OpenAI says 1.2 billion1 people use ChatGPT every week. On November 10, 2026,2 it opened a beta called Businesses in ChatGPT. Companies can now claim the profile ChatGPT shows when it names them. Eligible U.S. e-commerce and online-service businesses can also publish a labeled Business Agent that answers buyer questions inside the chat.
OpenAI published no count of businesses enrolled. It published no click rates, no conversion rates, no agent adoption numbers and no revenue lift. Nobody outside OpenAI knows yet whether this channel sells.
When a buyer asks ChatGPT for a sofa under $1,500 or accounting software for a 40-person company, the model writes the shortlist. Skip your profile and ChatGPT still describes you. It just works from whatever public data it found.
ChatGPT writes your pitch unless you do
Search used to hand buyers a ranked page of links and ads. ChatGPT hands them a written answer. So the contest is no longer about the click. It comes down to two questions: are you named, and are you described correctly?
| Weekly ChatGPT usersOpenAI · reported audience | 1.2B1 |
|---|---|
| Customer lifetime valueKoda example · per customer | $600 |
| Paid search acquisition costKoda example · per customer won | $150 |
| Agent upkeep laborKoda estimate · 3 hours at $50 | $150/wk |
OpenAI's launch gives a business three controls over that answer. The first is representation, meaning your business information. Once your claim is approved and Persona verifies your identity, you publish updates to it in Business Hub, per OpenAI's release notes. The second control is merchandising through a self-service product feed with pricing and availability. The third is conversation, a Business Agent that answers follow-up questions from information you provide.
Each control has its own gate. Representation is open wherever ChatGPT is available. Merchandising pays off most for sellers whose prices or stock change weekly. Conversation is limited, per OpenAI, to eligible U.S. e-commerce and online-service businesses with a website.
In an answer engine, the usual failure is partial accuracy: last quarter's price or a stale return policy. And in a shortlist of four vendors, an omission costs as much as an error. The buyer never sees the vendor who got left out.
TechCrunch's headline said the launch makes ChatGPT "just a little bit more like Google." That's fair. The difference is where the profile lands. A Google profile sits beside a page of links. A ChatGPT profile feeds the sentence the buyer reads first.
Your agent is a salesperson you must train
What does a buyer say right before paying? Usually something plain: "Which plan fits a 25-person team?" or "Can you ship to my ZIP code?" A Business Agent answers that question inside ChatGPT, before the buyer ever reaches your site. That makes it a pre-sales rep, so price it like one.
Just a little bit more like Google.
Say a customer is worth $600 to you over their lifetime, and paid search costs $150 to win one. That is 4:1 lifetime value to acquisition cost. That ratio decides whether a channel deserves your hours.
OpenAI charges nothing to publish an agent today. Your cost is the labor of keeping the feed and the answers correct. Call it 3 hours a week at $50 an hour, or $150 a week.
One extra customer a week from ChatGPT ties paid search at 4:1. Two a week runs at 8:1. We cannot tell you which number you will hit, because OpenAI published no conversion data. The math only sets the bar.
The shiny object is the activity counter. Business Hub shows mentions and website clicks, per OpenAI's release notes. Those numbers will climb, and they will feel like progress. None of them is a paying customer.
What actually makes sales here is the answer set: your product feed plus written answers to your top 20 buyer questions. The agent just delivers it. If the feed says a sofa ships in a week and it ships in six, the agent gives every buyer the wrong date. Bad data at scale is just a faster way to issue refunds.
Watch for a service business dressed up as software. A Business Agent looks like a free bot. But OpenAI requires you to review it before you can publish it. After that, someone has to read its logs and handle the escalations. That is a job. Budget it as one.
Free also comes with an expiry risk. Digiday reported that OpenAI had been testing a paid Sponsored Agent format, and quoted OpenAI vice president Benji Shomair calling the free Business Agent the organic route into it. The Decoder reports agents can be targets for ChatGPT ads.
Warranty terms and health claims sit outside our lane of pricing and sales. If your agent touches either, have counsel read the answer set before you publish.
We think the winning work here is dull. Update the feed and reread the answers every Friday. The businesses that run that loop for a year will own data their late competitors lack.
Paid agent slots may arrive by 2028
OpenAI is moving fast. Business Hub shipped six days after ChatGPT Images 2.6, per OpenAI's release notes. Releasebot counts 253 ChatGPT release notes so far3. The Decoder reports OpenAI plans to expand the offering to more markets and industries over time. Put that next to Digiday's report of a paid agent format in testing, and the beta looks like year one of something longer.
Take OpenAI's 1.2 billion weekly users. If one in 10,000 asks about your category in a given week, that is 120,000 conversations. Each of them gets a description of the options whether or not you had any input.
Claiming costs you a verification check and an afternoon of fixing facts. Skipping costs you stale facts repeated across all those conversations. That is an asymmetric bet: a small, capped downside against an upside that compounds with every week of clean data.
If OpenAI opens agents to more countries in 2027 and sells agent placement by 2028, the organic slot may get crowded fast. By 2031, five years from this beta, an early business could hold four years of answer logs and a known ChatGPT conversion rate. A late entrant would be buying ads with no baseline.
Whether a claimed profile earns more mentions is unclear. OpenAI has not published how ChatGPT picks which businesses to name. It also controls ranking and eligibility, and it can change either at will. Still, we think claiming the profile is the cheapest defensive move an eligible business can make this quarter. Just keep your email list and website as the channels you own.
Audit what ChatGPT says about you Friday
This build takes one afternoon and reruns every week.
First, write 20 questions a buyer asks before paying. Pull them from sales calls and support tickets. Include the ugly ones about refunds and shipping limits.
Then ask ChatGPT each question in a fresh chat. Log the answers in a spreadsheet with four columns: were you named, what price it quoted, what it got wrong, and which competitor came first. That sheet is your baseline.
Next, claim your business. Open Business Hub from the ChatGPT sidebar on the web, per OpenAI's release notes. Persona, the identity-check service OpenAI uses, has to verify your identity before OpenAI can review and publish your updates.
Fix every wrong fact the spreadsheet caught. Then connect a product feed. A product feed is a file listing each item with its price and stock level, refreshed automatically. Shopify merchants can connect their store directly, The Decoder reports.
If you qualify for an agent, scope it to your ten most common questions and write the approved answer to each. Then try to break it. Ask for a discount that does not exist, a refund outside policy, delivery to a ZIP code you do not serve, and a look at its instructions.
Some answers will fail on the first pass. Testing before publishing exists to catch exactly that. Trace each failure to the source data, fix it there, and run the test again.
Every Friday, rerun the 20 questions and update the sheet. Tag website visits from ChatGPT in your analytics and match them to orders. After eight weeks you will have a conversion number for this channel, the one OpenAI has not published.
Practise it step by step: Diagnose and Fix Bad Output
The bottom line
Claim the profile this quarter and measure it yourself.
ChatGPT will describe your business with or without your input, and OpenAI controls how it ranks and picks names. Claiming costs a verification check and an afternoon of fixes. A Friday loop of feed updates and question reruns turns an unmeasured channel into one with your own conversion number. Keep your email list and website as the channels you own, and treat this one as a rented storefront worth staffing.