OpenAI 测试上线 Business Hub 商家后台，提供提及与点击数据但不追踪转化

OpenAI will now show businesses how often ChatGPT mentions them and how many people click through to their websites. What it won't show is whether those clicks turn into sales, the metric that matters most to affiliate managers.

The Business Hub launched in beta on 10 November as part of a product OpenAI calls Businesses in ChatGPT. Owners can claim a profile, edit details such as opening hours and returns policies, and connect a product feed through Shopify, a CSV file or a hosted feed. Once activity passes OpenAI's reporting thresholds, an Insights tab shows mentions, website clicks and the topics that bring a business up, over the past 28 days. OpenAI says ChatGPT reaches 1.2 billion people a week.

For an online business, OpenAI counts a mention only when ChatGPT references the business's own website. That suggests a brand recommended inside someone else's cited review page would not see the mention in its own dashboard, while the publisher whose page was cited might, if it can claim a profile.

ChatGPT can measure the click, but not the commission

Commerce publishers have spent the year arguing that AI answers use their work without sending the traffic. Ziff Davis said Google's AI features cited its content about 2.7 billion times in a quarter, nearly ten times the clicks it received, as we reported this week. An affiliate that can claim a profile would, for the first time, see ChatGPT's own figures for how often it is referenced and how few references turn into visits.

That is useful evidence in a conversation about paying for presence, though OpenAI's help pages say the clicks do not confirm website visits or conversions. Affiliates are still paid on a tracked sale, and the hub tracks nothing past the click. OpenAI has not said whether content publishers count as eligible businesses.

A paid route sits next to the organic one. Businesses can publish a Business Agent, a labelled chat that answers shoppers' questions from the company's own product and policy information, and sponsor it as the destination for a ChatGPT ad. Agents are limited to eligible US ecommerce and online service businesses for now. Affiliate content already turns up in roughly one in twenty ChatGPT responses, according to Profound data in our look at affiliate content across LLMs, so the agent and the affiliate are often competing for the same answer.

OpenAI says the hub is open to eligible businesses where ChatGPT is available and verification is supported, without listing countries. UK retailers can try to claim a profile, but UK eligibility has not been confirmed.

Brands that do claim could set ChatGPT's click count beside the ChatGPT referral sessions in their own analytics and the sales their affiliate partners are credited with from AI referrals. The figures will not match, so the comparison is a sense check rather than a reconciliation.

OpenAI says claiming a profile does not guarantee higher placement. But retailers can now supply their own product information directly to ChatGPT and measure some of the resulting visibility. Whether that leaves less room for independent affiliates is the question the dashboard cannot answer.