Businesses in ChatGPT: OpenAI and B2B software discovery

For software vendors, comparison between providers can begin inside an assistant before a buyer visits a website. On November 10, 2026, OpenAI announced Businesses in ChatGPT in beta. Eligible businesses can claim profiles where ChatGPT is available. Business Agents begin with eligible ecommerce and online service businesses in the United States.

Key facts:

• Eligible businesses can claim profiles where ChatGPT is available.
• A verified profile does not guarantee access to a Business Agent.
• The agent conversation is separate from the independent answer.
• Business Hub shows aggregate indicators subject to minimum thresholds.

Why does this matter for software distribution?

Businesses in ChatGPT opens a possible discovery stage before direct contact with a vendor. OpenAI reported 1.2 billion weekly ChatGPT users in its November 10, 2026 announcement, but that number does not measure how many people will see a profile, use an agent or buy software.

For channel leaders assessing Businesses in ChatGPT, the decision starts with the quality of the offer available in the initial comparison. The announcement provides no conversion or revenue figures for B2B vendors and does not show that existing channels will be replaced. If a buyer finds a plan before visiting the website, the company needs a description that matches what its sales team can sell, with the billing period and countries served identified. Incomplete information requires confirmation. A price without a currency or term does not allow a safe comparison, even when the business appears in an assistant's answer. The team should weigh the maintenance effort against evidence obtained after contact, without using the total user base as a reach indicator. The analysis of what buyer agents need to find in software offers helps separate commercial information from exposure.

What changed for buyers with Businesses in ChatGPT?

A buyer can choose to open the profile of a company mentioned in ChatGPT's independent answer. When available, a Business Agent offers an optional, identified conversation separate from the original conversation. It is not an independent recommendation. The agent uses commercial information supplied by the company to answer questions about its offer.

When evaluating software in Businesses in ChatGPT, the distinction between an independent answer and a commercial conversation requires checking whether a stated price applies to the buyer's country, total number of users and intended billing period before taking the proposal to procurement. The choice is optional. According to the OpenAI Help Center, the current Business Agent experience explains products and policies and directs customers to the business website, where they complete actions such as a purchase. Procurement should therefore compare the offer presented with the approved commercial terms on the website and ask the vendor for confirmation when information needed for a decision is missing. A price without a currency or billing period can distort a comparison between plans. An answer produced using company information does not replace a check of the terms applicable to a software purchase.

OpenAI identifies sponsored placements and separates them from ChatGPT answers. The announcement does not state advertising prices or demonstrate that organic placement can be purchased.

How should a vendor prepare an offer before testing the channel?

To assess ChatGPT for businesses as a discovery channel, a vendor should organize verifiable identity, pricing and availability information before publishing it. These are preparation recommendations, not an official list of SaaS fields. Access rules and the accepted format must be confirmed with OpenAI.

The OpenAI Business Agents policy requires up-to-date information and prohibits instructions to invent prices or availability or hide material terms; product and sales teams need to decide who approves and corrects the offer. In data governance, the merchant controls the information and guidance supplied to the agent, not ChatGPT's independent recommendations or access to individual conversations. The business remains responsible for the content. The policy prohibits instructing the agent to share user data or submit forms and purchases without explicit authorization through an approved feature, and permits suspension of agents for noncompliance. Accurate answers are not guaranteed automatically. For software, confirm the accepted schema before preparing feeds, without publishing private quotes as public prices. In agent evaluation beyond the final answer, examining how an agent reached a result helps locate an incorrect term before correcting it.

The roadmap is an internal proposal, not an OpenAI deadline or a promise of return:

1. Within 30 days: confirm who represents the company and gather approved information.
2. Within 60 days: if access is available, test plans, currencies and countries served, separating public prices from private quotes.
3. Within 90 days: if the channel is in use, review available data and decide whether the maintenance effort is worthwhile.

Which costs and data belong in the decision?

The program covers profiles, commercial information, aggregate indicators and agents for eligible businesses, but it does not guarantee higher placement or sales. The official Businesses in ChatGPT page does not provide a complete budget: maintaining the offer, advertising prices and contractual terms need separate assessment before commitments are made.

To evaluate the contract and cost of Businesses in ChatGPT, the company should distinguish content obligations from commercial guarantees. The policy makes the business responsible for the information and instructions supplied, without promising revenue or making the agent an independent adviser. Business Hub presents aggregate mentions and clicks subject to minimum thresholds not quantified in the announcement; those indicators do not provide individual conversations or identify a buyer or their intent. An empty metric does not prove inactivity. Product and sales teams should record who approves corrections, review prices and remove expired terms, even when media costs are unknown. The sources do not allow an estimate of maintenance or implementation hours or a return calculation. Record website visits and deals in the company's own systems, documenting origin only when evidence exists: a click does not prove a sale or automatic attribution. Specific SLA and contractual terms remain unconfirmed.

The matrix compares tasks and gaps, not monetary costs:

Frequently asked questions

The decision to use the new surface depends on access and on commercial data the company can keep accurate. The questions below distinguish profiles from agents and visibility from results, without treating ChatGPT availability as confirmation that all vendors can operate the service.

For an international vendor interested in Businesses in ChatGPT, the first check is regional: verify the rules for the feature the company intends to use rather than applying the announced profile-claiming rule to agents. Business verification alone does not guarantee agent approval, a distinction that prevents a pilot from being promised before the applicable company and country conditions are known. Another check belongs to the buyer. If an answer provides insufficient information, procurement should request current terms from the vendor and distinguish commercial content from the independent answer. The source consulted does not establish universal eligibility for B2B software or provide a schedule for expanding agents to Brazil. Planning the regional channel requires keeping agent access marked as pending and confirming the country served before presenting a proposal or committing to a test.

What is Businesses in ChatGPT?

It is an OpenAI beta initiative in which eligible businesses can claim profiles and maintain information in ChatGPT and, after verification, update data and provide product feeds. Profile eligibility does not guarantee access to a Business Agent, which has its own approval criteria.

Is the Business Agent available in Brazil?

The source consulted does not confirm Business Agent availability in Brazil. OpenAI announced an initial launch for eligible ecommerce and online service businesses in the United States. The broader rule for claiming profiles should not be confused with the rule for agents.

Is the agent independent of the company?

No. The Business Agent uses company information, and its conversation is identified and separate from ChatGPT's independent answer. The user chooses whether to start that conversation when the profile offers agent access. Buyers should confirm material terms before contracting.

What does an empty Business Hub metric mean?

It does not necessarily indicate an absence of activity. The OpenAI Help Center says a cell may be empty when the reporting threshold has not been reached, data is still being collected or the report is unavailable. If the absence persists, the guidance is to contact support.

References and further reading

OpenAI's announcement is the primary source for the launch and its initial limits; the Help Center describes the current experience, and the policy sets obligations for commercial information. These sources do not measure the impact on B2B contracts or replace an assessment of each vendor's terms.

The Businesses in ChatGPT announcement and Business Agents policy are dated November 10, 2026; the Help Center describes the current experience. The sources were consulted on November 12. Independent coverage from The Rundown AI on November 11 confirms the launch, not audited commercial results. The business agreement and OpenAI enterprise privacy page were consulted, but the application of their guarantees to this beta was not confirmed. Program-specific isolation, certifications and retention remained unverified in this review; commitments from other products should not be imported. The blog readings provide distribution and software procurement context, without proving integration with OpenAI. The commercial connection is to Nexforce Marketplace because the impact assessed here concerns software distribution, not model routing.

• OpenAI announcement.
• Business Agents policy.
• Help Center.

Distribution reading: a map for selling SaaS in Latin America and a comparison of software marketplaces.

What is the next step for a vendor in Latin America?

The vendor should confirm eligibility, pricing and availability before assessing Businesses in ChatGPT as a discovery channel. Distribution is a separate decision: considering Nexforce Marketplace for software procurement in Latin America requires checking the specific offer and terms, without assuming contracting or integration in ChatGPT.

Nexforce Marketplace is presented as a route to purchase and manage international software with local payment, but OpenAI's Businesses in ChatGPT announcement does not establish a partnership, catalog synchronization or integration with Nexforce. Each route requires confirmation. At the sales meeting, the team needs to determine who will receive the order, which plan will be delivered in the buyer's country and which payment terms will appear in the proposal, even after preparing discovery information. To evaluate the contracting route, vendor and buyer should verify offer availability and each party's responsibilities without automatically transferring terms from another channel. Before making commitments, the vendor should compare what it presented during discovery with what it can deliver at contracting and choose the channel based on the terms confirmed for that sale.