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AI Visibility Index · September 2026

Car repair shops in Graz that AI assistants recommend

We asked ChatGPT, Claude and Gemini the four questions a buyer asks when looking for car repair shops in Graz, 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 · Graz
28%of answers named ATU
Answers
36
Businesses named
31
Named only once
12
Named by 2+ assistants
4 of 19
Named again on a rerun
46%

Edition September 2026. Download the data

Asked for car repair shops in Graz, ChatGPT, Claude and Gemini most often named ATU (28% of answers), Forstinger (22%) and Auto Pölzl (22%). Across 36 answers they named 31 different businesses, 12 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 Graz named by AI assistants, September 2026
#BusinessAI Recommendation RateChatGPTClaudeGeminiQuestionsAvg. position
1ATUAlso written ATU Graz, A.T.U Graz, ATU Auto-Teile-Unger, Auto-Teile-Unger GrazIs this your business?28%95%: 16 to 44%33%25%25%3 of 41.4
2ForstingerAlso written Forstinger Graz, Forstinger Auto-Fachmarkt GrazIs this your business?22%95%: 12 to 38%50%17%0%3 of 42
3Auto PölzlAlso written KFZ-Technik & Karosseriebau Pölzl, Auto Pölzl GmbH, KFZ-Meisterbetrieb Pölzl, Kfz-Technik Pölzl, KFZ-Technik PölzlIs this your business?22%95%: 12 to 38%0%0%67%3 of 42.1
4Auto-Service-GrazAlso written Auto-Service GrazIs this your business?22%95%: 12 to 38%0%0%67%3 of 42.8
5Porsche Graz-LiebenauIs this your business?19%95%: 10 to 35%58%0%0%3 of 42
6KFZ-Technik KrennAlso written Autowerkstatt & Reifenservice Krenn, KFZ-Meisterbetrieb Krenn, Kfz-Werkstatt KrennIs this your business?19%95%: 10 to 35%0%0%58%4 of 42.9
7ÖAMTCAlso written ÖAMTC Stützpunkt Graz, ÖAMTC Stützpunkt Graz-WestIs this your business?17%95%: 8 to 32%42%0%8%4 of 41.7
8Lucky Car GrazIs this your business?14%95%: 6 to 29%42%0%0%3 of 42.2
9Bosch Car ServiceAlso written Bosch Service, Bosch Car Service GrazIs this your business?14%95%: 6 to 29%0%17%25%1 of 43.8
10Autohaus Vogl & Co GmbHAlso written Autohaus Vogl & CoIs this your business?11%95%: 4 to 25%0%0%33%2 of 41.8
11KFZ-Meisterbetrieb HütterAlso written Kfz-Meisterwerkstatt Hütter, KFZ-Technik & Karosseriebau HütterIs this your business?11%95%: 4 to 25%0%0%33%3 of 43
12Autohaus RobinsonIs this your business?8%95%: 3 to 22%25%0%0%2 of 41.3
13Autowerkstatt & Reifendienst KrobathAlso written KFZ-Werkstatt & Abschleppdienst KrobathIs this your business?8%95%: 3 to 22%0%0%25%3 of 43.7
14Pappas GrazIs this your business?8%95%: 3 to 22%0%25%0%2 of 44
15Autowerkstatt PayerAlso written Autowerkstatt & Reifenservice PayerIs this your business?6%95%: 2 to 18%0%0%17%1 of 42
16Autohaus Saubermann GrazIs this your business?6%95%: 2 to 18%0%17%0%1 of 43
17Autowerkstatt & Abschleppdienst FuchsbichlerAlso written KFZ-Werkstatt & Abschleppdienst FuchsbichlerIs this your business?6%95%: 2 to 18%0%0%17%1 of 43.5
18DenzelAlso written Denzel Graz, Wolfgang Denzel Auto AG GrazIs this your business?6%95%: 2 to 18%0%17%0%2 of 44
19Auto-Technik-GrazIs this your business?6%95%: 2 to 18%0%0%17%2 of 44.5

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. 12 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
1Porsche Graz-Liebenau58%ATU25%Auto Pölzl67%
2Forstinger50%Pappas Graz25%Auto-Service-Graz67%
3ÖAMTC42%Forstinger17%KFZ-Technik Krenn58%
4Lucky Car Graz42%Bosch Car Service17%Autohaus Vogl & Co GmbH33%
5ATU33%Autohaus Saubermann Graz17%KFZ-Meisterbetrieb Hütter33%

Claude named no business in 8 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 Graz, AIGROW AI Visibility Index, September 2026
<a href="https://aigrow.gg/index/car-repair/graz"><img src="https://aigrow.gg/badges/index/2026-09/car-repair/graz.svg" width="312" height="100" alt="Named by AI assistants: Car repair shops in Graz, 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 Autowerkstatt in Graz?What is the best auto repair shop in Graz?
  2. 2Meine Motorkontrollleuchte leuchtet. Welchen Mechaniker in Graz würdest du empfehlen?My check engine light is on. Which mechanic in Graz would you recommend?
  3. 3Welche Autowerkstatt in Graz ist ehrlich und hat faire Preise?Which auto repair shop in Graz is honest and fairly priced?
  4. 4Ich brauche neue Bremsen für mein Auto in Graz. Wo sollte ich damit hingehen?I need new brakes on my car in Graz. 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.

Elsewhere in the Index

Car repair shops elsewhere
SalzburgViennaBaselBerlinBernCologne
Also in Graz
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