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AI Visibility Index · September 2026

Car repair shops in Lugano that AI assistants recommend

We asked ChatGPT, Claude and Gemini the four questions a buyer asks when looking for car repair shops in Lugano, three times each, in Italian, 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 · Lugano
25%of answers named AMAG Lugano
Answers
36
Businesses named
31
Named only once
18
Named by 2+ assistants
1 of 13
Named again on a rerun
42%

Edition September 2026. Download the data

Asked for car repair shops in Lugano, ChatGPT, Claude and Gemini most often named AMAG Lugano (25% of answers), Garage Muzzano SA (22%) and Emil Frey (19%). Across 36 answers they named 31 different businesses, 18 of them only once. Each of four buyer questions was asked three times, in Italian, 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 Lugano named by AI assistants, September 2026
#BusinessAI Recommendation RateChatGPTClaudeGeminiQuestionsAvg. position
1AMAG LuganoIs this your business?25%95%: 14 to 41%75%0%0%3 of 41.3
2Garage Muzzano SAIs this your business?22%95%: 12 to 38%0%0%67%4 of 42.5
3Emil FreyAlso written Emil Frey Lugano, Emil Frey SA Lugano, Emil Frey Grancia, Emil Frey SA Lugano-PazzalloIs this your business?19%95%: 10 to 35%58%0%0%3 of 42.3
4Garage NosedaAlso written Garage Noseda SA, Garage Carrozzeria Noseda SAIs this your business?19%95%: 10 to 35%0%0%58%3 of 42.6
5Garage BessoAlso written Garage Besso SA, Autofficina Besso SAIs this your business?11%95%: 4 to 25%0%0%33%3 of 43.3
6Garage Auto-Lugano SAIs this your business?8%95%: 3 to 22%0%0%25%2 of 42.3
7Garage ViganelloAlso written Garage di Viganello SA, Garage Viganello SAIs this your business?8%95%: 3 to 22%0%0%25%3 of 43.7
8Garage Olimpia SAIs this your business?6%95%: 2 to 18%0%0%17%1 of 41
9Garage Cristallo SAIs this your business?6%95%: 2 to 18%0%0%17%1 of 41.5
10Garage Carrozzeria Besso SAIs this your business?6%95%: 2 to 18%0%0%17%2 of 42
11Auto Center LuganoAlso written Auto Center Lugano SAIs this your business?6%95%: 2 to 18%0%0%17%1 of 42.5
12Euromaster LuganoIs this your business?6%95%: 2 to 18%8%0%8%1 of 42.5
13Garage RivaAlso written Garage Riva Paradiso SA, Garage Riva SAIs this your business?6%95%: 2 to 18%0%0%17%2 of 43

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. 18 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
1AMAG Lugano75%Named no businessGarage Muzzano SA67%
2Emil Frey58%Garage Noseda58%
3Euromaster Lugano8%Garage Besso33%
4No other name twiceGarage Auto-Lugano SA25%
5Garage Viganello25%

ChatGPT named no business in 3 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 Lugano, AIGROW AI Visibility Index, September 2026
<a href="https://aigrow.gg/index/car-repair/lugano"><img src="https://aigrow.gg/badges/index/2026-09/car-repair/lugano.svg" width="312" height="100" alt="Named by AI assistants: Car repair shops in Lugano, AIGROW AI Visibility Index, September 2026"></a>

The questions

Asked word for word, three times each, to every assistant, in Italian. 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. 1Qual è il miglior garage a Lugano?What is the best auto repair shop in Lugano?
  2. 2Mi si è accesa la spia del motore. Quale meccanico mi consiglieresti a Lugano?My check engine light is on. Which mechanic in Lugano would you recommend?
  3. 3Quale garage a Lugano è onesto e ha prezzi ragionevoli?Which auto repair shop in Lugano is honest and fairly priced?
  4. 4Devo cambiare i freni della mia auto a Lugano. Dove mi conviene portarla?I need new brakes on my car in Lugano. 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
BaselBernGenevaLausanneZurichBologna
Also in Lugano
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