Car repair shops in Naples that AI assistants recommend
We asked ChatGPT, Claude and Gemini the four questions a buyer asks when looking for car repair shops in Naples, three times each, in Italian, and counted who they named. These are the businesses named in two or more of the 36 answers.
Names are printed as the assistants wrote them. We have not checked that any of them is good, open, or real.
- Answers
- 36
- Businesses named
- 19
- Named only once
- 6
- Named by 2+ assistants
- 0 of 13
- Named again on a rerun
- 41%
Edition September 2026. Download the data
Asked for car repair shops in Naples, ChatGPT, Claude and Gemini most often named Autofficina F.lli Esposito (33% of answers), Autofficina Russo (19%) and Autofficina Di Costanzo (17%). Across 36 answers they named 19 different businesses, 6 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.
| # | Business | AI Recommendation Rate | ChatGPT | Claude | Gemini | Questions | Avg. position |
|---|---|---|---|---|---|---|---|
| 1 | Autofficina F.lli EspositoAlso written Autofficina Autorizzata Bosch Car Service - Fratelli Esposito, Autofficina Autorizzata Bosch Service - Fratelli Esposito, Autofficina Autorizzata Bosch Car Service - F.lli Esposito, Autofficina Autorizzata Bosch Service - F.lli EspositoIs this your business? | 95%: 20 to 50% | 0% | 0% | 100% | 4 of 4 | 1 |
| 2 | Autofficina RussoAlso written Autofficina Autorizzata Magneti Marelli Checkstar - Autofficina Russo, Autofficina Autorizzata Bosch Service - Autofficina Russo, Autofficina Autorizzata Fiat - Autofficina Russo, Officina Meccanica Autorizzata - Autofficina RussoIs this your business? | 95%: 10 to 35% | 0% | 0% | 58% | 3 of 4 | 3.3 |
| 3 | Autofficina Di CostanzoAlso written Autofficina Meccanica Di Costanzo, Autofficina Meccatronica Di Costanzo, Autofficina Autorizzata Fiat - Autoriparazioni Di CostanzoIs this your business? | 95%: 8 to 32% | 0% | 0% | 50% | 4 of 4 | 3.2 |
| 4 | Autofficina IannuzziAlso written Autofficina Autorizzata Magneti Marelli Checkstar - Autofficina Iannuzzi, Autofficina Autorizzata Fiat - Autofficina Iannuzzi, Autofficina Autorizzata Fiat - Autoriparazioni Iannuzzi, Autofficina Meccatronica Iannuzzi, Officina Meccanica Autorizzata Fiat - Autofficina IannuzziIs this your business? | 95%: 8 to 32% | 0% | 0% | 50% | 3 of 4 | 3.7 |
| 5 | MidasAlso written Midas NapoliIs this your business? | 95%: 6 to 29% | 42% | 0% | 0% | 3 of 4 | 1.6 |
| 6 | Autofficina Meccanica De RosaAlso written Autofficina Meccanica F.lli De RosaIs this your business? | 95%: 6 to 29% | 0% | 0% | 42% | 3 of 4 | 2.2 |
| 7 | Autofficina Fratelli De LucaAlso written Autofficina Meccanica F.lli De Luca, Autofficina Autorizzata Fiat e Lancia - Fratelli De Luca, Autofficina Meccanica De LucaIs this your business? | 95%: 6 to 29% | 0% | 0% | 42% | 3 of 4 | 2.8 |
| 8 | NorautoIs this your business? | 95%: 4 to 25% | 33% | 0% | 0% | 2 of 4 | 1.5 |
| 9 | Bosch Car ServiceIs this your business? | 95%: 4 to 25% | 33% | 0% | 0% | 3 of 4 | 2.5 |
| 10 | Autocentro NapoliAlso written Autofficina Autorizzata Fiat - Autocentro Napoli, Autofficina Autorizzata Ford - Autocenter Napoli, Autofficina Autorizzata Ford - Autocentro Napoli, Officina Autorizzata Ford - Autocenter NapoliIs this your business? | 95%: 4 to 25% | 0% | 0% | 33% | 2 of 4 | 4.3 |
| 11 | Autofficina 2000Also written Autofficina Autorizzata Fiat - Autofficina 2000 di Ciro e Luigi, Autofficina Autorizzata Magneti Marelli Checkstar - Autofficina 2000Is this your business? | 95%: 2 to 18% | 0% | 0% | 17% | 2 of 4 | 3 |
| 12 | Autofficina Di MaioAlso written Autofficina Autorizzata Fiat - Autofficina Di Maio, Autofficina Meccanica Di MaioIs this your business? | 95%: 2 to 18% | 0% | 0% | 17% | 1 of 4 | 3 |
| 13 | Service Center NapoliAlso written Autofficina Autorizzata Ford - Service Center Napoli, Autofficina Autorizzata Volkswagen - Service Center NapoliIs this your business? | 95%: 2 to 18% | 0% | 0% | 17% | 2 of 4 | 4.5 |
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. 6 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.
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.
| # | ChatGPT | Claude | Gemini |
|---|---|---|---|
| 1 | Midas42% | Named no business | Autofficina F.lli Esposito100% |
| 2 | Norauto33% | Autofficina Russo58% | |
| 3 | Bosch Car Service33% | Autofficina Di Costanzo50% | |
| 4 | No other name twice | Autofficina Iannuzzi50% | |
| 5 | Autofficina Meccanica De Rosa42% |
ChatGPT named no business in 7 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.
<a href="https://aigrow.gg/index/car-repair/naples"><img src="https://aigrow.gg/badges/index/2026-09/car-repair/naples.svg" width="312" height="100" alt="Named by AI assistants: Car repair shops in Naples, 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.
- 1Qual è la migliore autofficina a Napoli?What is the best auto repair shop in Naples?
- 2Mi si è accesa la spia del motore. Quale meccanico mi consiglieresti a Napoli?My check engine light is on. Which mechanic in Naples would you recommend?
- 3Quale autofficina a Napoli è onesta e ha prezzi ragionevoli?Which auto repair shop in Naples is honest and fairly priced?
- 4Devo cambiare i freni della mia auto a Napoli. Dove mi conviene portarla?I need new brakes on my car in Naples. 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.
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.
- 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
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.
Edition September 2026 · published by Guglielmo Paesano, founder of AIGROW · data under CC BY 4.0