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AI Visibility Index · September 2026

Car repair shops in Kraków that AI assistants recommend

We asked ChatGPT, Claude and Gemini the four questions a buyer asks when looking for car repair shops in Kraków, three times each, in Polish, 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 · Kraków
36%of answers named Bosch Car Service
Answers
36
Businesses named
28
Named only once
13
Named by 2+ assistants
1 of 15
Named again on a rerun
34%

Edition September 2026. Download the data

Asked for car repair shops in Kraków, ChatGPT, Claude and Gemini most often named Bosch Car Service (36% of answers), Auto-Centrum (22%) and Auto-Krak Serwis (17%). Across 36 answers they named 28 different businesses, 13 of them only once. Each of four buyer questions was asked three times, in Polish, 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 Kraków named by AI assistants, September 2026
#BusinessAI Recommendation RateChatGPTClaudeGeminiQuestionsAvg. position
1Bosch Car ServiceAlso written Auto Serwis Kraków - Bosch Service, Auto Serwis Kraków - Bosch Service Auto-Centrum, Auto Serwis "Bosch Service", Bosch Car Service Auto-Serwis Węgrzyn, Serwis Samochodowy Bosch ServiceIs this your business?36%95%: 23 to 52%25%0%83%4 of 41.7
2Auto-CentrumAlso written Auto-Centrum Kraków, Auto-Centrum "Kraków"Is this your business?22%95%: 12 to 38%0%0%67%4 of 42.4
3Auto-Krak SerwisAlso written Serwis Samochodowy "Auto-Krak", Serwis Auto-Krak, Serwis Samochodowy Auto-KrakIs this your business?17%95%: 8 to 32%0%0%50%3 of 43.3
4NorautoAlso written Norauto Kraków, Norauto Kraków ZakopiankaIs this your business?14%95%: 6 to 29%42%0%0%3 of 41
5Auto-Service U JarkaAlso written Auto-Service "U Jarka", Serwis Samochodowy "U Jarka", Auto-Serwis "U Jarka"Is this your business?14%95%: 6 to 29%0%0%42%4 of 41.8
6EuromasterAlso written Euromaster KrakówIs this your business?14%95%: 6 to 29%42%0%0%3 of 41.8
7Auto Serwis u JanaAlso written Auto-Service "U Jana", Serwis Samochodowy "U Jana"Is this your business?8%95%: 3 to 22%0%0%25%3 of 42.3
8Auto Serwis "Mechanik"Is this your business?8%95%: 3 to 22%0%0%25%2 of 42.7
9Auto Serwis Kraków - Mechanika PojazdowaIs this your business?8%95%: 3 to 22%0%0%25%2 of 43
10Auto Serwis Mechanika PojazdowaAlso written Auto Serwis "Mechanika Pojazdowa", Mechanika Pojazdowa - Auto SerwisIs this your business?8%95%: 3 to 22%0%0%25%3 of 43.7
11M4K Garage KrakówIs this your business?6%95%: 2 to 18%17%0%0%2 of 41
12Auto-Centrum "Krak"Is this your business?6%95%: 2 to 18%0%0%17%1 of 43
13Auto Serwis u mechanikaAlso written Auto Serwis "U mechanika"Is this your business?6%95%: 2 to 18%0%0%17%2 of 44
14Auto-PerfektAlso written Mechanika Pojazdowa "Auto-Perfekt", Serwis Samochodowy "Auto-Perfekt"Is this your business?6%95%: 2 to 18%0%0%17%2 of 44.5
15Auto-NaprawaIs this your business?6%95%: 2 to 18%0%0%17%2 of 45

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. 13 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
1Norauto42%Named no businessBosch Car Service83%
2Euromaster42%Auto-Centrum67%
3Bosch Car Service25%Auto-Krak Serwis50%
4M4K Garage Kraków17%Auto-Service U Jarka42%
5No other name twiceAuto Serwis u Jana25%

ChatGPT named no business in 1 of its 12 answers. Claude named no business in any 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 Kraków, AIGROW AI Visibility Index, September 2026
<a href="https://aigrow.gg/index/car-repair/krakow"><img src="https://aigrow.gg/badges/index/2026-09/car-repair/krakow.svg" width="312" height="100" alt="Named by AI assistants: Car repair shops in Kraków, AIGROW AI Visibility Index, September 2026"></a>

The questions

Asked word for word, three times each, to every assistant, in Polish. 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. 1Jaki jest najlepszy warsztat samochodowy w Krakowie?What is the best auto repair shop in Kraków?
  2. 2Zapaliła mi się kontrolka silnika. Jakiego mechanika w Krakowie polecasz?My check engine light is on. Which mechanic in Kraków would you recommend?
  3. 3Który warsztat samochodowy w Krakowie jest uczciwy i ma rozsądne ceny?Which auto repair shop in Kraków is honest and fairly priced?
  4. 4Muszę wymienić hamulce w samochodzie w Krakowie. Gdzie najlepiej go oddać?I need new brakes on my car in Kraków. 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
WarsawWrocławAarhusAmsterdamAntwerpAustin
Also in Kraków
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