Car repair shops in New York that AI assistants recommend
We asked ChatGPT and Claude the four questions a buyer asks when looking for car repair shops in New York, three times each, in English, and counted who they named. These are the businesses named in two or more of the 24 answers.
Names are printed as the assistants wrote them. We have not checked that any of them is good, open, or real.
- Answers
- 24
- Businesses named
- 51
- Named only once
- 36
- Named by 2+ assistants
- 8 of 15
- Named again on a rerun
- 22%
Edition September 2026. Download the data
Asked for car repair shops in New York, ChatGPT and Claude most often named M-Spec Performance (29% of answers), Manhattan Alignment & Diagnostic Center (21%) and Urban Classics Auto Repair (17%). Across 24 answers they named 51 different businesses, 36 of them only once. Each of four buyer questions was asked three times, in English, in September 2026.
The ranking
Share is the fraction of the 24 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 | Share | ChatGPT | Claude | Questions | Avg. position |
|---|---|---|---|---|---|---|
| 1 | M-Spec Performance | 95%: 15 to 49% | 50% | 8% | 3 of 4 | 1.7 |
| 2 | Manhattan Alignment & Diagnostic Center | 95%: 9 to 41% | 8% | 33% | 3 of 4 | 3 |
| 3 | Urban Classics Auto Repair | 95%: 7 to 36% | 0% | 33% | 2 of 4 | 1.3 |
| 4 | L & M Foreign CarsAlso written L&M Foreign Cars | 95%: 7 to 36% | 25% | 8% | 3 of 4 | 1.8 |
| 5 | A Euro American Auto & Tire Center | 95%: 7 to 36% | 8% | 25% | 2 of 4 | 2.3 |
| 6 | Pep Boys | 95%: 7 to 36% | 8% | 25% | 1 of 4 | 2.8 |
| 7 | Goodyear Auto Service | 95%: 7 to 36% | 8% | 25% | 1 of 4 | 3.8 |
| 8 | Midas | 95%: 4 to 31% | 8% | 17% | 1 of 4 | 1.3 |
| 9 | Meineke Car Care Centers | 95%: 4 to 31% | 0% | 25% | 1 of 4 | 2.3 |
| 10 | L & B Auto RepairAlso written L&B Auto Repair | 95%: 4 to 31% | 0% | 25% | 3 of 4 | 3 |
| 11 | Tolima's Auto Center | 95%: 4 to 31% | 0% | 25% | 2 of 4 | 4.3 |
| 12 | Champion Automotive Repair Services | 95%: 4 to 31% | 0% | 25% | 2 of 4 | 4.7 |
| 13 | Mavis Discount Tire | 95%: 2 to 26% | 8% | 8% | 1 of 4 | 1 |
| 14 | Mao Auto Tech Auto Repair & NYS Inspection | 95%: 2 to 26% | 0% | 17% | 2 of 4 | 3 |
| 15 | Murray's Auto Clinic | 95%: 2 to 26% | 17% | 0% | 2 of 4 | 3.5 |
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. 36 more names came up in a single answer and are counted above but not listed.
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 |
|---|---|---|
| 1 | M-Spec Performance50% | Manhattan Alignment & Diagnostic Center33% |
| 2 | L & M Foreign Cars25% | Urban Classics Auto Repair33% |
| 3 | Murray's Auto Clinic17% | A Euro American Auto & Tire Center25% |
| 4 | Manhattan Alignment & Diagnostic Center8% | Pep Boys25% |
| 5 | A Euro American Auto & Tire Center8% | Goodyear Auto Service25% |
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/new-york"><img src="https://aigrow.gg/badges/index/2026-09/car-repair/new-york.svg" width="312" height="100" alt="Named by AI assistants: Car repair shops in New York, AIGROW AI Visibility Index, September 2026"></a>The questions
Asked word for word, three times each, to every assistant through its API. 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.
- 1What is the best auto repair shop in New York?
- 2My check engine light is on. Which mechanic in New York would you recommend?
- 3Which auto repair shop in New York is honest and fairly priced?
- 4I need new brakes on my car in New York. 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
- 24 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
- Also in New York
- 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.
Edition September 2026 · data under CC BY 4.0