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AI Visibility Index · September 2026

Car repair shops in Florence that AI assistants recommend

We asked ChatGPT, Claude and Gemini the four questions a buyer asks when looking for car repair shops in Florence, 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 · Florence
31%of answers named Autofficina 2000
Answers
36
Businesses named
27
Named only once
13
Named by 2+ assistants
0 of 14
Named again on a rerun
43%

Edition September 2026. Download the data

Asked for car repair shops in Florence, ChatGPT, Claude and Gemini most often named Autofficina 2000 (31% of answers), Norauto (14%) and Midas Firenze (11%). Across 36 answers they named 27 different businesses, 13 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 Florence named by AI assistants, September 2026
#BusinessAI Recommendation RateChatGPTClaudeGeminiQuestionsAvg. position
1Autofficina 2000Also written Autofficina Autorizzata Bosch Service - Autofficina 2000, Autofficina Autorizzata Bosch Car Service - Autofficina 2000Is this your business?31%95%: 18 to 47%0%0%92%4 of 42.5
2NorautoAlso written Norauto Firenze, Norauto Firenze Osmannoro, Norauto Campi BisenzioIs this your business?14%95%: 6 to 29%42%0%0%2 of 41.4
3Midas FirenzeIs this your business?11%95%: 4 to 25%33%0%0%2 of 41.3
4Autofficina F.lli NencioniAlso written Autofficina Meccanica F.lli NencioniIs this your business?11%95%: 4 to 25%0%0%33%3 of 42.5
5Autofficina SestiniAlso written Autofficina Meccanica Sestini, Autofficina Autorizzata Bosch Service - Autofficina SestiniIs this your business?11%95%: 4 to 25%0%0%33%3 of 43.5
6Autofficina F.lli BacciIs this your business?8%95%: 3 to 22%0%0%25%3 of 41
7Autofficina Meccanica B&BIs this your business?8%95%: 3 to 22%0%0%25%2 of 42
8Autofficina F.lli CioniAlso written Autofficina Autorizzata Fiat - Officina F.lli CioniIs this your business?8%95%: 3 to 22%0%0%25%2 of 42.3
9Autofficina Meccanica S.A.M. di SestiniAlso written Autofficina Meccanica S.A.M. di Sestini e C.Is this your business?8%95%: 3 to 22%0%0%25%3 of 43.3
10Autofficina F.lli BiniIs this your business?6%95%: 2 to 18%0%0%17%2 of 41
11Autofficina F.lli FaniIs this your business?6%95%: 2 to 18%0%0%17%2 of 41
12Autofficina B&B di Bini e BiniAlso written Autofficina Meccanica B&B di Bini e BiniIs this your business?6%95%: 2 to 18%0%0%17%2 of 43
13Autofficina G.M. di Giani e MasiAlso written Autofficina Meccanica G.M. di Giani e MasiIs this your business?6%95%: 2 to 18%0%0%17%1 of 44
14Autofficina F.lli NocentiniAlso written Autofficina Autorizzata Magneti Marelli Checkstar - Autofficina F.lli NocentiniIs 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. 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 businessAutofficina 200092%
2Midas Firenze33%Autofficina F.lli Nencioni33%
3No other name twiceAutofficina Sestini33%
4Autofficina F.lli Bacci25%
5Autofficina Meccanica B&B25%

ChatGPT named no business in 6 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 Florence, AIGROW AI Visibility Index, September 2026
<a href="https://aigrow.gg/index/car-repair/florence"><img src="https://aigrow.gg/badges/index/2026-09/car-repair/florence.svg" width="312" height="100" alt="Named by AI assistants: Car repair shops in Florence, 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 la migliore autofficina a Firenze?What is the best auto repair shop in Florence?
  2. 2Mi si è accesa la spia del motore. Quale meccanico mi consiglieresti a Firenze?My check engine light is on. Which mechanic in Florence would you recommend?
  3. 3Quale autofficina a Firenze è onesta e ha prezzi ragionevoli?Which auto repair shop in Florence is honest and fairly priced?
  4. 4Devo cambiare i freni della mia auto a Firenze. Dove mi conviene portarla?I need new brakes on my car in Florence. 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 Italy. From the AI Source Map: 8 answers.

See every site for this category
altraopinione.org
Read in 88% of the answers
reddit.com
Read in 88% of the answers
cylex-italia.it
Read in 75% of the answers

Elsewhere in the Index

Car repair shops elsewhere
BolognaMilanNaplesRomeTurinVerona
Also in Florence
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