OpenAI's Business Hub gives brands their first real measure of ChatGPT visibility

Brands could already spend a lot of money finding out what ChatGPT says about them. What they couldn't get was a fairly basic number: how many times real users actually saw them come up.

OpenAI launched Business Hub in beta, a portal where companies can claim their business in ChatGPT, update their information and view visibility stats. Those cover mentions, clicks through to their website and the main topics of the conversations that cite it.

User prompts aren't included. OpenAI executives have made that point over and over: what people type into ChatGPT stays private. Instead, OpenAI shares aggregated themes and releases stats only once a minimum number of conversations or interactions is reached, to keep those conversations confidential.

For marketing teams, that's a big step. Many generative engine optimization (GEO) tools run sets of test prompts through AI assistants, then calculate how often a brand appears, where it ranks or its share of voice. No one really knows whether real users type those prompts.

These tools show how assistants answer specific questions. They don't necessarily show how many consumers ask those questions, or how many actually come across the brand.

Business Hub draws instead on activity OpenAI observes in ChatGPT. That lets a company check whether visibility gains on its test prompts line up with its actual mentions and clicks.

Still, it pays to look closely at what gets counted. According to OpenAI's documentation, a "mention" for an online business means ChatGPT referenced its website. The brand name alone doesn't count. For a local business, a mention means ChatGPT displayed a result for that location.

That detail changes how marketers should read the dashboard: it doesn't capture every time a brand comes up in an answer.

Knowing that your site was cited tells you how visible you are. Knowing the context in which it shows up can help a brand refine its offering and content.

Is a furniture retailer associated with small spaces, with price or with home office setups? Each of those themes calls for different buying guides, different selling points and a different product assortment.

Scope matters here too. The "discovery topics" cover only conversations in which the company's site is cited. They don't reflect every query the company could have answered, so a brand missing from a topic that matters to it can't tell from this tool alone what demand it's losing.

The Google Search Console comparison is useful, but it only goes so far. Business Hub doesn't provide exact queries or a full read on the market or competitors.

Third-party tools still have a role to play: comparing assistants, tracking competitors, auditing answers and identifying the sources cited. But vendors that mainly sell a mention count based on test prompts will need to explain what that count is worth next to OpenAI's first-party data.

A share of voice based on a few hundred questions an agency picked can't be passed off as a brand's real visibility among ChatGPT users.

The two numbers could even move in opposite directions. If users lose interest in its category, a brand can gain ground on the questions it tracks while logging fewer real mentions.

And a rise in mentions still won't prove that a GEO effort caused it. Brand news, seasonality or a change to ChatGPT can also play a part. Business Hub adds a metric for judging the work, but it doesn't answer whether that work drove incremental results.

Business Hub also lets companies update their information and submit product feeds with pricing and availability. Verification is open to eligible businesses whether or not they advertise, and Shopify merchants get a streamlined way to connect.

Jérémy Lacoste, managing director of SEO agency Eskimoz France, offers a useful take on this part of the announcement. He sees Business Hub as "a platform that merges four tools Google and Meta spent years building separately":

The point is having all those functions under one roof, not that Business Hub already matches those tools feature for feature. But it shows why the announcement is about more than GEO reporting.

A brand now has several reasons to log in: checking its visibility, updating a return policy, building out its catalog or setting up an agent that can answer questions about its products.

For OpenAI, each of those tasks is a chance to get information straight from the business and rely less on what it can find on the web.

Verification comes in stages, though. Claiming a listing by phone, email, domain or Shopify doesn't get a business the blue badge, which requires an ID check through identity verification company Persona. Availability also varies by business type and country.

According to OpenAI's documentation, for instance, local stores and restaurants can claim only existing U.S. listings.

The newest piece is Business Agents, available at launch to eligible U.S. e-commerce and online service businesses. A user can start a conversation with a company's agent from its profile. That chat is kept separate from the original conversation and labeled as such. The agent can also serve as the destination for a ChatGPT ad.

For an advertiser, that opens up a fairly clear path: introduce a product, handle objections and compare several items inside ChatGPT, then send the user to its site. For now, though, the agent doesn't handle purchases, bookings or order tracking.

What OpenAI gets out of this is easy to see. The same catalog can feed product discovery and the brand agent's answers, and that agent can then receive ad traffic. Merchants who come to check their stats also find new ways to sell on the platform.

Claiming a business still doesn't guarantee better placement or more sales. Handing over information helps document what a brand offers, but it doesn't give the brand control over ChatGPT's recommendations.

For marketers, the first order of business will still be comparing these stats with the site visits and conversions they already track. But agents add a complication: some questions a brand's site used to answer may now get handled inside ChatGPT, before the click.

So brands will need to track what happens to the visitors who do arrive: how well they convert and which products they buy. Traffic volume alone won't tell them how the channel performs.