ChatGPT is building a Search Console. It won't show what matters most

You know the moment. A prospect says on the first call: "ChatGPT recommended you." You're pleased. And you have no idea how often that happens. Or how often it doesn't.

That's the black box OpenAI apparently wants to open. At least a crack.

What we know

Important up front: there's no official OpenAI announcement. The information comes from a LinkedIn post by Juozas Kaziukėnas, which Barry Schwartz covered on Search Engine Roundtable on November 6, including a screenshot of a banner reading "Claim your business in ChatGPT". According to these reports:

• Measurement: impressions (how often a business appears in ChatGPT answers) and clicks on links to its website, tracked daily as a chart.
• Management: businesses can keep products and info up to date and let their own business agent answer customer questions.
• Access: part of a larger "Business Hub", only for businesses that verify ownership, for example by connecting a Shopify store.
• Not included: prompts, user data, competitor benchmarks, rankings.

Kaziukėnas says he first saw early traces in August and thinks launch is close. Pricing, countries and timing: unknown.

AI visibility becomes a real KPI

What I find interesting: until now, "are we being recommended in ChatGPT?" was a gut-feel question. Agencies test prompts by hand, tools estimate share of voice from samples. If OpenAI delivers real first-party numbers, AI visibility lands in the monthly report. Next to SEO, paid and newsletter.

Which means: if you measure today, you'll have a baseline. Start when the dashboard arrives and you'll get a curve with no before.

The catch: you see the what, not the why

The second-order point is in the gap. Impressions yes, prompts no. You'll see your visibility drop. Not for which questions, and not who gets named instead. Like the early Google Search Console: the number reassures you. It doesn't hand you a strategy.

Then there's verification. Shopify as the example tells me: shops first. Consultants, agencies and B2B service firms without a product catalog will probably wait. And OpenAI decides who counts as a "business". That's not an owned asset. It's a spot on someone else's land.

What I'd do now

• Take a baseline now. Ask ChatGPT the ten questions where your business should come up, and write down the results. If you want it structured: my free AI visibility check.
• Clean up your business data. Name, services, prices, location: consistent everywhere, clearly readable on your own website.
• Prepare for verification. If you run Shopify, know who has admin access when the banner shows up.

Bottom line: ChatGPT will soon tell you how often you show up. Why, you'll still have to figure out yourself. Start before the dashboard arrives.