Rumors: OpenAI is building its own Search Console for ChatGPT

OpenAI may be preparing a new analytics platform that allows businesses to track how often they appear in ChatGPT responses, how many visitors click through to their websites, and how their products are presented to potential customers. Screenshots of an unreleased feature suggest the company is developing something similar to Google Search Console, although OpenAI has yet to confirm its existence or announce a launch date.

The reported feature, called "Claim your business in ChatGPT," was spotted by e-commerce analyst Juozas Kaziukėnas, founder of Marketplace Pulse. His findings attracted attention across the search engine optimization (SEO) industry on November 6, including coverage by search journalist Barry Schwartz and commentary from SEO specialist Lily Ray.

According to Search Engine Land's reporting, the tool appears to be part of a larger business management platform within ChatGPT. It could give companies access to information that has historically been difficult to measure: their actual visibility inside AI-generated answers.

The screenshots provide evidence of an interface under development, not confirmation of a finished product.

The interface carries the heading "Claim your business in ChatGPT" and presents three potential capabilities.

First, businesses could monitor how often their names appear in ChatGPT conversations. Kaziukėnas reports that the analytics distinguish between impressions, meaning appearances in AI responses, and clicks on links directing users to a company's website. The numbers are reportedly tracked daily and displayed in charts.

Second, verified companies could add products and update business information. That would potentially allow merchants to maintain more accurate information about their offerings within the ChatGPT ecosystem.

Third, the interface describes a "business agent" capable of answering customer questions using information provided by the business.

That last feature could turn ChatGPT into more than a discovery channel. Customers might be able to ask about specific products, compare available options, and receive answers informed by details supplied by the merchant.

However, the screenshots do not establish how extensively businesses would be allowed to customize these agents, how information would be verified, or whether the agents would be available directly within ordinary ChatGPT conversations.

Kaziukėnas says he first observed signs of development in August 2026. A more visible interface appearing in November suggests work has progressed, although that does not establish when the feature might launch.

For years, marketers have relied on tools such as Google Search Console to understand how websites perform in traditional search results.

Businesses can measure how often their pages appear, which search queries generate traffic, and how many users click through.

ChatGPT presents a different challenge.

When someone asks an AI assistant to recommend accounting software, explain which running shoes to buy, or compare cloud providers, the assistant may mention several businesses directly in its answer.

A company could influence that recommendation through its content, product information, reputation, and online presence. But measuring the effect is considerably more complicated than tracking a traditional Google search result.

This has helped create a growing market for generative engine optimization (GEO) and answer engine optimization (AEO), approaches intended to improve how brands appear in AI-generated responses.

Third-party analytics providers attempt to measure this visibility by testing selected prompts and monitoring responses. But their results are estimates based on the questions, models, and testing methods they use.

A reporting system operated by OpenAI could offer a different kind of evidence.

Rather than relying exclusively on simulated interactions, businesses could potentially see how frequently ChatGPT actually mentions them and whether those appearances generate website visits.

That would make AI visibility easier to evaluate alongside conventional search performance.

Despite the excitement among SEO professionals, the reported dashboard would not necessarily provide the same level of detail as Google Search Console.

According to Kaziukėnas, the interface does not currently expose the prompts responsible for individual mentions or clicks. It also reportedly lacks competitor comparisons, rankings, and individual user data.

That creates an important limitation.

Imagine a software company discovers that ChatGPT mentioned its brand 20,000 times during a month.

Without knowing which questions triggered those mentions, the company might struggle to understand whether people were seeking recommendations, comparing prices, troubleshooting problems, or asking unrelated questions.

An increase in brand mentions would also not automatically mean customers were receiving positive recommendations.

The distinction matters for marketers trying to connect AI visibility with commercial outcomes.

A first-party dashboard could help businesses measure whether their presence is increasing. External monitoring platforms might still be needed to investigate why that happened and how competitors are positioned.

It is also unclear exactly what OpenAI would count as a mention, how it would attribute clicks, or which types of responses would be included.

The reported analytics feature is particularly interesting because it appears alongside tools for managing product information and customer interactions.

OpenAI already has commerce policies governing how merchants participate in ChatGPT shopping features, including requirements against misleading product information and business impersonation.

A system for claiming and managing business profiles could deepen that relationship.

Businesses might eventually use ChatGPT not only as a place where customers discover their products, but also as a platform where companies actively maintain their information, manage customer-facing AI experiences, and measure outcomes.

The available reporting suggests that claiming a business would require verification. One example mentioned by Kaziukėnas involves connecting a Shopify store.

The screenshot also states that users must verify their authorization to represent the business.

Whether the feature would eventually cover publishers, service providers, local companies, or organizations without an online store remains unknown.

Another unanswered question concerns the separation between business-provided information and independent AI recommendations.

Allowing companies to update their product details does not necessarily mean they could influence how prominently ChatGPT recommends them. The screenshots provide no evidence that verified businesses would receive preferential placement.

For an AI assistant that users may depend on for comparisons and purchasing decisions, that distinction could become increasingly important.

For now, the most important qualification is that OpenAI has not publicly announced this reported Search Console-style product.

There is no confirmed release date, pricing structure, eligibility policy, or comprehensive technical documentation.

The currently available information comes primarily from Kaziukėnas's observations and the screenshots circulated among search industry professionals.

Nevertheless, the possible introduction of first-party ChatGPT analytics raises a significant question for digital marketing: how will businesses measure their performance as customers increasingly discover products and services through AI assistants rather than conventional search results?

If OpenAI releases the reported dashboard, companies could gain a new way to answer part of that question using data from the platform itself.

For now, the industry has an intriguing preview, but not yet a product it can depend on.