ChatGPT's new business dashboard: what brands will see

What's been reported so far

Juozas Kaziukėnas, founder of the ecommerce research firm Marketplace Pulse, spotted a banner for the feature and shared a screenshot on LinkedIn on November 6, 2026. He says he first saw traces of it in August. Search Engine Roundtable reported it the same day, and Digiday followed on November 9 with details from two people who know the product.

The dashboard is one part of a larger Business Hub that hasn't launched. OpenAI declined to comment to Digiday, and no launch date has been given. Everything below comes from those early reports, so treat it as a preview.

What claiming your business will let you do

• See how often you show up. Impressions, meaning how many times your business appeared in ChatGPT's answers, and clicks on links to your website. Both are tracked daily and shown on a chart.
• Keep your products and business details current. You add your latest products and update your business information yourself.
• Turn on a business agent. It answers customer questions inside ChatGPT, using details you control.

You'll have to prove you can represent the business first. According to Kaziukėnas, connecting a Shopify store is one way to do that.

What it won't show

• The questions. You'll see how many times you were mentioned, with no list of what people asked.
• Your competitors. No rankings and no benchmarks, so you can't see who gets named when you don't.
• User data. Nothing about who asked.
• Other engines. It's a ChatGPT tool. Google's AI Overviews and AI Mode, Perplexity and Claude aren't part of it.

Kaziukėnas put the limit plainly: the dashboard "won't help understanding why mentions/clicks are increasing or decreasing." It gives you the count, with no reasons attached.

Where ChatGPT ads fit in

The dashboard covers ChatGPT's regular answers, and ChatGPT ads are a separate product. Digiday's read is that OpenAI's ad business may still gain the most: once your visibility is a number you check every day, you'll want it to go up, and a sponsored placement next to the answer is the paid way to try. The other way to grow the count costs nothing per click: make sure ChatGPT can find, read and trust what it needs to recommend you.

What to do before it launches

1. Get your product data consistent. The hub is built around your products and your store connection. Make sure names, prices, sizes and stock match across your site, your Shopify feed and every retailer that sells you. Here's how to find and fix mismatches.
2. Record a baseline now. Ask ChatGPT the 10 questions your buyers ask most and save each answer as a dated screenshot. When the dashboard arrives, you'll have the questions behind your starting number. Here's the method.
3. Track ChatGPT visits in your analytics. The dashboard's click count should line up with the ChatGPT referrals your analytics records. If you set that up now, you can check one against the other. Here's the GA4 and Shopify setup.
4. Claim it once it's official. Watch for the banner inside ChatGPT, and claim your business only through OpenAI's own site.

The count and the questions work together

Google went the same way this year. Search Console's AI report shows how often your pages appeared in AI Overviews and AI Mode, and leaves out the questions. Here's how to read it. Both dashboards tell you whether you're showing up. To learn which questions you win, which brands get named when you don't, and what to fix, someone has to ask the questions and save the answers. That's what an AI visibility audit does, across ChatGPT, Google AI, Perplexity and Claude.

I'll update this article when OpenAI launches the dashboard.

Sources

1. Digiday: ChatGPT is about to show brands their mention count (Nov 9, 2026)
2. Search Engine Roundtable: OpenAI working on ChatGPT tools for business (Nov 6, 2026)