You name the keyword. Our 10,000+ real-device farm runs the session signals ChatGPT, Perplexity, and Gemini use to pick who to cite — and your shop becomes the answer in 14 days. Hands-off: no content rewrites, no schema edits, no website access. You keep fixing cars; we handle the signal layer. No other AEO service has this device farm.
Auto repair is one of the highest-trust decisions a local consumer makes. They are handing over a vehicle they depend on to someone they need to trust. That trust search used to happen through referrals, word of mouth, and Google reviews. Increasingly, it starts with an AI query: "best mechanic near me," "trusted auto shop in [city]," "who do people recommend for Honda service in [neighborhood]."
AI returns one or two shop names with a brief description of why they are trustworthy. The customer calls. They do not research further. When your shop has the reputation but is not in the answer, you lose the call before you ever had a chance to win it.
AI engines pick who to cite based on the session-signal layer — real-device behavior across real accounts in real US metros. It is not Google rank, not review count, not tenure. Our 10,000+ real-device farm is the only service that runs that signal layer for you. You name the keyword; we run the ranking work and measure the result. California Car Pros in Palmdale was not named in ChatGPT's window-tint answer on April 29, 2026; by May 16 — 17 days later — it was the #2 recommendation. TCB Automotive & Towing in Spartanburg holds #1 on both ChatGPT and Perplexity for heavy-vehicle truck towing in June 5, 2026 captures.
We are actively working with more auto repair shops and building this industry vertical. If your shop has the reviews and reputation to deserve AI citations, the signal layer is usually the only thing standing between you and the answer. We run it for you.
Two named businesses with dated screenshot captures. We add results as new captures come in.
On April 29, 2026, ChatGPT's window-tint answer did not name California Car Pros. The fleet ran the ranking work, and by May 16, 2026 — 17 days later — the shop was ChatGPT's #2 recommendation for the same query. May 13, 2026 captures also show California Car Pros at #1 on Gemini for three keywords: premium window tint, ceramic coating shop, and paint protection film.
A June 2, 2026 capture shows TCB Automotive & Towing as ChatGPT's #1 answer for truck towing. June 5, 2026 captures show the shop at #1 on both ChatGPT and Perplexity for "what's the best truck towing near me for heavy vehicles." Every screenshot is dated and on file.
California Car Pros went from not named to #2 on ChatGPT in 17 days — untouched captures below.
ChatGPT returns a generic recommendation — often a chain shop or a business with a stronger session-signal pattern, not necessarily a better track record. Your shop, which has served the community for 15 years and has hundreds of verified reviews, does not appear. Nobody is running the signal layer for you, so AI cannot cite you with confidence.
The driver calls whoever ChatGPT named. You never find out you lost the job.
ChatGPT says: "In [your city], [Your Shop Name] is a well-regarded independent auto repair shop known for honest estimates and quality work. They handle most makes and models and have strong customer reviews. You can reach them at [phone]." Your name. Your reputation. First.
The driver calls your shop. That is how the new customer finds you.
Ranked on our 10,000+ real-device farm — real consumer phones and laptops in real US metros with real signed-in accounts. Validated on a separate clean fleet. This is the answer a driver in your city actually sees, not a server query or simulation.
No credit card. We don't charge until AI names you. One business per category per zip — claim yours before a competitor does.
Free AI visibility audit — we check what ChatGPT, Perplexity, and Gemini say about your shop today. Then name a keyword and our device farm ranks you in 14 days. No sales call. No credit card.
