OpenAI turns ChatGPT into a consumer discovery engine

OpenAI launched the Business Hub this week, a self-service beta dashboard that lets companies create verified profiles inside ChatGPT — a clear move to transform the AI assistant into the next place consumers will research brands before buying. The feature, which mirrors Google Business Profiles, brings identity verification, company data management, and for eligible US stores, the ability to launch Business Agents: autonomous AI agents that answer customer questions using only information provided by the company itself.

What the Business Hub offers

The Business Hub serves as a control center for businesses wanting to appear in ChatGPT in a verified, controlled way. After verification — which can be done via Shopify integration for merchants, or through an OpenAI representative for existing Enterprise customers — companies can:

- Create and update their profile, including product feeds with pricing and availability - Launch a Business Agent (for eligible US e-commerce and online service businesses) that answers user questions using only official company information - Track organic metrics, including how often the company is mentioned in ChatGPT responses, referral clicks to the company website, and common discovery topics

Conversations with the Business Agent are explicitly labeled and kept separate from ChatGPT's autonomous responses, so users know when they're talking to a brand representative versus OpenAI's own AI. The company itself does not get access to user conversations with the Business Agent.

Why this matters

OpenAI's move reveals a broader strategic shift. In March 2026, the company shut down shopping checkout in ChatGPT after a few months — the experiment didn't take off. But the lesson OpenAI seems to have drawn isn't that conversational shopping doesn't work, but rather that the real value is in discovery, not transaction. Instead of trying to sell products directly (like Amazon does), the Business Hub positions ChatGPT as the Google Business Profile of the AI era: the place where consumers discover, compare, and decide — and then buy elsewhere.

The numbers are telling: OpenAI claims ChatGPT has 1.2 billion weekly users and that search volume on the platform accounts for roughly 20% of Google's volume. However, direct referral traffic remains modest — Ahrefs studies estimate ChatGPT's share of referral traffic at just 0.21%, compared to nearly 40% for Google. This suggests the Business Hub's real value may lie in a deferred effect: per Similarweb data, 55.9% of visits influenced by ChatGPT recommendations occur through subsequent brand searches, not direct clicks.

The connection to the ads ecosystem

The Business Hub doesn't exist in isolation — it fills the organic gap in OpenAI's advertising ecosystem. In February 2026, the company began testing ads in ChatGPT; by September, it was already reporting $1 billion annualized run rate, achieved in under 200 days. In October, OpenAI reported over 100,000 active advertisers in 89 countries.

The Business Hub gives OpenAI a direct pipeline to convince companies that have never bought ads to start: first you verify and claim your profile (for free), then you see your organic metrics, and then you can turn your Business Agent into a Sponsored Agent — the same agent that appears in organic responses, but as an ad placement. This is the exact same pattern Google adopted: Google Business Profile → Search Console → Ads Manager. The difference is Google took 15 years to build that bridge; OpenAI is trying to do it in months.

What's missing

The analytics dashboard is still basic: it shows impressions and clicks in a daily chart, but doesn't reveal specific user prompts, audience demographics, or competitor benchmarks. Companies wanting more advanced metrics still need to rely on third-party tools like Profound and Adthena, which simulate organic ChatGPT visibility through scraping. Additionally, the feature is initially limited to e-commerce and online services in the United States — the rest of the world and other business categories will have to wait.

The question remains: when OpenAI says ChatGPT has 1.2 billion weekly users, how many actually use the platform as a product discovery engine? The Business Hub is the company's bet to turn curiosity into purchase intent — and if it works, it could redefine who controls the most important stage of the sales funnel in the AI era.

Sources: The Verge, TechCrunch, DigiDay

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