear that claiming a business does not guarantee higher placement or control over ChatGPT's independent recommendations. Appearing in ChatGPT search is a separate issue. OpenAI's crawler documentation says sites that want to be eligible should allow OAI-SearchBot in robots.txt and permit its published IP ranges. Claiming a profile does not replace that.

Business Agents, With A Hard Line On Checkout

After a claim and Persona verification, eligible organizations can build, test and launch a Business Agent. OpenAI limits this, for now, to eligible ecommerce and online service businesses in the United States that have a website and meet the industry rules in its Business Agent policy. Some businesses can manage a profile without being eligible for an agent. Shopify is not required.

When a business appears in a model response, people can open its ChatGPT profile and, if an agent is published, start a clearly labeled conversation that is separate from the original chat and from ChatGPT's independent answers. The agent uses information the business provides, such as product details and return policies. It cannot currently complete purchases, make bookings or check a customer's order; it can explain products and policies and link to the website, where those actions happen.

Businesses can also sponsor a Business Agent and use it as a destination for ChatGPT Ads. Sponsored placements are clearly labeled and are currently limited to selected advertisers in a limited alpha test. Claiming, publishing an agent and advertising are separate. OpenAI has not published a Sponsored Agent rate card, or a Business Hub subscription price, in the pages we reviewed. Digiday reported that OpenAI's VP of monetization, Benji Shomair, described the Business Agent as the "organic," free experience and the sponsored agent as the paid one, and that Hub and agents are free for now, without ruling out a paid model later. We treat that as interview reporting, not a price list.

What This Means For CMS And DevContentOps Teams

This is an answer-engine problem as much as an SEO one. The facts ChatGPT may use — website, description, policies, prices and availability — need a source of truth on your site. OpenAI reviews profile changes and may still draw on other sources, so a stale policy page or an outdated feed can outlive a Hub edit.

For teams already running structured content in a CMS, the immediate work is operational, not a new product integration we can claim: decide who is authorized to claim the profile, who can add the DNS TXT record, and how product and policy fields will stay in sync with any feed you upload. Preview a Business Agent against published content before you hit Publish, the same way you would review a site-side assistant. A conversational layer, such as your own website AI agent, remains a property you control on your own stack; it is not a ChatGPT Business Agent, and we have no evidence of a native integration.

What Web Teams Should Do

1. Claim early, but finish Persona verification. Insights, published profile changes and eligible agents all wait on that second step.
2. Treat DNS and feeds as release work. Domain verification and product-feed URLs belong with the same people who manage DNS, CMS fields and staging.
3. Reconcile Hub metrics with your own analytics. Compare website clicks with ChatGPT referrals, and remember that a blank Insight is not proof of zero activity.
4. Keep canonical facts on the site. Update policies, product data and category copy in the CMS, then mirror them in the Hub. Allow OAI-SearchBot if you want to remain eligible for ChatGPT search results.
5. Review any Business Agent before it talks to customers. Test common questions, especially policy edge cases. Do not expect it to complete checkout or look up an order.
6. Separate organic presence from ads. A sponsored agent is a labeled ad format in limited alpha, with no public rate card we could verify.

Business Hub will not tell you which prompt caused a mention, and it will not replace a CMS. It does give site owners a first-party, if narrow, view of how ChatGPT cites them, and a new place where product and policy content has to stay accurate. That is enough to put it on the DevContentOps checklist this week.