ChatGPT now shows brands their mentions. Here's what the count misses for CPG brands

On Tuesday, OpenAI opened a front desk for brands inside ChatGPT. It's called Business Hub. You claim your business, verify it, fix the details ChatGPT shows, connect a product feed and, for the first time, see how often ChatGPT mentions you and sends clicks to your site.

Most CPG brands should claim their profiles this week. But read the fine print on that mention number before anyone puts it in a board deck. For a brand that sells mostly through retailers, it will probably look smaller than your real presence in ChatGPT, and the reason is in OpenAI's own help page.

What did OpenAI launch on November 10?#

Businesses in ChatGPT is a beta with two parts. Business Hub is open to eligible businesses wherever ChatGPT is available. Business Agents, a branded chat that answers questions about your products, is limited for now to eligible U.S. ecommerce and online service businesses with a website. OpenAI says ChatGPT has 1.2 billion weekly users.

Both are free at launch, Digiday reported after a briefing with Benji Shomair, OpenAI's vice president of monetization. He didn't rule out charging later. Here's what each piece does and who can use it today.

How does Business Hub count a mention?#

This is the part to read twice. According to OpenAI's setup guide, for an online business "a mention counts when ChatGPT references the business's website. The brand name alone doesn't count." An OpenAI spokesperson put it more bluntly to Digiday: "Just naming the brand doesn't count."

The other numbers have limits too. Website clicks are clicks on links from supported ChatGPT surfaces, not completed visits or purchases. Insights cover the past 28 days. Low counts are withheld, and a blank metric doesn't necessarily mean zero. Discovery topics are themes from answers that cited your site, not the prompts people typed. And per Digiday, "share of voice isn't part of this beta."

Why will a CPG brand's mention count look low?#

Because ChatGPT's product answers lean on retailers, not brand sites. When we looked at Findrix's October study of U.S. buyer questions, the most-cited domains in ChatGPT answers were retailers, Reddit and a few reference sites. No manufacturer's own site made the top eight.

Picture the common case. Someone asks ChatGPT for a fragrance-free body wash for sensitive skin. ChatGPT names your brand and links to the Ulta or Target listing. That's a reference to the retailer's website, not yours. In Business Hub, that answer most likely never shows up as your mention.

So treat the number as a floor. It tells you how often ChatGPT sends people to your own site, which matters if you sell direct. It does not tell you how often ChatGPT recommends your products. Those are different questions, and for most CPG brands the second one is bigger.

Still, a floor from the source is worth having. Farhad Divecha, group CEO of Accuracast, told Digiday that visibility tools have been working from approximations, and he wants to see "how far off these tools were from the actual data from ChatGPT." Fair test. Compare OpenAI's count with whatever you track today, on the same 28 days, before you trust either.

One more CPG wrinkle. OpenAI says each distinct brand is managed separately, and central management across a parent company's brands isn't available yet. A house with 30 brands has 30 claims, 30 identity checks and 30 dashboards.

Should a CPG brand publish a Business Agent?#

If you have a direct-to-consumer site with real product questions, probably yes. The agent answers from information you supply, such as product details and your return policy, and sends shoppers to your site to buy. It can't complete purchases, make bookings or check an order. You also can't bring your own bot: "We aren't allowing folks to bring their own agents," Shomair told Digiday.

That handoff matches where shoppers are. Circana data reported by FoodNavigator on November 10 shows people use AI to compare far more than they let it buy.

Circana's Kiara Barrett said "many AI trust problems are actually product data, pricing and inventory problems." That is the real risk with an agent. It will repeat whatever you feed it, so a stale price or an old pack count becomes your brand saying something wrong in your own voice.

Read the Business Agents Policy before you write instructions, especially in supplements, baby or consumer health. The agent can't give advice that legally requires a professional license, can't ask for unnecessary health details, and can't invent prices, reviews or results. Verification alone doesn't guarantee your category gets an agent.

The paid version can wait. A sponsored agent uses the same agent as an ad destination, and it's still a limited test. Our read of the first ChatGPT ads sales data still holds: fund the organic answer first.

How did ChatGPT shopping get here?#

OpenAI's merchant page says it is building "a merchant platform for self-serve data integration later this year." Business Hub, with self-service feeds, looks like that platform. Here's the short history.

Note that ranking factor from October. ChatGPT considers whether a merchant is the maker of an item, which we covered in our post on merchant ranking. A verified profile with a clean feed is the plainest way to tell ChatGPT you are the maker. OpenAI is careful to say claiming doesn't guarantee more visibility, and Shomair said it "should not have an impact on how frequently it appears." He also said clearer information could help ChatGPT surface a business in more relevant conversations.

What should CPG brands do this week?#

1. List every brand you need to claim. One claim per brand. Start with the ones that have a shoppable site.
2. Line up verification now. Domain verification needs a DNS TXT record, which usually means IT. Persona may ask for a government ID and business registration. Decide who the admin is and add your agency as a teammate, not with a forwarded invite.
3. Fix the profile fields. Website, description, category, logo, delivery and return policy. These are the facts an agent will quote.
4. Connect a feed that matches your retailers. Same GTINs, pack sizes and prices as your top retail listings, so ChatGPT can tell they're the same product.
5. Test the agent with real questions. Pull 10 from customer service: allergens, sizes, subscriptions, returns. Publish only when every answer is right.
6. Benchmark the count. Put Business Hub's 28-day mentions next to your own tracking, and track retailer citations separately.

Business Hub shows only the slice of ChatGPT that points at your own site. Our free SKU audit shows the rest: whether ChatGPT, Gemini, Perplexity and Google recommend each product you sell, and which retailer or publisher they cite when they do. The Searchpanel homepage explains the score, our glossary covers AI share of voice and AI citations, and if you want help setting up Business Hub across a portfolio, book a demo.