By Ryan Edwards, Camino5. November 10, 2026.
OpenAI launched Businesses in ChatGPT today, in beta. Online stores can now claim a profile in ChatGPT, connect a product feed, see how often ChatGPT cites their site, and in the US, publish their own agent. Black Friday is November 27, 17 days from now. If you sell online, claim and verify your profile this week and get your Black Friday pricing into your feed before Thanksgiving.
In October we wrote that the pages and product data shoppers and AI tools find during research need to be accurate and live by early November. That advice still holds. This launch adds a direct way to put that data into ChatGPT and, for the first time, a way to see what happens after it gets there. See Black Friday 2026 in Search and AI Search: What to Do Before November 27.
What launched for online stores
Business Hub is OpenAI's version of Google Search Console and Google Business Profile, for ChatGPT. It lives at chatgpt.com/business-hub. It is free for now. OpenAI has not ruled out charging later.
| Part | What it does | Who can use it now |
|---|---|---|
| Profile | Your website, description, category, logo, cover photo, and delivery and return policies. OpenAI reviews each change before it goes live. | Online stores. Physical locations have limited access in the US. Service businesses are "coming soon." |
| Verification | Ownership through Shopify sign-in, a DNS record, business phone, or business email. Then identity verification with a government ID. | Required to publish changes, connect a feed, see insights, or build an agent. |
| Product feed | Products, prices, and availability through a CSV or JSONL file, or through Shopify. | Standard uploads target the US. Other markets need OpenAI to approve the integration. |
| Insights | Mentions, website clicks, and discovery topics for the past 7 or 28 days. | Verified businesses. Low-volume data may be withheld. |
| Business Agent | A chat that speaks for your brand, built from your instructions and product feed. | Eligible ecommerce and online service businesses in the US. |
Why the timing matters
We do not think it is a coincidence that this launched 17 days before Black Friday, with Shopify built in. More of the holiday shortlist is being built inside AI tools this year, and OpenAI wants the product data to come from the brands themselves.
+130%. Forecast growth in AI traffic to US retail sites this season, with Thanksgiving up 159% and Black Friday up 95%. (Adobe, September 2026)
24%. US online shoppers who plan to start holiday shopping on AI platforms, up from 17%. (Bain, September 2026)
64%. Shoppers using AI for gift ideas who open a separate tab to buy. (PwC, September 2026)
65%. Shoppers who click the brand they already know first when an AI tool lists options. (Bazaarvoice, September 2026)
15%. Merchants with the structured product data AI agents need. (Visa, 2026)
Two things follow. Most shoppers still leave ChatGPT to buy, so your product page has to close the sale. And most merchants are not ready with clean product data, so the brands that are ready this month start ahead.
Shopify stores are already partly in
If you sell on Shopify, eligible products already reach ChatGPT through Shopify Catalog. You can start the Business Hub claim from your Shopify admin, and Shopify sign-in counts as verification. That makes Shopify the fastest path before Black Friday. It does not mean your data is right. Check that your Black Friday prices, stock levels, and shipping cutoffs are what ChatGPT will see.
What Insights will show you during the sale
| Metric | What counts | What it does not tell you |
|---|---|---|
| Mentions | ChatGPT references your website. Your brand name alone does not count. | Which prompts led to the mention, or whether it was a recommendation. |
| Website clicks | Clicks on links to your site from ChatGPT. | Whether the shopper reached your site or bought. OpenAI says clicks do not confirm visits or conversions. |
| Discovery topics | Common themes in conversations where ChatGPT cites your site. | Individual prompts or chats. Share of voice is not part of the beta. |
Pair Insights with your own analytics. ChatGPT adds utm_source=chatgpt.com to its links, so you can track ChatGPT as its own channel in GA4 and compare its conversion rate with organic search. Expect blanks at first. A blank metric can mean activity fell below OpenAI's privacy threshold, not zero. OpenAI has not published the threshold.
The Business Agent, if you are eligible
A shopper sees your brand in a ChatGPT answer, opens your profile, and chooses to start a conversation with your agent. The agent is labeled as your brand's AI and runs separately from ChatGPT's own answer.
It is built from your instructions and your product feed. You cannot bring your own agent.
It cannot complete purchases, make bookings, or look up orders yet. It sends shoppers to your site.
You do not see the conversations.
The same agent can be sponsored as a ChatGPT ad. OpenAI calls the free version the organic experience and the sponsored version the paid one.
You are responsible for what it says, including answers you never reviewed.
Test it before you publish. Ask it your sale dates, discount amounts, shipping cutoffs, and return window, and fix the source data when it gets one wrong.
Rules to know before you load your offers
Make your real offers as strong as you can. OpenAI's Business Agents Policy does not allow invented prices, false urgency, pressure after a shopper says no, or hiding fees that matter to a shopper's question. A feed that shows 40% off when your site shows 25% creates the same problem we described in October: a frustrated shopper and a harder sale.
Read the terms before you connect a feed. To submit a product feed, you agree to let OpenAI's crawlers access your sites and to give up any AI training opt-outs against OpenAI, for your company and its affiliates. Using Businesses in ChatGPT also includes a release of claims related to content on your sites. Have your legal team review the Businesses in ChatGPT Terms before you connect. This is not legal advice.
Do not misclassify your business to get in early
If you sell subscriptions or services, the service option is not open yet. Choosing "online store" to get in early is not worth it. OpenAI's policy requires you to represent your business accurately, and OpenAI can decline a listing, limit features, or restrict a business's access when it finds a problem.
The numbers at a glance
Just to give you an idea of the scope, here are the estimated numbers that AI search can have on this holiday shopping season| Number | What it measures | Source | Date |
|---|---|---|---|
| +130% | Forecast growth in AI traffic to US retail sites, 2026 season | Adobe | September 2026 |
| +95% | Forecast growth in AI traffic on Black Friday | Adobe | September 2026 |
| $12.9 billion | Forecast Black Friday online sales | Adobe | September 2026 |
| 24% | US online shoppers planning to start holiday shopping on AI platforms | Bain | September 2026 |
| 64% | AI gift-idea users who open a separate tab to buy | PwC | September 2026 |
| 65% | Shoppers who click the known brand first in an AI list | Bazaarvoice | September 2026 |
| 15% | Merchants with the structured data AI agents need | Visa | 2026 |
What this means over the next 6 to 18 months
This is a beta, and this season is the first test. OpenAI will add markets and business types, and Insights will likely add more data. The brands that claim and verify now will have a baseline of mentions and clicks from their first Black Friday. Brands that wait will start their history in 2027.
Claiming does not move you up in answers. OpenAI told Digiday that claiming a business "should not have an impact on how frequently it appears." ChatGPT still decides what to recommend from many sources. Your product pages, reviews, and the sites that cite you still decide whether you are in the answer. The profile and feed make sure that when you are, the facts are right.
How to start today
This week (November 10): Have legal review the Businesses in ChatGPT Terms. Claim your profile at chatgpt.com/business-hub or from your Shopify admin. Complete ownership and identity verification.
This week: Fill in your profile: description, category, logo, and delivery and return policies, including holiday shipping cutoffs.
Week of November 16: Connect your product feed. Load Black Friday prices and availability on the dates they take effect. Match them to your site.
Week of November 16: If you are eligible, build your Business Agent. Test it on your sale terms before you publish it.
Before Thanksgiving: Record your Insights baseline. Set up a GA4 channel for utm_source=chatgpt.com.
Cyber Week: Check your feed daily as prices and stock change. Compare ChatGPT clicks with GA4 sessions and orders.
December: Update the feed when the sale ends. Save your Insights data and discovery topics for next year's plan.
The sale lasts a few days. The profile, feed, and data you set up this month will carry into every season after it.
Sources
OpenAI, "Introducing Businesses in ChatGPT", November 10, 2026.
OpenAI, Businesses in ChatGPT Terms, updated November 9, 2026.
OpenAI, Business Agents Policy.
Digiday, Krystal Scanlon, "OpenAI's new business agents give brands a free way into the conversation it's also selling as an ad", November 10, 2026.
Citeme, Alexandre Teillet, "Businesses in ChatGPT", November 10, 2026.
Flavio Copes, "A deep dive into Businesses in ChatGPT", November 10, 2026.
Search Engine Roundtable, Barry Schwartz, "Businesses in ChatGPT Business Hub Live With Click Data", November 10, 2026.
Adobe, 2026 holiday shopping forecast, September 28, 2026.
Bain, PwC, Bazaarvoice, and Visa figures as compiled in ADIN.AI Market Radar, "Black Friday 2026: the season AI finds the deal, but shoppers close it", October 11, 2026.