Car repair shops in Linz that AI assistants recommend

ÖAMTC Stützpunkt Linz is named most, in 42% of 36 answers.

Car repair shops in Linz named by AI assistants, November 2026

  1. 1ÖAMTC Stützpunkt Linz42%

    95%: 27 to 58%

    ChatGPT
    100%
    Claude
    25%
    Gemini
    0%
    Questions
    4 of 4
    Avg. position
    1.6

    Named in answers to

    • What is the best auto repair shop in Linz?, from ChatGPT
    • My check engine light is on. Which mechanic in Linz would you recommend?, from ChatGPT and Claude
    • Which auto repair shop in Linz is honest and fairly priced?, from ChatGPT
    • I need new brakes on my car in Linz. Where should I take it?, from ChatGPT
    Is this your business?
  2. 2ARBÖ Prüfzentrum Linz28%

    95%: 16 to 44%

    ChatGPT
    58%
    Claude
    25%
    Gemini
    0%
    Questions
    3 of 4
    Avg. position
    1.9

    Named in answers to

    • What is the best auto repair shop in Linz?, from ChatGPT
    • My check engine light is on. Which mechanic in Linz would you recommend?, from ChatGPT and Claude
    • Which auto repair shop in Linz is honest and fairly priced?, from ChatGPT
    Is this your business?
  3. 3Bosch Car Service22%

    95%: 12 to 38%

    ChatGPT
    17%
    Claude
    42%
    Gemini
    8%
    Questions
    2 of 4
    Avg. position
    2.1

    Named in answers to

    • My check engine light is on. Which mechanic in Linz would you recommend?, from ChatGPT and Claude
    • I need new brakes on my car in Linz. Where should I take it?, from ChatGPT, Claude and Gemini

    Also written Bosch Car Service Linz, Bosch Service

    Is this your business?
  4. 4Autohaus Danner17%

    95%: 8 to 32%

    ChatGPT
    0%
    Claude
    0%
    Gemini
    50%
    Questions
    3 of 4
    Avg. position
    1.5

    Named in answers to

    • What is the best auto repair shop in Linz?, from Gemini
    • My check engine light is on. Which mechanic in Linz would you recommend?, from Gemini
    • Which auto repair shop in Linz is honest and fairly priced?, from Gemini
    Is this your business?
  5. 5ATU17%

    95%: 8 to 32%

    ChatGPT
    0%
    Claude
    25%
    Gemini
    25%
    Questions
    1 of 4
    Avg. position
    1.7

    Named in answers to

    • I need new brakes on my car in Linz. Where should I take it?, from Claude and Gemini

    Also written ATU Linz, ATU Auto-Teile-Unger

    Is this your business?
  6. 6Forstinger17%

    95%: 8 to 32%

    ChatGPT
    25%
    Claude
    25%
    Gemini
    0%
    Questions
    1 of 4
    Avg. position
    2.5

    Named in answers to

    • I need new brakes on my car in Linz. Where should I take it?, from ChatGPT and Claude

    Also written Forstinger Linz

    Is this your business?
  7. 7KFZ-Technik Wögerer14%

    95%: 6 to 29%

    ChatGPT
    0%
    Claude
    0%
    Gemini
    42%
    Questions
    3 of 4
    Avg. position
    1.6

    Named in answers to

    • What is the best auto repair shop in Linz?, from Gemini
    • My check engine light is on. Which mechanic in Linz would you recommend?, from Gemini
    • Which auto repair shop in Linz is honest and fairly priced?, from Gemini

    Also written KFZ-Technik & Karosseriebau Wögerer

    Is this your business?
  8. 8Auto-Service Linz11%

    95%: 4 to 25%

    ChatGPT
    0%
    Claude
    0%
    Gemini
    33%
    Questions
    2 of 4
    Avg. position
    2.3

    Named in answers to

    • My check engine light is on. Which mechanic in Linz would you recommend?, from Gemini
    • I need new brakes on my car in Linz. Where should I take it?, from Gemini

    Also written Auto-Service-Linz

    Is this your business?
  9. 9Lucky Car8%

    95%: 3 to 22%

    ChatGPT
    25%
    Claude
    0%
    Gemini
    0%
    Questions
    2 of 4
    Avg. position
    3

    Named in answers to

    • Which auto repair shop in Linz is honest and fairly priced?, from ChatGPT
    • I need new brakes on my car in Linz. Where should I take it?, from ChatGPT

    Also written Lucky Car Linz

    Is this your business?
  10. 10Pappas Linz8%

    95%: 3 to 22%

    ChatGPT
    0%
    Claude
    25%
    Gemini
    0%
    Questions
    2 of 4
    Avg. position
    4.3

    Named in answers to

    • My check engine light is on. Which mechanic in Linz would you recommend?, from Claude
    • I need new brakes on my car in Linz. Where should I take it?, from Claude
    Is this your business?
  11. 11KFZ-Technik Linz6%

    95%: 2 to 18%

    ChatGPT
    0%
    Claude
    0%
    Gemini
    17%
    Questions
    1 of 4
    Avg. position
    1

    Named in answers to

    • I need new brakes on my car in Linz. Where should I take it?, from Gemini
    Is this your business?
  12. 12Auto-Service-Center Linz6%

    95%: 2 to 18%

    ChatGPT
    0%
    Claude
    0%
    Gemini
    17%
    Questions
    2 of 4
    Avg. position
    2

    Named in answers to

    • Which auto repair shop in Linz is honest and fairly priced?, from Gemini
    • I need new brakes on my car in Linz. Where should I take it?, from Gemini
    Is this your business?
  13. 13KFZ-Technik Pühringer6%

    95%: 2 to 18%

    ChatGPT
    0%
    Claude
    0%
    Gemini
    17%
    Questions
    2 of 4
    Avg. position
    2

    Named in answers to

    • My check engine light is on. Which mechanic in Linz would you recommend?, from Gemini
    • Which auto repair shop in Linz is honest and fairly priced?, from Gemini

    Also written KFZ-Meisterbetrieb Pühringer, Kfz-Technik Pühringer

    Is this your business?
  14. 14Auto Günther GmbH6%

    95%: 2 to 18%

    ChatGPT
    17%
    Claude
    0%
    Gemini
    0%
    Questions
    1 of 4
    Avg. position
    2.5

    Named in answers to

    • What is the best auto repair shop in Linz?, from ChatGPT

    Also written Auto Günther

    Is this your business?
  15. 15Porsche Linz6%

    95%: 2 to 18%

    ChatGPT
    17%
    Claude
    0%
    Gemini
    0%
    Questions
    2 of 4
    Avg. position
    2.5

    Named in answers to

    • What is the best auto repair shop in Linz?, from ChatGPT
    • My check engine light is on. Which mechanic in Linz would you recommend?, from ChatGPT
    Is this your business?
  16. 16Autohaus Pruckner6%

    95%: 2 to 18%

    ChatGPT
    0%
    Claude
    0%
    Gemini
    17%
    Questions
    1 of 4
    Avg. position
    3

    Named in answers to

    • What is the best auto repair shop in Linz?, from Gemini
    Is this your business?

Open a row to see each assistant's share of its 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. 18 more names came up in a single answer and are counted above but not listed.

Car repair shops in Linz: is this your field?

34different names in 36 answers, 18 of them only once. The assistants change their minds from one answer to the next.

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How the AIGROW Score is measured

No business can pay to appear in the Index, rise in it or be removed from it. How the Index stays neutral

AI Visibility Index · November 2026

Asked about car repair shops in Linz, ChatGPT, Claude and Gemini named ÖAMTC Stützpunkt Linz most often, in 42% of answers (its AI Recommendation Rate), then ARBÖ Prüfzentrum Linz (28%). Across 36 answers they named 34 different businesses, 18 of them only once. Each of four buyer questions was asked three times, in German, in November 2026.

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.

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

Car repair shops · Linz

42% of answers named ÖAMTC Stützpunkt Linz

Answers
36
Businesses named
34
Named only once
18
Named by 2+ assistants
5 of 16
Named again on a rerun
50%

Edition November 2026. Download the data

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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
1ÖAMTC Stützpunkt Linz100%Bosch Car Service42%Autohaus Danner50%
2ARBÖ Prüfzentrum Linz58%ÖAMTC Stützpunkt Linz25%KFZ-Technik Wögerer42%
3Forstinger25%ARBÖ Prüfzentrum Linz25%Auto-Service Linz33%
4Lucky Car25%ATU25%ATU25%
5Bosch Car Service17%Forstinger25%KFZ-Technik Linz17%

Claude named no business in 6 of its 12 answers.

Questions about car repair shops in Linz

ChatGPT, Claude and Gemini named ÖAMTC Stützpunkt Linz most often, in 42% of 36 answers, then ARBÖ Prüfzentrum Linz (28%) and Bosch Car Service (22%). The names come from what the assistants answered to four buyer questions in November 2026; we have not checked that any of them is good, open or real.

Not always. ChatGPT named ÖAMTC Stützpunkt Linz most often (100% of its answers), Claude Bosch Car Service (42%) and Gemini Autohaus Danner (50%). 5 of the 16 listed businesses were named by two or more of them.

Each question was asked three times. Of the names an assistant gave for a question, 50% came back in two or more of those runs; the rest came up once. The 95% range beside each rate in the ranking shows how far it could move by chance.

Run the free checker: it asks ChatGPT, Claude, Gemini and Grok two of the Index questions for car repair shops, with the category and the place already filled in, and shows every answer word for word. About 30 seconds, no sign-up. The page on how AI assistants recommend car repair shops shows what an owner can work on. Nothing can guarantee that an assistant names you.

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.

Named by AI assistants: Car repair shops in Linz, AIGROW AI Visibility Index, November 2026
<a href="https://aigrow.gg/index/car-repair/linz"><img src="https://aigrow.gg/badges/index/2026-11/car-repair/linz.svg" width="312" height="100" alt="Named by AI assistants: Car repair shops in Linz, AIGROW AI Visibility Index, November 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 Autowerkstatt in Linz?What is the best auto repair shop in Linz?
  2. 2Meine Motorkontrollleuchte leuchtet. Welchen Mechaniker in Linz würdest du empfehlen?My check engine light is on. Which mechanic in Linz would you recommend?
  3. 3Welche Autowerkstatt in Linz ist ehrlich und hat faire Preise?Which auto repair shop in Linz is honest and fairly priced?
  4. 4Ich brauche neue Bremsen für mein Auto in Linz. Wo sollte ich damit hingehen?I need new brakes on my car in Linz. Where should I take it?

How to read this page

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.

AI Visibility Index

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