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PlaybookJune 25, 20267 min read

Write Your Pages as Answers, With a Real Fact in Each One

Princeton researchers tested nine page changes. Adding a real fact was the strongest, lifting AI citations about 41%. That is your move.

AH

Alex Heudes

Co-Founder, Vyzz

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The line on your page that an assistant can't use

Open your services page and read the first thing it says about your work. For most service businesses it reads something like "compassionate, patient-centered care" or "trusted local experts" or "advanced technology you can count on." Now picture a customer asking ChatGPT "who does same-day crowns near me for under 1,200 dollars." The assistant goes looking for a page with a sentence it can quote back. None of those warm lines answer the question, so it skips your page and names a competitor who published a real number. The fix this week is one move you can make yourself: write your pages as direct answers to the real questions customers ask, and put a specific fact in each answer.

That move comes straight out of the most credible study we have on how AI answers pick what to quote. A team at Princeton tested nine different ways to change a web page and measured what happened to how often generative engines, the AI systems behind ChatGPT and Google's AI answers, named that page. (When an assistant quotes or names your page in its answer, people call that being "cited.") The right changes raised a page's visibility in AI answers by up to 40%. The single best change a local business can make was adding specific facts and numbers, which lifted citations by about 41%. That lines up with what I see in audits: the pages that win an AI mention almost always have a real number or a plain answer sitting right where a buyer would look.

Why a fact beats a phrase, every time

When someone asks ChatGPT, Gemini, or Perplexity for a business like yours, the assistant reaches for just a few pages it already thinks are relevant, then hunts through them for one thing: a short, plain answer it can lift and show the person. A real fact is easy to lift. "A standard cleaning without insurance is 120 to 160 dollars" is something the assistant can read, trust, and repeat. "Affordable, high-quality dental care" gives it nothing to hold onto, so it moves on.

This is why the warm marketing lines fail. They were written to make a visitor feel good, back when feeling good was the whole job. A customer asking an assistant has already decided to ask a question. They typed "what does it cost," "are you open Saturday," or "do you take my insurance." A page that answers that exact question with a real detail wins. A page that describes itself in adjectives loses, because there is no answer in it to quote.

The Princeton study, published at the KDD 2024 research conference, put numbers on this pattern. Adding specific statistics to a page was the strongest of the nine methods, at about 41%. Answering with a direct quotation helped too, at about 28%. And for a page starting from near-zero visibility, backing a claim with an outside source lifted it by as much as 115%. The method-by-method results are in the paper itself. One honest caveat: these numbers come from a university study across many websites, so treat them as a strong general guide and expect your own page to land somewhere near it. The direction points straight at specific, checkable facts.

The check you can run in ten minutes

Before you change a word, see where you stand. The check has two parts. Open your own homepage and your top services page on your phone. Read them fast and a little impatient, the way a rushed customer would. For each page, ask yourself one question: could an assistant quote a single sentence here to answer a real customer question?

Be strict about it. A heading that says "Our Services" tells a buyer nothing, and a line about your "commitment to excellence" answers no real question. You're looking for sentences that state a real fact a buyer asked about. A price or a price range. The hours, in plain text. The brands or procedures you offer, named. The wait time for an appointment. If you read the whole page and can't point to one quotable sentence, you just found why an assistant has nothing to say about you.

Now do the other half of the check. Open ChatGPT or Gemini and type the question a real customer would type, in their own words. "Best pediatric dentist near me." "Emergency AC repair on a weekend." "First-time botox in my area." Read the answer and watch for two things: does it say your name, and which competitors does it name instead? Most owners have never looked at their own business the way an assistant does, and the gap is usually obvious the first time.

The habit: list the questions, answer each with a fact

Here is the move, and it needs no code and no agency. You already know the questions. Every owner does. Write down the ten things customers ask you on the phone before they book.

Then answer each one on the right page, in plain words, with a real fact inside the answer. When the page says "we offer flexible pricing," put the real number in its place: "a standard cleaning without insurance runs 120 to 160 dollars." Swap "convenient hours" for the actual schedule, something like "open Monday through Friday, 8am to 6pm, and Saturday mornings 9am to noon." And "we carry top brands" should just list the brands by name. The test for each answer: read it out loud. If you can say it in one short sentence and a stranger would understand it, an assistant can quote it.

Keep the answers near the top of the page, in plain readable text. An assistant reads text the way a person skims it. If a fact is locked inside a picture, a PDF, or behind a contact form, the assistant reads right past it, the same way a busy customer would. Most owners can rewrite their top page in a single afternoon. The ten questions take another sitting. That's the whole cost.

What this does for your phone

By 2026, surveys put more than a third of buyers starting their research inside an AI assistant before they ever open a plain web search. Those are the people deciding whether to call you, and they're asking ChatGPT or Google's AI first. If your pages give the assistant nothing to quote, it hands them a name that's not yours, and you never see it happen. Fill those pages with real answers and real facts, and you're in the running for that citation, and the call that follows it.

So this week, run the check. Read your own services page and ask whether an assistant could quote one sentence on it. Then list the ten questions your customers ask, answer each with a real fact in plain text, and give the assistants a few weeks to re-read. Type your most common customer question into ChatGPT, and listen for your name.

Topics:ai-search-visibilitychatgptservices-pagesmall-businesscontent

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