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AI Visibility Index · September 2026

Car repair shops in Zurich that AI assistants recommend

We asked ChatGPT, Claude and Gemini the four questions a buyer asks when looking for car repair shops in Zurich, three times each, in German, and counted who they named. These are the businesses named in two or more of the 36 answers.

Check whether AI names youSee the ranking

Names are printed as the assistants wrote them. We have not checked that any of them is good, open, or real.

Car repair shops · Zurich
50%of answers named AMAG
Answers
36
Businesses named
47
Named only once
32
Named by 2+ assistants
2 of 15
Named again on a rerun
39%

Edition September 2026. Download the data

Asked for car repair shops in Zurich, ChatGPT, Claude and Gemini most often named AMAG (50% of answers), Auto-Center Zürich Nord (19%) and Garage H.P. Müller (17%). Across 36 answers they named 47 different businesses, 32 of them only once. Each of four buyer questions was asked three times, in German, in September 2026.

The ranking

The AI Recommendation Rate is the fraction of the 36 answers that named a business. The range under it is a 95% confidence interval: where two ranges overlap, the gap between those businesses could be chance.

Car repair shops in Zurich named by AI assistants, September 2026
#BusinessAI Recommendation RateChatGPTClaudeGeminiQuestionsAvg. position
1AMAGAlso written AMAG Zürich, AMAG Autowelt Zürich, Amag, Amag Service Center, Amag ZürichIs this your business?50%95%: 35 to 66%75%42%33%3 of 41.9
2Auto-Center Zürich NordAlso written Auto-Center Zürich Nord AG, Auto-Center Zürich Nord GmbH, Autocenter Zürich Nord AGIs this your business?19%95%: 10 to 35%0%0%58%4 of 42
3Garage H.P. MüllerAlso written Garage H.P. Müller AGIs this your business?17%95%: 8 to 32%0%0%50%3 of 41.8
4Emil FreyAlso written Emil Frey Zürich, Emil Frey Zürich Nord, Emil Frey Zürich-AltstettenIs this your business?17%95%: 8 to 32%42%8%0%2 of 42
5Garage WipkingenAlso written Garage Wipkingen GmbH, Garage Wipkingen AGIs this your business?14%95%: 6 to 29%0%0%42%3 of 42.8
6TCS Testcenter ZürichIs this your business?14%95%: 6 to 29%0%42%0%2 of 43.6
7BestDrive by ContinentalAlso written BestDrive ZürichIs this your business?11%95%: 4 to 25%33%0%0%2 of 42
8Garage Auto-Zentrum ZürichAlso written Garage Auto-Zentrum Zürich AG, Garage Autocenter Zürich AGIs this your business?8%95%: 3 to 22%0%0%25%3 of 41.7
9Garage P. Hollenstein AGIs this your business?8%95%: 3 to 22%0%0%25%2 of 41.7
10EuromasterAlso written Euromaster ZürichIs this your business?8%95%: 3 to 22%25%0%0%1 of 42
11Auto-Center Zürich WestAlso written Auto-Center Zürich West AG, Auto-Center Zürich West GmbH, Auto-Center Zürich-West AGIs this your business?8%95%: 3 to 22%0%0%25%2 of 42.3
12Garage am AlbisriederplatzIs this your business?8%95%: 3 to 22%0%0%25%3 of 43
13Garage Züri-WestAlso written Garage Züri West GmbH, Garage Züri-West AGIs this your business?8%95%: 3 to 22%0%0%25%3 of 43
14Feu Vert ZürichIs this your business?6%95%: 2 to 18%0%17%0%1 of 43.5
15Auto-Service WiedikonAlso written Auto-Service-Center ZürichIs this your business?6%95%: 2 to 18%0%0%17%1 of 44

Each assistant column is the share of that assistant's own answers. Questions counts how many of the four produced the name at least once; position is where it came in the answer's list, 1 being first. 32 more names came up in a single answer and are counted above but not listed.

Is this your business?

See what the assistants say about your business today. The free checker asks ChatGPT, Claude, Gemini and Grok two of the Index questions for this category, with the category and the place already filled in, and shows every answer word for word. About 30 seconds, no sign-up.

Check your businessNamed above? Add the badgeWhat the audit does

What each assistant said

The same questions, the same number of times, and often different names. Each column is one assistant's top five from the ranking above, with the share of its own answers that named them.

#ChatGPTClaudeGemini
1AMAG75%AMAG42%Auto-Center Zürich Nord58%
2Emil Frey42%TCS Testcenter Zürich42%Garage H.P. Müller50%
3BestDrive by Continental33%Feu Vert Zürich17%Garage Wipkingen42%
4Euromaster25%Emil Frey8%AMAG33%
5No other name twiceNo other name twiceGarage Auto-Zentrum Zürich25%

Claude named no business in 7 of its 12 answers.

Named here? Put it on your site

Every business in the ranking was named in two or more answers. The badge says that and nothing more: no position, because the ranges above do not support one. It links back to this page, so anyone can check.

Correct or remove a listing
Named by AI assistants: Car repair shops in Zurich, AIGROW AI Visibility Index, September 2026
<a href="https://aigrow.gg/index/car-repair/zurich"><img src="https://aigrow.gg/badges/index/2026-09/car-repair/zurich.svg" width="312" height="100" alt="Named by AI assistants: Car repair shops in Zurich, AIGROW AI Visibility Index, September 2026"></a>

The questions

Asked word for word, three times each, to every assistant, in German. The English under each is our translation. The prompt is the one the free scan uses. No web search, no location and no chat history, so every answer starts from the same place.

  1. 1Was ist die beste Garage in Zürich?What is the best car repair shop in Zurich?
  2. 2Meine Motorkontrollleuchte leuchtet. Welchen Mechaniker in Zürich würdest du empfehlen?My check engine light is on. Which mechanic in Zurich would you recommend?
  3. 3Welche Garage in Zürich ist ehrlich und hat faire Preise?Which car repair shop in Zurich is honest and fairly priced?
  4. 4Ich brauche neue Bremsen für mein Auto in Zürich. Wo sollte ich damit hingehen?I need new brakes on my car in Zurich. Where should I take it?

How to read this page

The full method
What it measures
Which names these models produce when asked cold, from what they learned in training. It is not a review, a rating or our recommendation, and a business missing here may simply be one the models were never shown.
Why the ranges matter
36 answers is a sample. Asked again next month, most shares will move by a few points; the ranges say how far they could move by chance alone.
One business, several spellings
Branches, legal suffixes and spellings of one business are merged, and the other spellings are printed under its name. Names that might be two businesses are kept apart.
A name is wrong
If a business here is closed, misnamed or yours and you want it removed, tell us. We correct or remove it when the page is next published.

Where the assistants look

The sites read most often, with web search on, before the assistants answer about this category in Switzerland. From the AI Source Map: 7 answers.

See every site for this category
local.ch
Read in 86% of the answers
reddit.com
Read in 86% of the answers
localsearch.ch
Read in 71% of the answers

Elsewhere in the Index

Car repair shops elsewhere
BaselBernGenevaLausanneLuganoBerlin
Also in Zurich
DentistsLawyersAccountantsPlumbersGymsReal estate agencies

Is your business on this list?

The free scan asks the same assistants the questions your customers ask, scores whether they name you, and lists who they name instead.

Run the free AI scanRead the method

Edition September 2026 · published by Guglielmo Paesano, founder of AIGROW · data under CC BY 4.0