How People Phrase Questions to AI vs Google (and Why It Changes Your Content)

Two people need the same plumber.

Person A opens Google and types: water heater repair tampa

Person B opens ChatGPT and types: "My water heater is leaking from the bottom of the tank. It's about 11 years old, gas, in a closet on the second floor. Is this something that can be repaired or do I need a whole new one, and roughly what am I looking at in Tampa?"

Same person, same problem, different interface. The second version contains six pieces of information the first one does not.

That difference is why content built for keyword queries underperforms in AI answers, and it changes what your pages should say.

Why the phrasing diverged

People learned to search in keywords because early search engines required it. Typing a full sentence into 2003 Google produced worse results than typing three nouns. A generation trained itself to compress.

Assistants removed that constraint. There is no penalty for context, and context produces better answers, so people write the way they talk. Longer. With detail. With constraints. And then they follow up.

What actually changes

1. Questions replace keywords

Old page title: Water Heater Repair Tampa

Better: My Water Heater Is Leaking — Repair or Replace?

The second one matches how someone describes the problem. It also happens to contain the keywords, so you lose nothing in classic search. The reverse is not true — a keyword title does not contain the question.

This is the single most important structural change and it applies to every heading on your site.

2. Context means your content needs specifics

Person B mentioned age, fuel type, location in the house, and their city. An assistant answering them wants a source that addresses those variables.

Generic content — "we repair and replace all types of water heaters" — matches nothing in that prompt. Content that says "an eleven-year-old gas tank leaking from the bottom is almost always a failed tank, which is not repairable" matches precisely.

Write for the variables. Age thresholds. Fuel types. Foundation types. Home eras. Climate. Whatever distinguishes cases in your trade.

3. Follow-ups mean the conversation continues

Person B will ask three more questions: how long does it take, do I need a permit, can you do it today.

Your page should answer the follow-ups too. That is why FAQ sections work so well — they are the follow-up conversation, pre-written.

4. Problems replace categories

Search queries are organized by category because that is how you compress. Prompts are organized by problem because that is how people experience it.

Most service websites are still organized by category. That mismatch is the biggest structural opportunity available:

Category page (old)	Problem page (better)
Water Heater Services	My Water Heater Is Leaking — What Now?
AC Repair	Why Is My AC Blowing Warm Air?
Electrical Services	My Breaker Keeps Tripping — What Does That Mean?
Roof Repair	How Do I Know If My Roof Has Storm Damage?
Pest Control	Are These Termites or Flying Ants?

Keep the category pages for navigation. Add the problem pages for the questions.

5. Cost questions get asked directly

People are far more willing to ask an assistant what something costs than to call and ask. "How much does X cost" is among the highest-volume prompts in every trade.

Almost nobody publishes numbers. That is the widest gap in most local service content.

Finding your customers' actual phrasing

Ranked by quality.

1. Your phone. Write down every question, verbatim, for one week. This is the best source that exists and it is free. The exact words matter — "my AC isn't blowing cold" is different from "AC not cooling," and you want the one your customers say.

2. Your text messages and emails. Same principle, already written down.

3. Google's People Also Ask. Search your service and city, expand every box. These are real question strings.

4. Autocomplete. Type the start of a customer question and read the suggestions.

5. Reddit and forums. Search your trade plus your city. People ask each other in exactly the register they use with assistants.

6. Your Google Business Profile Q&A. People ask there directly.

7. Your reviews. How customers describe what you did is how the next customer will describe what they need.

Turning phrasing into pages

For each real question:

1. Make it a heading, close to verbatim. Light cleanup for readability, no keyword insertion.
2. Answer in the first 40–60 words, directly, with numbers where possible.
3. Address the variables — the age, type, and situation distinctions that change the answer.
4. Answer the obvious follow-ups in an FAQ block with FAQPage schema.
5. Add local specificity — your city's permit rules, your region's conditions, your market's prices.

What not to do

Do not write conversationally as padding. "Great question! Let's dive into the wonderful world of water heaters!" is worse than keyword copy. Plain and direct beats chatty.

Do not invent questions to hold keywords. "What are the best water heater repair services in Tampa FL?" is not a sentence a person says. It is obvious to readers and models alike.

Do not abandon keyword basics. Titles, headings, and internal links still matter for classic search, which still drives most of your volume. The question-first approach satisfies both — that is the point.

What to do this week

1. Start a list. For one week, write down every customer question verbatim.
2. Pick the five most common.
3. Turn each into a page or a heading, phrased the way they said it.
4. Answer each in the first forty words, with numbers.
5. Add the follow-up questions as an FAQ block with schema.

Then test the phrasing

The real test is whether an assistant answering that question names you. Our free scan runs twenty-five real customer questions — phrased the way customers actually phrase them — across five AI assistants, and shows you every verbatim answer.

About fifteen seconds, free, no account.