For auto repair shops
When the check engine light comes on and a driver asks AI, find out whose garage it mentions.
Drivers describe a noise or a warning light to an AI tool and ask who can fix it. Found in AI records those answers every month, so you can see when your shop is named, when it is linked, and which shops are named instead.
5 AI toolsUp to 25 tracked questionsWorks on the site you already have
Who can diagnose a check engine light on a hybrid near me and give a written estimate first?
Hybrid diagnostics need specific training and equipment. Competitor B lists ASE certified technicians with hybrid experience and states a flat diagnostic fee that is credited toward the repair. It also explains that written estimates are approved before work starts.
How buyers decide
Your customers are asking AI first. Here is what they ask.
Car trouble starts with a symptom, not a service name. A driver hears grinding when braking or sees a flashing light and types that description into an AI tool, often from the shoulder of a road. The tool translates the symptom into a likely repair and then names a few shops that clearly do that repair. Shops that only list vague service categories are harder to match.
Trust is the second filter, because most drivers cannot judge a repair themselves. AI answers lean on certifications, posted warranties, written estimates and reviews that describe honest communication. A shop that explains how it approves work before starting, and says so on its site, gives the answer a reason to describe it as careful rather than just nearby.
Make and model narrow everything. Owners of European imports, diesel trucks or hybrids ask specifically, and they expect a specialist. If your technicians work on those vehicles every week but your site never says so, the question goes to a shop that names the brands, the equipment and the kind of jobs it takes on.
Questions we would track
Eight questions from your customers, and who gets named.
- Who can diagnose a check engine light on a hybrid near me?: You are named
- Brake repair shop near me that gives written estimates: You are named
- Which mechanics near me specialize in European cars?: Only competitors named
- Can I get my car repaired the same day near me?: Only competitors named
- Auto shop near me that offers a warranty on parts and labor: You are named
- Where can I get a diesel truck serviced near me?: Only competitors named
- Mechanic near me that does pre-purchase inspections: You are named
- Which repair shops nearby offer a loaner car or shuttle?: Only competitors named
Highlighted questions name you in the sample. The rest name only competitors, or nobody.
Every example on this site is a sample with fictional businesses. It shows what a report looks like, not a result anyone was promised.
Sample report
What your monthly report looks like.
Five tracked questions, asked of the five AI tools. Each cell records whether the answer named you, linked you, or named only competitors.
| Question | ChatGPT | Claude | Perplexity | Gemini | Google AI Overviews |
|---|---|---|---|---|---|
| Hybrid check engine diagnosis | Named | Competitor named, you were not | Competitor named, you were not | Named and linked | Named |
| Brakes with written estimates | Named and linked | Named | Named and linked | Named | Competitor named, you were not |
| European car specialist | Competitor named, you were not | Competitor named, you were not | No business named | Competitor named, you were not | Competitor named, you were not |
| Same-day repair near me | No business named | No business named | Competitor named, you were not | Named | No business named |
| Warranty on parts and labor | Named | Named and linked | Named | Competitor named, you were not | Named and linked |
AI Visibility ScoreSample data
MayJunJulAugSepOct
+4 since your last scan
What AI tools can use
Content that answers the questions in your trade.
We cannot decide what an AI tool says. What you can control is whether your website answers your customers' questions clearly. These are the kinds of pages that do.
Symptom pages
Write pages around what drivers notice: squealing brakes, a car that shakes at highway speed, a flashing warning light. Explain what it can mean and how your shop diagnoses it, so symptom questions can be matched to you.
Makes and systems you service
List the vehicle brands, hybrid and diesel systems, and diagnostic equipment you actually work with. Specialists get named for specialist questions only when the specialty is stated in plain words.
Your warranty and estimate policy
Publish your parts and labor warranty, how written estimates are approved, and whether diagnostic fees are credited toward repairs. These are the trust details AI answers repeat when they describe a shop.
Turnaround and convenience
State whether you take same-day work, have loaner cars or a shuttle, and what your hours are on weekends. A stranded driver asks about speed and logistics before anything else.
Gaps
Where a competitor was named and you were not.
Every report lists these gaps, with an idea for what to publish to answer each question.
Questions about auto repair shops
Can I track questions about a specific repair or make?
Yes. You pick the questions, for example hybrid diagnostics, transmission work or a certain brand. We ask them every month and show which shops each AI tool names and links.
Will this get my shop named first by AI tools?
No one can guarantee what AI tools say or in what order. Found in AI measures where you are named today, shows the questions where competitors appear instead, and lets you track whether that changes after you publish clearer pages.
Why does an AI answer mention a shop farther away than mine?
Distance is only part of it. Answers often favor shops whose sites clearly state the repair, the vehicle and the warranty. A closer shop with thin pages can be skipped for one that explains itself better.
Who writes the content for my gaps?
If you switch it on, AI Blog Writer drafts one post per gap, such as a page about the makes you service. Nothing goes live until you read it and approve it, and the switch stays off unless you turn it on.
Other industries
See the questions and sample reports for nearby trades.
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