Businesses in ChatGPT gives eligible businesses a way to claim an organization profile, update company information, publish product feeds, review aggregated engagement data, and, where eligible, create a Business Agent. For agencies, the practical first step is to confirm the client’s access status and compare the business information submitted to ChatGPT with the client’s website and current records.
Can the Business Claim Its ChatGPT Profile?
Existing OpenAI Enterprise customers and advertisers can work directly with their OpenAI representative. Shopify merchants can connect their store from Business Hub or the Shopify admin.
The OpenAI Help Center’s November 10, 2026 setup guidance lists phone, business email, website domain, and Shopify among the available verification methods. Eligibility depends on the business’s location and type.
Claim approval and identity verification are separate stages. According to the same Help Center article, a claimed business must complete Persona identity verification before it can publish changes, view insights, or create an eligible business agent. Agents have additional requirements and are currently available to eligible ecommerce and online service businesses in the United States with a website.
What Should Agencies Check in the Organization Profile?
According to OpenAI’s announcement, a verified organization can update key details in Business Hub. For an agency review, compare the claimed ChatGPT listing with the client’s current website, business registration details, support contacts, service area, and brand naming conventions.
Flag mismatched business names, addresses, phone numbers, service descriptions, or other details that differ between authoritative records. Ask the business owner to resolve discrepancies involving legal identity, ownership, locations, or material service information before those records are treated as approved.
What Should Agencies Check in the Product Feed?
OpenAI describes product feeds as self-service feeds that can contain pricing and availability. The November 10, 2026 product-feed documentation says feeds must comply with OpenAI’s feed specifications.
Compare feed records with the client’s current product or service database, the purchasable website pages, and the approved commercial terms. Flag missing products, duplicate identifiers, incorrect prices, conflicting availability, outdated descriptions, broken destination links, and products that do not appear on the website.
OpenAI’s product-feed documentation limits feed products to advertising eligibility during the beta. It states that they do not appear in organic ChatGPT conversations, although OpenAI may offer that capability in the future. Agencies should keep feed-based advertising activity separate from organic ChatGPT visibility in client reporting.
What Can Business Hub Analytics Show?
OpenAI lists three initial Business Hub insights: the number of mentions, the number of website clicks, and discovery topics. Discovery topics are common themes across conversations in which the business website is cited.
According to OpenAI’s announcement, insights are aggregated and are only available when there are enough conversations or interactions to meet certain thresholds. OpenAI does not provide businesses with users’ conversations or Business Agent chats, and an insight is released only after enough conversations or interactions meet applicable thresholds.
For client reporting, record the measurement period, the figures available in Business Hub, and any threshold or reporting limitation shown by OpenAI. Treat discovery topics as aggregated themes rather than excerpts from individual conversations. The reports can also be checked against a client’s website analytics record for referral and landing-page activity.
How Does a Business Agent Work?
According to OpenAI’s announcement, an eligible organization can build, test, and launch a Business Agent after claiming its business. A Business Agent is described as a new way to answer questions and help people explore their offerings. A user who sees the business in a ChatGPT response can open its profile and, when a Business Agent is available, begin a separate conversation with follow-up questions.
The agent conversation is labeled and remains separate from the original ChatGPT conversation and ChatGPT’s independent answers. The November 10, 2026 Business Agents Policy says business verification alone does not guarantee agent eligibility. OpenAI considers the business category and the agent’s intended use before allowing publication.
For an agency audit, compare the agent’s business details, product descriptions, prices, availability, qualifications, and links with approved website material. Ask the owner to approve any claims about offerings, prices, credentials, guarantees, fees, conditions, or availability. OpenAI’s policy says information must truthfully represent the business and remain current.
What Does ChatGPT Ads Add?
OpenAI says a business can sponsor its Business Agent and use it as the destination for ChatGPT Ads. Sponsored placements are labeled and separate from ChatGPT responses.
The OpenAI Help Center’s November 8, 2026 advertising guide says ChatGPT Ads supports impression and valid-click billing. Advertisers can select Views for impression-based buying, Clicks to optimize for traffic, or Conversions to optimize toward a supported standard conversion event.
The November 10, 2026 Ads Manager guide says a Sponsored Business Agent can let people ask about products or services, compare options, or follow a link to the website. The guide also says private business information, customer data, passwords, and payment details should be kept out of both fields.
What Has Changed Since Launch?
OpenAI’s October 27, 2026 Sponsored Agents guidance said the format was available only to selected advertisers in a limited alpha test. The later November 10, 2026 Ads Manager guidance said Sponsored Business Agents were rolling out to eligible advertisers over the coming weeks. Agencies should confirm that an advertising account has access before including this channel in a client plan.
The November 10, 2026 product-feed update also confirmed that feed products are eligible for ads during the beta but do not appear in organic ChatGPT conversations. OpenAI may offer that capability in the future.
Client-Ready Business Hub Audit Worksheet
Organization Profile
- Compare the ChatGPT listing with the client’s current website, legal business record, support details, and service documentation.
- Flag differences in business names, addresses, phone numbers, descriptions, locations, or other key details.
- Ask the business owner to approve identity, ownership, location, and material service information.
Product Feed
- Compare each feed record with the current catalog or service list, purchasable website pages, and approved pricing and availability records.
- Flag missing records, duplicate identifiers, incorrect prices, conflicting availability, outdated descriptions, and broken links.
- Ask the business owner to approve feed scope, commercial terms, products, and service areas.
Business Agent
- Compare agent content and links with approved website copy, product documentation, privacy information, support pages, and brand guidance.
- Flag unsupported claims about offerings, credentials, prices, availability, guarantees, fees, conditions, or results.
- Ask the business owner to confirm the agent’s intended use, category eligibility, tone, and limits for unanswered questions.
Analytics
- Record the Business Hub measurement period, mentions, website clicks, discovery topics, and any threshold notice shown in the account.
- Compare the account’s aggregated figures with the client’s existing website analytics record.
- Ask the business owner to confirm which themes and reports should be included in client reviews.
What Is Confirmed Versus Not yet Confirmed?
- Confirmed: Eligible businesses can claim an organization through Business Hub, subject to available verification methods and identity verification with Persona.
- Confirmed: Business Hub includes aggregated mentions, website clicks, and discovery topics.
- Confirmed: Business Agents are available to eligible ecommerce and online service businesses in the United States with a website.
- Confirmed: Sponsored Business Agents are rolling out to eligible advertisers in Ads Manager over the coming weeks.
- Not yet confirmed: Business verification alone does not guarantee Business Agent eligibility.
- Not yet confirmed: Feed products do not appear in organic ChatGPT conversations during the beta, although OpenAI may offer that capability in the future.
- Subject to change: OpenAI’s announcement says it plans to expand Businesses in ChatGPT and Business Agents to more markets and business categories.
FAQ
How Can a Business Claim Its Profile in ChatGPT?
An eligible business located where ChatGPT is available can claim its organization through Business Hub. OpenAI lists phone, business email, website domain, and Shopify as possible verification methods. A claimed business must also complete Persona identity verification before it can publish changes, view insights, or create an eligible business agent.
What Can a Business Manage in Business Hub?
After verification, a business can update key company details, add self-service product feeds containing pricing and availability, and view aggregated mentions, website clicks, and discovery topics when available.
Does Every Verified Business Get a Business Agent?
No. OpenAI’s Business Agents Policy says business verification alone does not guarantee agent eligibility. Eligibility also depends on the business category, intended use, website requirement, location, and applicable policy requirements.
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