How to Audit Automotive AI Visibility for Sales and Service

Ask ChatGPT or Google AI Mode where to buy a car and the answer names CarMax, Carvana and the listing sites. Ask where to service it and it names parts stores, tire chains and independent shops, and sends owners to the dealer mostly for warranty and recall work.

On this page
  1. Where Your Service Drive Is Named Second
  2. Warranty and Recall Work Still Comes to the Dealer
  3. What Qvery’s Agents Do With the Answers
  4. What Stays With Your Service Manager
  5. What We Need From Your Service Drive
  6. Frequently asked questions

If you run a dealership, a showroom-only check of AI answers can hide the service work those answers send elsewhere.

The showroom matters: in Cox Automotive's 2025 buyer study, 25% of new-vehicle buyers used an AI assistant or Google's AI summaries while shopping. A franchised store also lives on its service drive. NADA's 2025 dealership profile counted more than 276 million repair orders, the work ticket for one service visit, and $164.6 billion of service and parts sales at franchised dealers, against $1.3 trillion of total dealership sales.

63%of ChatGPT's answers to owners' where-to questions named a service chain or an independent shop
85%of Google's chat-style answers to the same questions did
28% / 15%of the answers to buyers' questions did, mostly advice to have a mechanic inspect a used car
Qvery research: ChatGPT (web search) and Google's chat-style answers above the results, US questions that name no company, October 20, 2026

At Qvery, we help dealerships win back service work that assistants send to parts stores and tire chains, and keep managers focused on customers instead of spreadsheets, with custom AI agents that ask your buyers' and owners' questions every day, read what the answers cite and draft the page fixes your service manager approves.

Where Your Service Drive Is Named Second

When buyers ask, the rival is CarMax, Carvana and the listing sites. On the service drive the business named instead of yours is a parts store, a tire chain or an independent garage, so a rival list made of the other franchise stores in town misses it entirely.

The Rival Changes When the Buyer Becomes an Owner

% of answers

Buyers' questionsOwners' questions
View the data
LabelBuyers' questionsOwners' questionsNote
ChatGPT: car retailer or listing site61%12%
ChatGPT: service chain or independent shop28%63%Mostly advice to have an independent mechanic inspect a used car.
Google AI Mode: car retailer or listing site63%17%
Google AI Mode: service chain or independent shop15%85%Mostly advice to have an independent mechanic inspect a used car.
Share of where-to answers naming each kind of business: buyers' questions vs owners' questions, per engine. US questions that name no company, October 20, 2026.Qvery research: ChatGPT (web search) and Google AI Mode, US questions that name no company, October 20, 2026

Warranty and Recall Work Still Comes to the Dealer

Owners' answers do mention dealers. Google's chat-style answers recommended the dealer in 45% of owners' answers and ChatGPT in 23%, and most of those recommendations came with a condition: the car is under warranty, there's a recall, or the job needs the brand's software, parts or hybrid training (82.22% of Google's and 78.26% of ChatGPT's).

Outside that box the dealer is the benchmark the cheaper option gets measured against: on battery replacement, Google's only line about dealers told owners to avoid them unless the car is under warranty.

19.52%

of franchised dealers' 2025 service and parts sales was warranty labor and parts

NADA Data 2025, the annual financial profile of America's franchised new-car dealerships

Warranty is a real part of the business. Outside warranty, the answers point owners elsewhere for the oil change, the brakes, the tires and the battery.

What Qvery’s Agents Do With the Answers

Our GEO Agent develops the questions around your dealership's brands and rivals and asks them daily on ChatGPT and Google AI Mode in your chosen countries, keeping every answer and the pages linked under it.

For the service drive, we build custom agents into the systems your managers already use. They read the pages linked under the owners' answers, check your service menu, prices and hours on your own pages and listings against them, and draft the fixes.

On NADA's figures a franchised dealer's repair order averages about $600 of service and parts sales.

The calculator prices the upkeep behind those fixes for a dealership group of about 250 people: a service manager and a marketing coordinator keeping the service menu, prices and hours current on your pages, your Google listing and other listings after each menu or price change, about 8% of the week each. At about $127,800 a year each, that is about $20,448 a year.

With the agents taking about 65% of it, at about $200 a month to run, it costs about $9,557, saving about $10,891 a year and 216 hours; $10,000 of build pays back in about 11 months. The share of the week, the share the agents take, the coordinator rate for both and the running cost are our assumptions, to replace with your own.

Dealership Service Listing Upkeep ROI Calculator

What Keeping The Service Menu, Prices And Hours Current On The Dealership's Pages, Its Google Listing And Other Listings After Each Menu Or Price Change, And Drafting The Fixes Costs You, And What An Agent Saves

A service manager and a marketing coordinator. Two is our assumption for a dealership group of about 250 people.
Pay plus benefits per person, at the coordinator rate for both as our assumption. Market research analysts and marketing specialists earned a mean $89,490 in May 2025, the Bureau of Labor Statistics reports; with benefits at 30% of private employer costs, about $127,800.
8% each is about 14 hours a month: checking the service menu, prices and hours on each page and listing, by hand. An assumption.
Checking every page and listing against the menu and drafting the fixes, about 65%, an assumption. Publishing a change and every price stay with a person.

Saved Per Year

$10,891

216 hours handed back, after $2,400 a year to run it

Hours Handed Back
216 hours a year
Agent Running Cost (Estimate)
$200 a month
Payback Per $10,000 Of Build
11 months

On these numbers, the agent saves $10,891 a year after its own running cost, and every $10,000 of the build is earned back in 11 months.

Example numbers. Type over them with yours.

What Stays With Your Service Manager

The agents change no page and contact nobody. Each draft goes to the manager who owns that kind of question, and the fixed operations director runs the service and parts side of the dealership.

Who approves what the agents draft
The drafts forWho approves them
Buying questionsThe sales manager
Trade-ins and selling a carThe used-car manager
Service questionsThe service manager
Answers that send owners to the dealer only for warranty, recall or brand workMarked apart, for the fixed operations director
Publishing a change and every priceA person, never the agents

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.

What We Need From Your Service Drive

Bring your service menu with prices, your store and brand names, and who approves. We have the first agents running within two weeks once access is in place, and each manager approves every fix.

Frequently asked questions

Should a dealership audit sales questions and service questions separately?

Audit them separately because buying and owning answers link different sources and name different rivals: a list of the sites linked under buying answers misses most of what owners' answers read.

If an AI answer mentions our dealership, were we recommended?

A mention may come without a recommendation. Read each answer for how it treats you: recommended, recommended only for warranty, recall or brand work, named without a recommendation, or absent; in owners’ where-to answers on October 20, 2026, ChatGPT named the dealer without recommending it in 17% of answers and Google AI Mode in 23%.

Which owner questions should a service department check first?

Begin with the jobs that make up most of your customer-paid service work, taken from your repair orders, such as maintenance, brakes, tires, and batteries. Then check warranty and recall questions for the makes you sell, where the answers already send owners to a dealer.

Why do AI answers send car owners to chains and independent shops?

The answers link repair businesses’ pages and often frame dealers as the pricier option. They send owners to a dealer mostly when the car is under warranty, there's a recall, or the job needs the brand's software, parts or hybrid training.

How often should the audit run?

Run it monthly using the same questions, so changes in the monthly rows reflect changes in the answers. Ask each question more than once, because a single asking gives you only one sample.

Does this tell us how our store shows up in our own city?

These national questions, which name no company, do not establish where your store stands in its city. Questions with a city in them get answers that link stores’ pages and Google listings, so a store's own check asks them with its city named.

Does this cover car loans, insurance or EV questions?

No; we left them out on purpose. Loan, fee, insurance and electric-vehicle questions draw different answers and different sources, so each needs its own question list.

Who should own each part of the audit?

The sales manager owns buying questions, while the used-car manager owns trade-ins and selling a car. Assign maintenance and repairs to the service manager, warranty and recalls to the fixed operations director, and tires, parts, and batteries to the parts manager.

How do we choose the questions for our dealership?

Use your sales mix, trade-in log, repair orders, warranty claims, and open recalls. Give the service jobs that account for most of your customer-paid service work the most attention, rather than letting the marketing calendar decide what you ask.

How do we check whether the agents are reliable?

Each month a person reads a random sample of the answers the agents sorted, from both departments, without seeing the agents' verdicts first; where the two disagree, the person decides and the agents' instructions get fixed. Each manager also approves every fix before it goes live.

Should the agents publish changes to our website?

No. The agents draft the fixes; they change no page and contact nobody. The sales manager approves the buying rows, and the fixed operations director approves the owning rows before the team acts.

What should we measure before the agents start?

Time a month of keeping your service menu, prices and hours current on your pages and listings, so you have a baseline. Once the agents run, record the time people spend checking their drafts, the fixes they overturn and the listings corrected; those checks show whether the agents help.

Where do trade-in questions belong?

Put selling and trade-in questions in the sales department’s audit, even though the person asking already owns a car. The used-car manager owns the offer that could answer that question, so that manager should receive and approve the row.

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