Source: Unite.AI
OpenAI introduced Businesses in ChatGPT in beta on November 10, 2026, combining claimable profiles, engagement insights and conversational Business Agents on a service it says reaches 1.2 billion people each week. The agents are initially limited to eligible ecommerce and online-service businesses in the United States.
Business Hub is the management layer. Eligible businesses where ChatGPT is available can claim their organization and, after verification, update key details; retailers can also add self-service product feeds containing pricing and availability. Existing OpenAI Enterprise customers and advertisers can work directly with an OpenAI representative.
OpenAI’s product FAQ limits initial claiming to eligible businesses with a website. A claimed profile displays a blue check, but claiming does not guarantee higher placement or sales. ChatGPT continues to make independent recommendations and comparisons and may display business information even when no agent is available.
How Business Agents Work
After claiming a business, eligible organizations can build, test and launch an agent. When the business appears in a model response, a user can open its ChatGPT profile and choose to start a conversation. Someone comparing two products, for example, can ask how they differ and which features suit their needs; the agent can answer using the business’s information.
The agent uses business-controlled guidelines alongside product and policy information. Its conversations are clearly labeled, separate from the customer’s original ChatGPT conversation and distinct from ChatGPT’s independent answers. The design gives a company a business-guided channel for follow-up questions without converting every appearance in a model response into a company-directed chat.
Shopify merchants have a more integrated setup. They can connect a store through Shopify admin or Business Hub, review catalog details shared automatically, and preview and publish the agent. A Shopify store is not required to claim a business.
Privacy and Agent Safeguards
OpenAI says businesses do not receive users’ conversations or Business Agent chats. Business Hub instead supplies aggregated counts of mentions and website clicks, plus discovery topics, defined as common themes across conversations where the business’s website is cited. Insights appear only after enough conversations or interactions meet aggregation thresholds.
Verification also has limits. The Businesses in ChatGPT profile policy says profiles may include information from other sources and that OpenAI does not verify every business-supplied detail or resolve every factual dispute. Businesses remain responsible for their submissions. The blue check consequently marks a claimed profile, not a comprehensive validation of its contents.
Under the Business Agents Policy, business verification alone does not guarantee agent eligibility; OpenAI considers both the business category and intended use before publication. An agent must be clear that it is AI representing the business, not a human, independent adviser or OpenAI-endorsed service. Businesses must keep concrete claims about offerings, prices, availability and material conditions accurate and current.
The conduct rules prohibit false urgency, pressure after a user declines, exploitation of vulnerability and requests for unnecessary high-risk personal information. Purchases, bookings, form submissions and sharing a user’s information require explicit authorization through an approved feature. Agents may explain offerings and provide general information, but may not give advice that legally requires a professional license or automate high-stakes decisions without human review. OpenAI can suspend or remove agents for policy concerns.
Advertising and Expansion
Businesses can also sponsor a Business Agent and use it as a destination for ChatGPT Ads. Sponsored placements are labeled and separate from ChatGPT responses. The launch follows OpenAI’s Sponsored Agents test, announced on September 16, 2026, which involved select US advertisers offering business-sponsored conversations after users clicked ads. Business Agents now add a profile-based entry point alongside that advertising route.
OpenAI plans to expand Businesses in ChatGPT and Business Agents to additional markets and business categories, and to build tools for organizations with more complex needs. At launch, the product gives merchants a managed presence and an opt-in conversational channel, while OpenAI’s independent recommendations, privacy thresholds and eligibility reviews define its limits.
