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ChatGPT Business Profiles: OpenAI Just Built Its Google Stack

Profiles, product feeds and ads now live in one hub. What it is, what nobody knows yet, and why you should claim yours this week.

The ChatGPT Business Playbook — part 1 of 2

Neural Partners6 min read

For twenty years, “claim your listing” meant one thing: Google. On November 10, 2026, it started meaning two.

OpenAI launched Businesses in ChatGPT in beta. The headline feature is a verified Business Profile you claim through a new tool called Business Hub. We claimed ours the same week. It took about an hour, most of it waiting on DNS.

The profile is the least interesting part. Look at what sits around it.

What actually launched

Business Hub does four things as of November 14, 2026:

  • Profile. Claim your business, verify it, and control the category, description, contact details, logo, cover photo, delivery and return policy that ChatGPT shows when it mentions you. Verified profiles carry a blue badge.
  • Insights. Aggregated counts of how often ChatGPT mentions you and how many clicks it sends to your site. OpenAI says businesses never see private conversations, and numbers only appear above a reporting threshold.
  • Products. Upload a product feed with prices and availability so ChatGPT can use structured catalog data instead of guessing from your pages.
  • Business Agent. Eligible US ecommerce and online service businesses can build an agent that answers customer questions inside ChatGPT, and that agent can be the destination for a ChatGPT ad.

Unlike Google Business Profile, you do not need a storefront. Online-only businesses are eligible.

This is the Google stack, rebuilt in one hub

Line it up:

Google OpenAI
Business Profile Business Profile in Business Hub
Merchant Center feed Product feed in Business Hub
Google Ads ChatGPT Ads Manager
Business Agent (Merchant Center) Business Agent (Business Hub)

Google spent two decades assembling those pieces across separate products. OpenAI shipped its version of all four inside a year, and wired them together on day one: the profile verifies you, the feed describes what you sell, the agent talks to the customer, and the ad pays to put that agent in front of them.

That is a company going straight at Google’s commercial core.

Every assistant is getting a business layer

OpenAI is not first. It is the latest. Here is the field as of November 14, 2026:

Company Business profile Product feed Where it shows up
Google Business Profile Merchant Center Gemini, AI Mode
Microsoft Bing Places for Business Microsoft Merchant Center Copilot
Meta Facebook, Instagram and WhatsApp business profiles Commerce Manager catalog Meta Business Agent
Apple Apple Business (formerly Business Connect) No product feed Siri, Maps, Spotlight
SpaceX (X and Grok) X Premium Business X has a shop catalog. Whether it reaches Grok is unconfirmed Grok
OpenAI Business Profile Business Hub feed ChatGPT
Anthropic Not yet Not yet Claude

The pattern is the same everywhere: a verified identity, a structured catalog, and an assistant that reads both.

Claude is the open row, and we expect it to fill. Nothing is announced, so this is our prediction, and we hold it with high confidence. Anthropic has said Claude will stay ad-free. A profile is not an ad. It is identity. Any assistant that recommends a business, or acts for a customer with one, needs to know the business is real, who speaks for it, and what its hours, policies and catalog are. Anthropic published commerce agent blueprints in September. A verified business record is the piece those agents need next.

Where the companies differ is what they are chasing. OpenAI is going after Google: profiles, feeds, ads. Anthropic is going after Microsoft: the same day Business Hub launched, it shipped Claude Meetings, Whiteboards and Sheets on top of Docs and Slides. One wants to be where people find and buy things. The other wants to be where people do their work.

Your customers will use all of them. That is the practical point. The work you do on your ChatGPT profile now (clean identity, current policies, a structured catalog) is the same work every row in that table asks for. Do it once, well, and reuse it.

What nobody knows yet

This is a beta that is days old. The honest list of unknowns is long:

  • Does claiming improve visibility? OpenAI says claiming does not guarantee better placement. ChatGPT still makes its own recommendations. What a complete, verified profile is worth compared to an unclaimed one is unmeasured.
  • How much does the feed matter? A feed gives ChatGPT clean prices and stock. Whether fed products get recommended more often is not something OpenAI has stated.
  • Local businesses. Stores and restaurants with existing US listings can claim them. New physical-location profiles have been reported hitting a waitlist. Multi-location management is thin: each location is claimed on its own.
  • Where ads and profiles meet. Today the profile is free and the ads are separate. Whether profile data starts shaping ad delivery, the way Google’s does, is an open question.
  • What it costs later. The profile is free now. Nothing public says which features stay free.

Where this goes next: payments

Three days after Business Hub, on November 13, OpenAI launched ChatGPT Wallet. It is limited for now: US Pro subscribers with an eligible US card. Here is how it works, per OpenAI’s developer docs and launch coverage:

  • The customer saves a card once and approves each purchase inside ChatGPT.
  • The merchant receives a one-time network token from Visa, Mastercard or American Express, not the card number.
  • The purchase completes on your existing checkout. ChatGPT’s cloud browser goes to your site and buys on the customer’s behalf, or a plugin does it through structured actions. OpenAI says no Wallet-specific integration is required.

This is OpenAI’s second attempt. Instant Checkout launched in September 2025 on a protocol OpenAI built with Stripe, and was retired in March 2026.

Now put the pieces next to each other. OpenAI has your verified identity. It has your products, prices and stock. It has your delivery and return policy. And it has the customer’s payment credential. That is everything needed for a person to buy from you without ever opening your website themselves.

Our read, and it is a read: verified businesses with clean feeds are the ones an agent can most confidently complete a purchase with. OpenAI has not said a verified profile is required for Wallet. We have not tested Wallet ourselves yet because it is not on our account. We will write that post when we have.

Your website matters more, not less

Here is the part most coverage skips. The customer may never visit your site. The agent has to.

Wallet runs through your real checkout. If your firewall or CDN blocks ChatGPT’s browser, the sale fails. OpenAI’s own docs warn that fraud tools tuned to catch bots can flag its browser and cause purchases to fail, and tell merchants to check their security settings for unintended blocks.

So “is my site ready for agents” stopped being a thought exercise this week. It is now a step in OpenAI’s setup guide.

We built a free check for this. The Agent Readiness Analyzer fetches your homepage the way an agent would and tells you whether agents can act and transact with your business. It takes about fifteen seconds and changes nothing on your site.

Why claim it anyway

Because the downside is an hour and the upside is unknown in your favor.

Every platform that has built a listing layer has eventually rewarded the businesses with complete, verified, current data. We cannot promise OpenAI will. We can say that the businesses that claimed Google listings in 2006 did not regret it, and that right now your competitors’ profiles are sitting unclaimed too.

Four things to do this week:

  1. Claim and verify your profile. The owner has to do this personally. It requires a government ID check, and we think that is the right design. Your agency should be invited in, not handed the keys.
  2. Get your product data in order. If you sell physical goods, the feed is where this gets real.
  3. Check that agents can use your website. Run the Agent Readiness Analyzer. It is free.
  4. Decide on ads before the holidays, not after. New advertisers can earn a $500 ad credit through December 31, 2026.

We wrote the step-by-step for the first two: How to claim your ChatGPT Business Profile and share it with a partner. Part two of this series covers the ads.

This will change fast. We will update this post when it does.

Facts in this post are as of November 14, 2026, from OpenAI’s launch materials and developer documentation, press coverage of the launch, and our own setup of the Neural Partners profile.