Industry Insights
ChatGPT's New Business Hub: What It Means for GEO and AI Visibility
For the first time, brands can officially take control of how they appear inside ChatGPT. With the new Business Hub, OpenAI gives companies a verified profile, direct access to product data and the first official statistics on their visibility in AI answers.
More and more prospects ask ChatGPT, Claude or Gemini before they visit a single website. They want to choose a supplier, compare two products or find the right service. The AI does not just list names: it describes each brand, highlights some and leaves others out. Until now, brands had almost no say in that process, and no official data to measure it.
On November 10, 2026, OpenAI announced the beta launch of Businesses in ChatGPT. The program is built around the Business Hub, a management space where companies claim and verify their profile. OpenAI presents it as a new way to reach the 1.2 billion people who, according to the company, use ChatGPT every week. For GEO (Generative Engine Optimization) and AI visibility teams, it is the most important announcement of the year.
Key takeaways
Brands can claim their ChatGPT profile. Through the Business Hub, verified companies update their key information and upload product feeds with prices and availability.
First official AI visibility data. The Hub shows mentions in ChatGPT answers, clicks to your website and the discovery topics of conversations where you are cited.
Brand agents are coming. Business Agents let companies answer users' questions inside ChatGPT, starting with eligible US e-commerce and online service businesses.
Access starts with a waitlist. In this initial push, business managers are invited to join a waitlist.
The data is a start, not a full picture. Statistics are aggregated, threshold-based, and say nothing about how the AI judges your brand.
VizibAI will connect to the Hub. We are building an integration to combine OpenAI's data with deeper answer analysis, and we already use the Hub in our client strategies.
1. Claim your profile: brands finally get a say in ChatGPT
The Business Hub works a bit like a business profile for AI. A company claims its organization in ChatGPT, has its identity verified, and then gets tools to manage what the assistant knows about it.
Once verified, a business can:
Update its key information. OpenAI has not yet published the full list of editable fields, but the goal is clear: stop AI answers from repeating incomplete or outdated details.
Upload product feeds. Merchants can send their own catalogs, including prices and availability, directly to ChatGPT.
Earn a verification badge that signals to users the profile is managed by the brand itself.
Shopify merchants get a shortcut. They can connect their store from the Business Hub or from their Shopify admin, which simplifies verification. Product, price and stock data then flow in automatically through Shopify Catalog. A Shopify store is not required to claim a profile, though.
This answers a long-standing pain point for marketing teams: wrong prices, discontinued products or outdated descriptions circulating in AI answers, with no way to correct them at the source. Data quality and governance now become a direct visibility factor, much like Google Merchant Center for search.
2. The first official AI visibility statistics
This is the part GEO teams have been waiting for. The Business Hub gives aggregated statistics on how users discover and interact with a business in ChatGPT:
Metric | What it measures | Why it matters for GEO |
|---|---|---|
Mentions | How often your business appears in ChatGPT answers | Your raw presence in AI conversations |
Website clicks | Traffic those mentions send to your site | The link between AI visibility and business results |
Discovery topics | Recurring subjects of conversations where your site is cited | The themes the AI associates with your brand |
Until now, most AI visibility tracking relied on simulated prompts: you ask the model questions and observe what it says. The Business Hub brings data from real conversations, straight from OpenAI.
There are limits. OpenAI stresses privacy: user conversations and Business Agent exchanges are never shared with companies. Data only appears once conversation volumes pass thresholds that OpenAI has not disclosed. In practice, a smaller or less-cited brand may see little or no data at first. OpenAI also does not say whether the information a brand supplies changes how often it gets mentioned.
3. Business Agents: a new conversational channel
After claiming its profile, an eligible business can create, test and publish a Business Agent: a conversational agent that answers users' questions based on the brand's product information and policies, following instructions the brand defines.
The user journey works in three steps:
A business appears in a ChatGPT answer.
The user clicks to open its ChatGPT profile.
If a Business Agent is available, the user can start a conversation with it, for example to compare two products.
OpenAI says this conversation is clearly labeled, separate from the original ChatGPT conversation and distinct from the assistant's independent answers. For now, Business Agents are limited to eligible e-commerce and online service businesses in the United States.
Ads are part of the picture too. Businesses can sponsor their agent and use it as a landing page for ChatGPT Ads campaigns, with sponsored placements clearly marked. OpenAI states that advertising does not change how often ChatGPT recommends a business, which makes organic visibility, and therefore GEO, as important as ever.
4. A gradual rollout: join the waitlist now
Businesses in ChatGPT is in beta, and OpenAI calls it a first step. In this initial push, business managers are invited to join a waitlist to access the Hub. OpenAI Enterprise customers and existing advertisers can also go through their OpenAI contact.
The tools are free at launch, though OpenAI has not ruled out charging later. The company plans to extend the program, and Business Agents in particular, to more markets and business categories, without a fixed timeline.
Our advice: join the waitlist today. Brands that get access early will be the first to see real data on how ChatGPT talks about them, and the first to act on it.
Why we're excited: GEO teams get real control
For GEO and AI visibility management, this launch is a turning point. For the past two years, brands have optimized their presence in AI answers from the outside in: publishing citable content, earning mentions in trusted sources and monitoring answers prompt by prompt. All of that remains essential. What changes is that teams now also have direct levers inside the platform.
Concretely, marketing and GEO teams can now:
Fix the source, not just the symptom, by correcting outdated or wrong information directly in ChatGPT.
Keep product data consistent between feeds and website, which becomes a visibility factor in its own right.
Steer content with discovery topics, focusing efforts on the conversations where the brand already appears.
Connect AI visibility to traffic through the click data, a key step toward proving the ROI of GEO.
This is the beginning of a real AI equivalent of the business profile. It rewards brands that treat their data and their narrative as strategic assets.
What the Hub won't tell you
Being mentioned is one thing. Knowing how the AI talks about you is another. The Business Hub counts your mentions, but it does not tell you whether they are positive or negative, which competitors appear next to you, or which sources the AI relies on.
Our recent study on how AI perceives French banks shows why this matters. We analyzed 9,331 AI statements about 51 financial players across five assistants. Traditional banks were mentioned often, yet 26% of those mentions were negative, compared with 11% or less for every other category. Pricing alone drove 36% of everything the AI said about the sector, and 45% of the negative statements. A mention counter would have shown strong visibility; only answer analysis revealed the problem.
That is why sentiment is one of the six key indicators for managing your AI footprint, alongside visibility rate, share of voice, recommendation rate, cited sources and AI market share. Mentions and clicks from the Business Hub cover part of this picture. The rest still requires dedicated analysis.
Coming soon: Business Hub data in VizibAI
We are building a connection between the Business Hub and the VizibAI platform. The goal is to bring OpenAI's first-party data and our in-depth answer analysis together in one place.
Once connected, VizibAI will let you:
Cross-check official mentions with our multi-model tracking across ChatGPT, Claude, Gemini and Google AI Overviews.
Add sentiment and narrative analysis on top of raw mention counts, to see how the AI actually qualifies your brand.
Compare your share of voice with competitors on the discovery topics that matter for your market.
Turn insights into a GEO roadmap, with prioritized actions on content, sources and product data.
We will share more details as the integration rolls out.
Already part of our client strategies
We are not waiting for the full rollout. Our team has already started integrating the Business Hub, and the information it provides, into the GEO strategies we build with clients. Here is what we recommend marketing and communication teams do now.
Get on the waitlist and prepare verification. Identify who in your organization will own the profile, and gather the documents and information needed to claim it.
Audit what ChatGPT says about you today. Before you update anything, map the current narrative: which facts are wrong, which strengths are missing, which competitors appear alongside you.
Clean up your product data. Prices, stock and descriptions must match across your feeds, your website and third-party sources. Inconsistencies now cost visibility.
Plan for discovery topics. Once the data arrives, use the topics where you are cited to guide your content roadmap, and identify the topics where you should appear but don't.
How does ChatGPT describe your brand?
The Business Hub will tell you how often you are mentioned. Knowing whether those mentions help or hurt you is another matter. To understand which indicators really count, read our guide to the GEO metrics that matter.
Want to know where you stand today? Request your free AI audit and start seeing how ChatGPT behaves with your brand, or book a demo with our team. You will be ready the moment your Business Hub access opens.
