How to make sure AI gets your business facts right

The short label that tells a machine your business facts

Somewhere in the code of a well-built local website there is a short label. It lists your business facts in plain form: your name, your address, your phone number, your hours, and what you do. A machine reads that label before it reads a single word on your page, because it is short and easy to trust. It is called structured data. From here on, this post just calls it the label.

Here is why it is worth two minutes of your morning. On a lot of local sites, the label is missing. On plenty of others it is there, but it was set up once and never checked again, so it lists last year's hours or an old phone number. When ChatGPT or Gemini answers a customer looking for what you do, it leans on that label to state your facts. A missing or wrong label means the assistant has to guess, and a wrong guess names you with the wrong hours or skips you for a business it feels surer about.

This year a debate got loud about whether adding the label wins you more mentions in AI answers. Two studies came back pointing in different directions. The honest read is simpler than the argument, and it lands on one plain job the label does well. Here is that read, and then the check you can run yourself.

What the label actually does for you

Start with the claim you have probably heard: add the label and AI will name you more often. A careful study says that is not true on its own. Ahrefs, published in May 2026, tracked 1,885 pages that added the label between August 2025 and March 2026. It compared them against about 4,000 similar pages that did not add it. Across the AI answer at the top of Google and ChatGPT, the change in how often those pages got named sat close to zero. Search Engine Journal wrote up the study in May 2026. So the label alone is not a switch you flip for more mentions.

A second number from the same work looks like the opposite, and it is worth reading with care. A wider look at about 6 million pages found that pages AI named were about 3 times more likely to have the label. That sounds like proof until you look closer. The label travels with well-kept sites that already do the other things right. It signals a tidy operation, and does not lift the mentions on its own.

One more report belongs in the room. A BrightEdge report from March 2026 said pages that put a question-and-answer section next to the label saw about a 44% rise in AI mentions. Treat that as one contested data point and hold it loosely. Set it beside the Ahrefs finding and the safe move comes out the same either way.

So here is the plain job the label does. It makes sure an assistant states your basic facts correctly. Without it, the assistant has to guess your facts from whatever wording happens to sit on the page. The label also helps the assistant match you to the exact thing a customer typed. When someone asks who does emergency furnace repair near me, an assistant wants a business it can describe with a clear name and matching hours, and a clean label hands it that.

There is a bigger reason this is worth your time. Most of what these assistants repeat is your own material. Yext studied 6.8 million AI mentions and found 86% came from sources a business already owns: 44% from its own website and 42% from its listings. The facts on your own site are most of the answer, so getting them clean is the cheapest fix you have.

The two-minute check you can run right now

You do not have to take any of this on faith. You can see your own label in about two minutes, on a laptop or a phone, before your first customer today.

1. Open Google's free Rich Results Test in your browser.
2. Paste in your homepage address and run it.
3. Read what comes back, and check the name, address, phone, and hours it lists.

Two things can go wrong, and both are worth knowing. Maybe the tool finds no business label at all, which means an assistant has nothing clean to read and is left to guess. Maybe it finds the label, but a dentist's summer hours were never updated, or an HVAC company's old phone number is still sitting in it.

Then do one more pass. Open your Google Business Profile, the free listing that shows you on Google Maps and in search results. Read the hours, phone, and address there. Now read the label on your site and make sure it carries those very facts too. A site and a Google listing that hand an assistant two different answers leave it unsure which to believe, so it often trusts neither and names someone else.

Write down whatever does not match. That short list is your whole job for the week, and most of it is quick to fix.

The fix, and what to do today

The fix is boring, and boring is the point. There are three moves, in order.

If the label is missing, add it. You do not need to hand-write any code. Most modern website builders and the popular add-ons for them can put the label in place for you, and whoever built your site can switch it on in an afternoon. Google's own guide to the local-business label lists exactly which facts belong in it.

If the label is there but wrong, correct every fact in it. Fix the hours, the phone, the address, and the business name so every one of them is right today.

Then make the label match your Google listing word for word. Same name, same address, same phone, same hours, in both places. A medspa whose label calls it a "skin clinic" while its Google listing says "med spa" hands an assistant two names for one business, so it trusts neither. A link in the label that points to your Google profile helps an assistant tie the two together and treat them as one place.

One smaller thing helps once those are done. Plain question-and-answer content on your pages tends to get quoted, because it answers the exact thing a customer asked. Paired with a correct label, it gives an assistant a clean fact and a clear answer at the same time. If you do not have an answers page yet, that is a job for another week.

Keep your hopes for extra mentions modest. The payoff is a plainer one: when ChatGPT, Gemini, Perplexity, or Google's AI answer talks about your business, it gets the facts right and can point a real customer to you. That alone is worth an afternoon.

So here is today's move. Open the Rich Results Test, paste in your homepage, and read what the label says about you. Two minutes tells you whether it is missing, wrong, or already right, and that is the whole first step. You can do it before your coffee is cold.