🤖 AI search and AEO for local businesses · Lesson 5 of 6

Content that AI search cites: what the evidence says

8 min readBeginnerUpdated

You'll learn

  • What Google, Bing and published research actually say about content that gets cited
  • How to write service pages and FAQs that answer real questions
  • Why consistent business facts across the web matter, and how to fix them
  • How reviews fit in, and the rules you must not break

Once AI crawlers can reach your site, the next question is whether there's anything there worth quoting. Assistants pull short, specific facts: who you serve, where, when, roughly what it costs, and why anyone should trust you. This lesson covers the four things you control (pages, FAQs, consistent facts and reviews). Where we're giving opinion instead of a documented rule, we say so.

What the evidence actually says

There's plenty of confident advice about "AI-optimized content." The primary sources say less, and this is it:

  • Google says the factor most likely to matter long term is "non-commodity" content: a unique point of view, first-hand experience, something a generic AI couldn't easily write. It warns against content that "could easily be produced by a generative AI model," and its core test is: "Is this content that my visitors would find satisfying?"
  • Google's helpful-content guidance describes E-E-A-T: experience, expertise, authoritativeness and trustworthiness. It says "trust is most important," and that E-E-A-T "itself isn't a specific ranking factor." Think of it as a description of what good content shows, not a list you can tick off.
  • Bing, as reported by Search Engine Journal on its February 2026 guidelines, frames GEO as making content eligible to be grounded on and cited, with no guarantees.
  • Research: the 2023 GEO paper (Aggarwal and colleagues, published at KDD 2024) tested rewriting web pages and measured how visible they became in AI answers. Adding citations to credible sources, quotations and statistics did best, improving visibility by roughly 30 to 40% on the paper's main measure. Keyword stuffing gave "little to no improvement." Lower-ranked pages gained the most. It's a 2023 lab benchmark, so read the numbers as a direction, not a forecast.

The rest of this lesson builds on those points.

1. One clear page for each main service

When an assistant searches "water heater replacement in Tulsa," it needs a page that plainly says you do water heater replacement in Tulsa. A single "Services" page with a bulleted list gives it almost nothing to go on.

A strong service page answers these near the top, in plain sentences:

  • What the service is, in the words customers use ("water heater replacement," not "hydronic solutions").
  • Where you do it (cities or neighborhoods).
  • When you're available (hours, same-day or emergency).
  • How much, at least as a range or starting price, if you can share it.
  • Proof: license numbers, years in business, certifications, a short real example.

Opinion, not a documented rule: one page per main service is usually clearer for customers and machines. Google itself says it doesn't require breaking content into small pieces ("chunking") and that there's "no ideal page length," so don't split pages just for AI. Split them when customers would look for the services separately.

Example: a plumber's page, before and after

BeforeAfter
"We offer a full range of plumbing solutions with a commitment to excellence.""We replace tank and tankless water heaters in Tulsa, Broken Arrow and Jenks. Most replacements are done the same day. Standard 40-gallon gas replacements start at a price we quote upfront by phone. Licensed in Oklahoma, 18 years in business."

The second version has five facts an assistant can check and quote. The first has none. (Prices are your call. Only publish numbers you'll stand behind.)

2. FAQs built from real customer questions

The best FAQ questions are the ones your front desk already answers on the phone every week. Collect them from:

  • Calls and voicemails ("Do you charge for estimates?").
  • Emails, web forms and text messages.
  • Your Google reviews, which often mention what people cared about.
  • The "People also ask" questions you see when you search for your own service.

Answer each in two or three sentences, and lead with the direct answer: "Yes, estimates are free within Tulsa city limits." Put the FAQ on the page it belongs to (pricing questions on the pricing page, insurance questions on the services page).

A note on markup: Google stopped showing FAQ rich results in May 2026 (see lesson 4), so FAQ markup won't change how your search listing looks. Write FAQs for people. Plain, direct answers also happen to be the kind of text an assistant can lift.

3. Consistent business facts everywhere

An entity is a distinct, identifiable thing, such as your business. Search engines and assistants try to work out which mentions across the web refer to the same entity. If your name, address, phone and hours match everywhere, that's easy. If they don't, the machines have to guess, and an assistant may repeat the wrong version to a customer.

Google's Business Profile rules ask you to represent your business "as it's consistently represented and recognized in the real world," and to use your real-world name without adding extra keywords. Hold every listing to that standard:

FactCheck it on
Business name (exactly as on your sign)Website, Google Business Profile, Bing Places, Apple Business Connect, Yelp, Facebook, BBB, trade directories
Address and suite numberSame list
Main phone numberSame list (a tracking number on ads is fine; keep the main listings consistent)
Hours, including holidaysSame list, plus your website footer
Services and service areaWebsite service pages and Google Business Profile

Linking your profiles from your website's structured data (sameAs, lesson 4) is one more way to tell machines "these are all the same business."

4. Reviews: evidence other people wrote

Reviews come from people other than you, which is what an assistant wants when it decides whom to recommend. Google says "more reviews and positive ratings can help your business's local ranking" and recommends replying to reviews.

The rules on how you get them are strict.

  • Google prohibits offering incentives (payment, discounts, free goods or services) for posting reviews, and prohibits merchants from discouraging negative reviews or "selectively" soliciting positive ones. Asking only happy customers is called review gating, and it breaks this rule.
  • The FTC's rule on fake reviews, announced August 14, 2024, bans fake reviews (including AI-written ones), buying reviews that express a particular sentiment, undisclosed insider reviews and suppressing negative reviews through threats or intimidation.

The safe pattern: ask every customer the same way, with nothing attached, and reply to every review, good or bad. The reviews track goes deeper.

Myths to skip

Google's AI optimization guide lists several things you can skip for its generative AI features:

  • "Chunk" your content into tiny sections for AI. Google says its systems understand multiple topics on a page.
  • Rewrite content in special "AI language" or stuff in long-tail keywords. Google says its systems understand synonyms and meaning.
  • Chase inauthentic "mentions" across the web. Google says these "aren't as helpful as it might seem."
  • Mass-produce pages for every keyword variation ("AC repair Mesa," "Mesa AC repair," "AC fix Mesa AZ"). Google calls this scaled content abuse, a spam policy violation.

A worked example: a small law firm

A two-attorney family law firm in Raleigh wants to be cited when people ask, "How much does an uncontested divorce cost in North Carolina?"

  1. A dedicated page for uncontested divorce, stating clearly that the firm handles it in Wake County, how fees work (flat fee or hourly), and what affects the cost.
  2. FAQ answers from real consultations: "How long does an uncontested divorce take in North Carolina?" Answered directly, with a link to the official state source for any legal rule mentioned.
  3. Consistent facts: the same firm name, address and phone on the website, Google, Avvo, the state bar directory and Yelp.
  4. Reviews requested from every client at the close of a matter, the same way each time, within the bar's advertising rules.

None of this is an "AI hack." The firm ends up with a page a worried person can use at 11 p.m., which is what Google says it's trying to reward.

Do this now

FAQ

Do I need to write differently for AI than for people?

No. Google says you don't need special phrasing or extra keywords for its AI features. Clear, specific, first-hand writing for customers is what works for both.

How long should a service page be?

Long enough to answer the questions customers ask about that service, and no longer. Google says there's no ideal page length.

Can I offer a discount for leaving a review?

Not for Google reviews. Google's policy prohibits incentives for posting reviews, and the FTC rule bans paying for reviews that express a particular sentiment. Ask every customer without attaching anything.

Sources

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