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Once a buyer has picked the car, the next question to an assistant is about a store, and a store is a set of facts its managers keep: Saturday service hours, the in-house financing program, whether anyone on the floor speaks Spanish.
Google listings for a group of eight two-brand stores with service and parts: five a store, each with its own hours, phone number and reviews.
Comparing every store's hours, programs and listings against one fact sheet each month takes two group coordinators about 9% of their week, some four hours a store, on our assumption: about $12,690 a year at the Bureau of Labor Statistics’ mean pay for administrative assistants, with benefits.
Add a City and the Answer Reads Your Stores' Own Pages
Ask a plain car question and the answer leans on six car research sites (21.43% of plain answers) and YouTube (5.61%), pages no store can edit. Add a city and the research sites almost disappear: Edmunds goes from 10.20% to none, Car and Driver the same, Kelley Blue Book falls to 1.01%, and YouTube to 0.51%.
Add a City and Edmunds Drops Out of the Answer
% of answers that cited a source
View the data
| Label | Plain question | Same question with a city | Note |
|---|---|---|---|
| Edmunds | 10.20% | 0.00% | Model guides and comparisons on plain questions; no city answer cited Edmunds. |
| Cars.com | 7.65% | 3.54% | |
| Kelley Blue Book | 7.14% | 1.01% | |
| 6.63% | 8.59% | ||
| YouTube | 5.61% | 0.51% | |
| Car and Driver | 4.59% | 0.00% | |
| CarEdge | 4.08% | 5.05% | CarEdge's city citations were its dealer pages and best-dealer guides for a city. |
| DealerRater | 2.04% | 4.55% | DealerRater's cited pages are reviews of one dealership. |
Their place goes to the stores: 67.68% of city answers cite a store's own website or the listing Google shows for it, with hours, phone and reviews, against 42.35% of plain answers (ChatGPT and Google AI Mode, September 2026, answers that cited a source). The share for the stores' websites alone is in our comparison of who writes the pages AI answers read.
The Store Pages City Answers Cite, and Who Owns Each
Apart from home pages, the dealership pages city answers cited were mostly a page about one program. The programs ran from in-house financing for buyers in a named city and at-home test drives to Spanish-speaking sales staff, a military program, home delivery, we-buy-your-car offers, electric-car charging at the store, fleet sales, and what a certified pre-owned car includes.
| What a buyer asks, city added | The page city answers cited | Who owns the facts |
|---|---|---|
| Who finances a credit score in the low 600s? | An in-house or special financing page | Finance manager |
| Who pays the most for my trade-in? | A value-your-trade page | Used-car manager |
| Who offers at-home test drives? | A page on the program and its area | General sales manager |
| Who has Spanish-speaking staff? | A page saying so, with the location | General manager |
A two-brand store with service and parts can run five listings, each with its own hours, phone number, and reviews. A group of eight stores like that runs forty.
The facts a city answer repeats about a store, its financing, trade-in terms and service hours, belong to operations before they belong to marketing.
Vlad ShvetsPartner @ QveryI'd put the listing sheet on the agenda of each store's monthly meeting, beside the customer satisfaction scores, with a manager's name on every line. A wrong Saturday hour on Google sends a customer to a locked service lane, and nobody at the store notices, because the listing was set up once by whoever had the login. It stays wrong until fixing it is somebody's line on that sheet.
A one-time look at an answer cannot show whether a fix reached it: the same city questions have to be asked every day, on both engines, with every cited page kept.
Who Keeps Every Store's Facts Right
Say a store's service listing still shows Saturday 7 to 4 after the department moved to 7 to 2. The agents we build for your stores compare each store's fact sheet with its Google listings and its own pages every month, find that line, draft the correction and send it to the service manager, and the listing changes only when the manager approves.
| Surface and owner | What it says | What the sheet says |
|---|---|---|
| Service profile (service manager) | Saturday 7 to 4 | Saturday 7 to 2 |
| Financing page (finance manager) | First-time buyer program | Program ended |
| Spanish page (general manager) | Missing | Two Spanish-speaking sales staff |
| Cars.com dealer page (open by hand) | Open Sundays | Closed Sundays |
Cars.com's and DealerRater's terms forbid any automated mechanism reading their sites, so the agents never open them: they list each cited page there, with the fact to check, for a manager to open by hand.
The calculator prices that work for a group of eight stores and about forty listings: two group coordinators comparing each store's hours, programs and listings with its fact sheet every month, about 9% of the week each. At about $70,500 a year each, administrative assistants’ mean pay with benefits, that is about $12,690 a year.
With the agents taking about 70% of it, at about $250 a month to run (model use for each monthly check, hosting and upkeep), it costs about $6,807, saving about $5,883 a year and 262 hours; $10,000 of build pays back in about 20.4 months. The share of the week, the share the agents take and the running cost are our assumptions, to replace with your own.
Store Fact Check ROI Calculator
What Comparing Every Store's Sales Hours, Programs And Google Listings Against One Fact Sheet Per Store Each Month And Drafting The Corrections Costs You, And What An Agent Saves
Saved Per Year
$5,883
262 hours handed back, after $3,000 a year to run it
- Hours Handed Back
- 262 hours a year
- Agent Running Cost (Estimate)
- $250 a month
- Payback Per $10,000 Of Build
- 20.4 months
On these numbers, the agent saves $5,883 a year after its own running cost, and every $10,000 of the build is earned back in 20.4 months.
Business owners in one thread describe fixing a listing and waiting for the answer to follow:
What Reddit says
Two replies in one r/smallbusiness thread on Google's AI repeating facts a business had changed on its Google listing (its GBP)
I moved my gbp from Florida to Virginia when I moved my business, went through the process to validate it here after being suspended, but when it came back it had an AI summary saying I work in Florida even though above that, they say "[Service] in Virginia" as my main category. I reached out to them via chat and it's taking multiple days of them looking into it apparently.
Instead of the description I write it’s pulling from other websites and basically promising features I don’t offer anymore! Even when you hit ‘about’ it never displays my description! I’m out in the country and people are NOT going to just understand after they have driven all this way. I have contacted the sites it’s drawing from but not sure it’s going to fix in time.
What the agents may read and do is set in a written agreement, your data is processed where that agreement says, and every action the agents take is logged.
Bring Us One Store's Fact Sheet and Profiles
Bring one store's fact sheet and its Google listings. First the agents compare last month's listings beside your manager's check; they run within two weeks once access is in place.
Frequently asked questions
Does an AI answer recommend my dealership when it cites my website?
Not necessarily. A citation means the answer used your page as a source. The answer might name you as one option among several, or use your page for a general fact. Our reading covered cited pages, not which store a buyer picked.
Should we rebuild our dealership website for AI search?
Not as the first move. The store pages that city answers cited were home pages and pages about one program, like financing, trade-ins, or at-home test drives. Give every program you run one clear page with the city on it, and get your Google listings right, before anyone quotes you a rebuild.
Does getting onto Edmunds or Kelley Blue Book help with AI answers?
Those sites carry the plain questions about which car to buy, and they almost vanish from answers once a buyer names a city. They review the product, so they're the manufacturer's and the reviewers' layer, not a store's.
Do review sites matter more than our own pages in AI answers?
Not once a city is in the question. Review and listing sites such as DealerRater, Yelp, and Carfax's dealer pages were cited less often with a city in the question, while a store's own website or Google listing was cited in about two answers in three. DealerRater on its own did rise.
Does Google AI Mode use our Google listings?
Yes. Every Google listing card in our reading sat inside a Google AI Mode answer, and Google says those cards show ratings, reviews, and opening hours from the business information a dealership manages for its listing. They were cited more often once a city was in the question.
How many Google listings should one store have?
Google allows a listing for the dealership plus separate listings for departments such as sales, service, and parts, and a new-car dealership one more per brand it sells. Used-car stores can't have one per brand. Each listing carries its own hours, so each needs an owner.
Who at a dealer group should own this?
Split it by who owns the facts. The general manager owns the dealership listing, the service manager the service listing and its hours, the finance manager the financing page, and the used-car manager the trade-in page. One person at the group runs the monthly check and routes the fixes.
How often should we check what AI answers say about our stores?
Record the answers daily and review them monthly for each store, and again after any change to hours, programs, or financing terms. Answers can change from one day to the next, and a fix only counts once you've seen it reach the answer.
Which questions should we track for each store?
City questions, written the way a buyer types them, for every program the store runs and the service it offers; the questions the team that takes your inbound calls hears are the best start. A list built from plain questions misses most of what city answers cite.
How long does a corrected listing take to reach AI answers?
Nothing in our reading measured that, and owners describe updating their listings and waiting days or weeks for Google's AI to catch up. Keep the corrected fact on next month's question list until an answer repeats it correctly.
Can AI agents check Cars.com or DealerRater for us?
Not on those sites' own terms. Both forbid any automated mechanism reading them, so the agents list the cited pages there and a manager opens them by hand. Read any other site's terms before agents read it.
Can AI agents change our Google listings on their own?
They can draft every correction, and Google lets a business with approved access manage a listing through the Google account it owns. Keep a manager's approval in between: the agents know what the fact sheet says, not what changed at the store this morning.
How do we know whether this work brings in more buyers?
You can't read that from citations, and nothing here measures it. Count the wrong facts you find and fix, and track leads and appointments separately in your customer relationship management system, so you can see over time whether the two move together.
What does Qvery do about this for a dealer group?
We help dealer groups keep every store's hours, programs and listings right with custom AI agents that compare each store's facts with its Google listings and pages and draft each correction for its owner's approval. Qvery's GEO Agent asks your buyers' questions daily and records every answer and cited page.