OpenAI launches Business Hub: businesses see clicks from ChatGPT, but not the queries

For the past couple of years, "optimization for AI search" (GEO) has felt like fortune-telling: you don't know whether ChatGPT cites your site, in which conversations, or whether it brings anyone in at all. On November 10, OpenAI took a first step toward changing that. The company launched Businesses in ChatGPT in beta: a Business Hub dashboard with statistics and a dedicated AI agent that talks to customers on behalf of the brand.

What a business gets

The starting point is the company profile. It has to be claimed, meaning you confirm your connection to the business via phone, corporate email, website domain or Shopify. After approval, a representative separately goes through identity verification via Persona. Only after that can you edit details, view analytics and create an agent. A ChatGPT Enterprise subscription and an ad account are not required. Shopify stores can connect through Business Hub or the Shopify dashboard and upload product feeds with prices and availability.

The main thing for marketing is the built-in analytics. Business Hub shows three things: company mentions, clicks on links to the site, and discovery topics, that is, general conversation themes where ChatGPT cites your site. A mention is counted differently depending on the business. For an online business it is a link to the site in an answer; for a local one it is the appearance of its location.

Imagine an online coffee machine store. Before, it could only manually ask the chat "which coffee machine should I buy" and see whether it showed up. Now it will see an aggregated picture: in which topics it was cited and how many click-throughs resulted.

This analytics has hard limits:

• a click does not prove a visit or a purchase;
• the data is aggregated only; individual user queries and conversations are hidden;
• the beta has no share of voice metric, so you cannot assess your share of answers relative to competitors.

Business Agents: convenient, but closed

The second part of the launch is more interesting for product managers. If a company appears in an answer, the user can open its profile and start a separate dialogue with the agent. The dialogue is clearly labeled, and under OpenAI's rules the agent must disclose that it is an AI representing the company. It answers based on the knowledge base, system instructions and product feeds that the business uploaded.

The key detail: you cannot connect your own agent via API or webhook. According to Digiday, OpenAI itself creates and runs the agent inside its own infrastructure. The business brings the materials, while the logic, hosting and answer quality stay on the platform's side. Business Agents themselves are currently available only to eligible e-commerce and online service companies in the US. For local shops and restaurants, according to VentureBeat, only existing listings in the US work for now.

There is monetization too: a Business Agent can be used as a destination for ChatGPT Ads. Such placements will be labeled and separated from regular answers. OpenAI explicitly states that claiming a profile or having an agent guarantees neither a higher position in recommendations nor sales.

What to do about it in practice

First: if you are in the US and sell online, claim your profile now, while it's in beta. Identity and domain verification takes time, and the analytics gives you at least some baseline.

Second: put your product feeds and knowledge base in order. The agent will answer customers from them, so outdated prices and availability will turn into bad answers on your behalf.

Third: don't trust clicks as a sales metric. Tag traffic from ChatGPT with your own UTM tags and reconcile it with your own analytics, otherwise you will be optimizing something that cannot be tied to revenue.

Fourth, for those building AI advisors for e-commerce: you now have a platform competitor sitting right at the user's point of entry. It is closed to external integrations, and this is a strategic risk for startups in the niche.

A sober view of the deal is this: businesses get visibility and a little data, while OpenAI gets clean structured feeds, knowledge bases and a share of the conversations that used to happen on websites. For now it is a beta with limited geography, but the model is clear. If organic presence in answers eventually gives way to paid placements, dependence on the platform will become very noticeable. So don't hand Business Hub your only channel and the only copy of your customer knowledge.