OpenAI Is Testing a ChatGPT Search Console: Brands May Soon See How Often They Are Mentioned in AI

Introduction

How many times was your brand mentioned in ChatGPT answers last month? How many people clicked through to your website from those answers?

As of now, most businesses have no official way to get those answers from OpenAI. According to a December 2025 Search Engine Journal report, only a small number of publishing partners had received impression and click reports from OpenAI. Everyone else has had to run repeated queries themselves or rely on estimates from third-party tools.

A screenshot shared on November 6 could change that.

01 | What the Screenshot Reveals

On November 6, 2026 (U.S. time), Juozas Kaziukėnas, founder of ecommerce research firm Marketplace Pulse, posted a screenshot of a ChatGPT interface on LinkedIn. Barry Schwartz of Search Engine Roundtable followed up that day, reporting that OpenAI was working on a business tool resembling Google Search Console and Bing Webmaster Tools.

The screenshot shows a “Claim your business in ChatGPT” banner with three features:

1. See how your business shows up:Track how often your business is mentioned in ChatGPT conversations.
2. Show customers what you offer:Add your latest products and keep your business information up to date.
3. Help customers make decisions:Let your business agent answer customers’ questions with context you control.

Before claiming a business, users must verify that they are authorized to represent it. Kaziukėnas added several details in his post:

• Two metrics are tracked:impressions— how often the business appears in ChatGPT answers; and clicks— how often links to its website are clicked. Both are recorded daily and displayed in charts.
• The tool is part of a larger Business Hub, available only to businesses with verified ownership. Connecting a Shopify store was one example he gave.
• He first saw an early version of the feature in August. With the banner now appearing, he believes a launch may be near.
• It does not show prompts or user data, nor competitor comparisons or rankings.

Veteran SEO Lily Ray captured the reaction on X that day:

But there are important caveats:

• OpenAI has not announced the feature. According to Digiday’s November 9 report, OpenAI declined to comment.
• There is no launch date, list of supported countries, or pricing. A launch “soon” is Kaziukėnas’s assessment, not a confirmed plan. The interface may change or may never launch.
• No public business-claiming entry point currently exists. Be cautious if someone offers to sell you a “ChatGPT business claiming service” today.
• Do not confuse this with ChatGPT Business, OpenAI’s workplace subscription product. It is separate from the business dashboard discussed here.

02 | Part of a Bigger Picture

Looking at OpenAI’s business-focused moves over the past year makes the direction clearer.

• 2025-09-29 Instant Checkout and ACP launch.Instant Checkout launched alongside the Agentic Commerce Protocol (ACP).
• 2026-02 ChatGPT ad testing begins.An initial pilot launched in the United States.
• 2026-03-24 Shift from in-chat checkout to product discovery.Shopify and Etsy merchant catalogs were already integrated automatically; other merchants could apply to submit product feeds. The official merchant page said shopping was available only in the U.S. and a self-service merchant platform was planned for later in the year.
• 2026-09-16 Sponsored Agents testing.After clicking an ad, users could chat directly with a brand’s agent. Testing was limited to a small number of U.S. advertisers, and OpenAI emphasized that these conversations were separate from ChatGPT’s independent answers.
• 2026-10-21 Ads expand to 89 countries.OpenAI said the program had been live for over eight months and had attracted more than 100,000 advertisers.

On the paid side, advertisers already have dashboards and reporting. On the organic-answer side, ordinary businesses have had no official data. Business Hub could fill that gap.

Digiday offered a more direct interpretation: Google first drew businesses in with Business Profiles and Search Console, then sold them ads. OpenAI may be following a similar path. This is the publication’s view, not an OpenAI statement. The relationship between the business agent shown in the screenshot and paid Sponsored Agents is also unknown.

03 | Google and Bing Got There First — but Only Partway

The idea of a “business agent” is not unique to OpenAI. Google launched Business Agent on January 12, 2026, letting users talk directly to brands in search results. According to Merchant Center documentation, qualifying businesses must be U.S.-based ecommerce merchants with a verified Merchant Center account, at least 50 approved free product listings, and a claimed brand profile. The “claim your business + business agent” combination in the ChatGPT screenshot follows a similar concept.

The broader point remains: there is no single unified “AI Search Console.” Each platform offers different metrics and definitions. You cannot infer one platform’s performance from another’s figures.

04 | Three Questions Worth Asking Now

1. Official data may tell you whether something happened, but not why.Without prompts or competitor data, you may see a chart rise or fall without knowing which questions stopped mentioning you or which rival replaced you. Kaziukėnas himself noted that external prompt monitoring would be needed alongside this tool to assess whether a GEO/AEO strategy is working.
2. “Mentions” have not been defined.PPC Land raised several unresolved questions: Does an “impression” mean a brand name appears in the answer, or that a webpage is cited? How are repeated appearances within one conversation counted? Do product cards and sidebar links count? A mention is not the same as a citation, and a citation is not necessarily a recommendation. Once the tool launches, check its definitions before comparing it with your own data.
3. Clicks are only part of the impact.Someone might discover your brand in ChatGPT, then search for it on Google. That visit would be attributed to search rather than a ChatGPT click. As relayed by PPC Land, Similarweb data from June 2026 indicated that 55.9% of AI-influenced visits arrived through search. Low ChatGPT click numbers therefore do not necessarily mean low impact.

There is also a practical question for businesses expanding internationally: the only publicly shown verification method so far is connecting Shopify. How B2B companies, manufacturers, and service businesses without online stores will verify ownership remains unknown. ChatGPT shopping is also currently available only in the United States.