Car repair shops in Austin that AI assistants recommend

Austin's Automotive Specialists is named most, in 47% of 36 answers.

Car repair shops in Austin named by AI assistants, November 2026

  1. 1Austin's Automotive Specialists47%

    95%: 32 to 63%

    ChatGPT
    33%
    Claude
    8%
    Gemini
    100%
    Questions
    4 of 4
    Avg. position
    1.5

    Named in answers to

    • What is the best auto repair shop in Austin?, from Gemini
    • My check engine light is on. Which mechanic in Austin would you recommend?, from ChatGPT and Gemini
    • Which auto repair shop in Austin is honest and fairly priced?, from Gemini
    • I need new brakes on my car in Austin. Where should I take it?, from ChatGPT, Claude and Gemini
    Is this your business?
  2. 2Dave's Ultimate Automotive47%

    95%: 32 to 63%

    ChatGPT
    33%
    Claude
    8%
    Gemini
    100%
    Questions
    4 of 4
    Avg. position
    2.2

    Named in answers to

    • What is the best auto repair shop in Austin?, from ChatGPT, Claude and Gemini
    • My check engine light is on. Which mechanic in Austin would you recommend?, from ChatGPT and Gemini
    • Which auto repair shop in Austin is honest and fairly priced?, from Gemini
    • I need new brakes on my car in Austin. Where should I take it?, from Gemini

    Also written Dave’s Ultimate Automotive

    Is this your business?
  3. 3Lamb's Tire & Automotive22%

    95%: 12 to 38%

    ChatGPT
    50%
    Claude
    8%
    Gemini
    8%
    Questions
    3 of 4
    Avg. position
    2.3

    Named in answers to

    • What is the best auto repair shop in Austin?, from ChatGPT
    • My check engine light is on. Which mechanic in Austin would you recommend?, from ChatGPT and Claude
    • I need new brakes on my car in Austin. Where should I take it?, from ChatGPT and Gemini
    Is this your business?
  4. 4Japanese Motors of Austin19%

    95%: 10 to 35%

    ChatGPT
    0%
    Claude
    0%
    Gemini
    58%
    Questions
    4 of 4
    Avg. position
    3

    Named in answers to

    • What is the best auto repair shop in Austin?, from Gemini
    • My check engine light is on. Which mechanic in Austin would you recommend?, from Gemini
    • Which auto repair shop in Austin is honest and fairly priced?, from Gemini
    • I need new brakes on my car in Austin. Where should I take it?, from Gemini
    Is this your business?
  5. 5Rising Sun Automotive17%

    95%: 8 to 32%

    ChatGPT
    50%
    Claude
    0%
    Gemini
    0%
    Questions
    3 of 4
    Avg. position
    2.7

    Named in answers to

    • What is the best auto repair shop in Austin?, from ChatGPT
    • My check engine light is on. Which mechanic in Austin would you recommend?, from ChatGPT
    • Which auto repair shop in Austin is honest and fairly priced?, from ChatGPT

    Also written Rising Sun Japanese Auto Service

    Is this your business?
  6. 6Juke Auto14%

    95%: 6 to 29%

    ChatGPT
    17%
    Claude
    25%
    Gemini
    0%
    Questions
    2 of 4
    Avg. position
    2.2

    Named in answers to

    • My check engine light is on. Which mechanic in Austin would you recommend?, from ChatGPT and Claude
    • Which auto repair shop in Austin is honest and fairly priced?, from ChatGPT and Claude
    Is this your business?
  7. 7Christian Brothers Automotive14%

    95%: 6 to 29%

    ChatGPT
    17%
    Claude
    25%
    Gemini
    0%
    Questions
    1 of 4
    Avg. position
    2.8

    Named in answers to

    • I need new brakes on my car in Austin. Where should I take it?, from ChatGPT and Claude
    Is this your business?
  8. 8Precision Import Service14%

    95%: 6 to 29%

    ChatGPT
    0%
    Claude
    42%
    Gemini
    0%
    Questions
    3 of 4
    Avg. position
    4

    Named in answers to

    • What is the best auto repair shop in Austin?, from Claude
    • My check engine light is on. Which mechanic in Austin would you recommend?, from Claude
    • Which auto repair shop in Austin is honest and fairly priced?, from Claude
    Is this your business?
  9. 9Firestone Complete Auto Care11%

    95%: 4 to 25%

    ChatGPT
    8%
    Claude
    25%
    Gemini
    0%
    Questions
    1 of 4
    Avg. position
    4

    Named in answers to

    • I need new brakes on my car in Austin. Where should I take it?, from ChatGPT and Claude
    Is this your business?
  10. 10Brakes To Go8%

    95%: 3 to 22%

    ChatGPT
    25%
    Claude
    0%
    Gemini
    0%
    Questions
    1 of 4
    Avg. position
    1

    Named in answers to

    • I need new brakes on my car in Austin. Where should I take it?, from ChatGPT
    Is this your business?
  11. 11Luu Auto Repair8%

    95%: 3 to 22%

    ChatGPT
    25%
    Claude
    0%
    Gemini
    0%
    Questions
    1 of 4
    Avg. position
    1.3

    Named in answers to

    • Which auto repair shop in Austin is honest and fairly priced?, from ChatGPT
    Is this your business?
  12. 12Terry Sayther Automotive8%

    95%: 3 to 22%

    ChatGPT
    0%
    Claude
    0%
    Gemini
    25%
    Questions
    3 of 4
    Avg. position
    2

    Named in answers to

    • What is the best auto repair shop in Austin?, from Gemini
    • My check engine light is on. Which mechanic in Austin would you recommend?, from Gemini
    • I need new brakes on my car in Austin. Where should I take it?, from Gemini
    Is this your business?
  13. 13Uptown Auto Repair6%

    95%: 2 to 18%

    ChatGPT
    17%
    Claude
    0%
    Gemini
    0%
    Questions
    2 of 4
    Avg. position
    1

    Named in answers to

    • What is the best auto repair shop in Austin?, from ChatGPT
    • My check engine light is on. Which mechanic in Austin would you recommend?, from ChatGPT
    Is this your business?
  14. 14Buddha's Garage6%

    95%: 2 to 18%

    ChatGPT
    17%
    Claude
    0%
    Gemini
    0%
    Questions
    2 of 4
    Avg. position
    2

    Named in answers to

    • What is the best auto repair shop in Austin?, from ChatGPT
    • Which auto repair shop in Austin is honest and fairly priced?, from ChatGPT
    Is this your business?
  15. 15Southside Auto Repair6%

    95%: 2 to 18%

    ChatGPT
    0%
    Claude
    17%
    Gemini
    0%
    Questions
    2 of 4
    Avg. position
    2

    Named in answers to

    • My check engine light is on. Which mechanic in Austin would you recommend?, from Claude
    • Which auto repair shop in Austin is honest and fairly priced?, from Claude

    Also written Southside Auto Service

    Is this your business?
  16. 16Yost Automotive6%

    95%: 2 to 18%

    ChatGPT
    17%
    Claude
    0%
    Gemini
    0%
    Questions
    2 of 4
    Avg. position
    2

    Named in answers to

    • What is the best auto repair shop in Austin?, from ChatGPT
    • Which auto repair shop in Austin is honest and fairly priced?, from ChatGPT
    Is this your business?
  17. 17Brake Check6%

    95%: 2 to 18%

    ChatGPT
    0%
    Claude
    17%
    Gemini
    0%
    Questions
    1 of 4
    Avg. position
    2.5

    Named in answers to

    • I need new brakes on my car in Austin. Where should I take it?, from Claude
    Is this your business?
  18. 18Groovy Automotive6%

    95%: 2 to 18%

    ChatGPT
    17%
    Claude
    0%
    Gemini
    0%
    Questions
    2 of 4
    Avg. position
    2.5

    Named in answers to

    • What is the best auto repair shop in Austin?, from ChatGPT
    • My check engine light is on. Which mechanic in Austin would you recommend?, from ChatGPT
    Is this your business?
  19. 19Southside Garage6%

    95%: 2 to 18%

    ChatGPT
    0%
    Claude
    17%
    Gemini
    0%
    Questions
    1 of 4
    Avg. position
    2.5

    Named in answers to

    • Which auto repair shop in Austin is honest and fairly priced?, from Claude
    Is this your business?
  20. 20Oil Changers6%

    95%: 2 to 18%

    ChatGPT
    0%
    Claude
    17%
    Gemini
    0%
    Questions
    2 of 4
    Avg. position
    3

    Named in answers to

    • What is the best auto repair shop in Austin?, from Claude
    • Which auto repair shop in Austin is honest and fairly priced?, from Claude

    Also written Oil Changers & Automotive Repair, Oil Changers Auto Repair

    Is this your business?
  21. 21European Motor Werks6%

    95%: 2 to 18%

    ChatGPT
    0%
    Claude
    17%
    Gemini
    0%
    Questions
    1 of 4
    Avg. position
    4

    Named in answers to

    • Which auto repair shop in Austin is honest and fairly priced?, from Claude
    Is this your business?
  22. 22Trotter's Automotive6%

    95%: 2 to 18%

    ChatGPT
    0%
    Claude
    17%
    Gemini
    0%
    Questions
    1 of 4
    Avg. position
    4

    Named in answers to

    • I need new brakes on my car in Austin. Where should I take it?, from Claude

    Also written Trotter's Automotive & Transmission

    Is this your business?

Open a row to see each assistant's share of its 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. 37 more names came up in a single answer and are counted above but not listed.

Car repair shops in Austin: is this your field?

59different names in 36 answers, 37 of them only once. The assistants change their minds from one answer to the next.

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How the AIGROW Score is measured

No business can pay to appear in the Index, rise in it or be removed from it. How the Index stays neutral

AI Visibility Index · November 2026

Asked about car repair shops in Austin, ChatGPT, Claude and Gemini named Austin's Automotive Specialists most often, in 47% of answers (its AI Recommendation Rate), then Dave's Ultimate Automotive (47%). Across 36 answers they named 59 different businesses, 37 of them only once. Each of four buyer questions was asked three times, in English, in November 2026.

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.

Names are printed as the assistants wrote them. We have not checked that any of them is good, open, or real.

Car repair shops · Austin

47% of answers named Austin's Automotive Specialists

Answers
36
Businesses named
59
Named only once
37
Named by 2+ assistants
6 of 22
Named again on a rerun
42%

Edition November 2026. Download the data

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Since the October edition

Share of answers that named each business, recalculated using the same assistants and answer totals in both editions.

Since the October edition
BusinessOctober 2026November 2026Change
McSpadden's Tire & Automotive41.7%95%: 24 to 61%0.0%95%: 0 to 14%No longer named

Compared: ChatGPT and Gemini. A change is shown only when the two 95% ranges do not overlap.

Models and access routes may differ between editions, so this comparison does not identify the cause of a change. October data (DOI)

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
1Lamb's Tire & Automotive50%Precision Import Service42%Austin's Automotive Specialists100%
2Rising Sun Automotive50%Juke Auto25%Dave's Ultimate Automotive100%
3Austin's Automotive Specialists33%Christian Brothers Automotive25%Japanese Motors of Austin58%
4Dave's Ultimate Automotive33%Firestone Complete Auto Care25%Terry Sayther Automotive25%
5Brakes To Go25%Southside Auto Repair17%Lamb's Tire & Automotive8%

Questions about car repair shops in Austin

ChatGPT, Claude and Gemini named Austin's Automotive Specialists most often, in 47% of 36 answers, then Dave's Ultimate Automotive (47%) and Lamb's Tire & Automotive (22%). The names come from what the assistants answered to four buyer questions in November 2026; we have not checked that any of them is good, open or real.

Not always. ChatGPT named Lamb's Tire & Automotive most often (50% of its answers), Claude Precision Import Service (42%) and Gemini Austin's Automotive Specialists (100%). 6 of the 22 listed businesses were named by two or more of them.

Each question was asked three times. Of the names an assistant gave for a question, 42% came back in two or more of those runs; the rest came up once. The 95% range beside each rate in the ranking shows how far it could move by chance.

Run the free checker: it asks ChatGPT, Claude, Gemini and Grok two of the Index questions for car repair shops, with the category and the place already filled in, and shows every answer word for word. About 30 seconds, no sign-up. The page on how AI assistants recommend car repair shops shows what an owner can work on. Nothing can guarantee that an assistant names you.

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.

Named by AI assistants: Car repair shops in Austin, AIGROW AI Visibility Index, November 2026
<a href="https://aigrow.gg/index/car-repair/austin"><img src="https://aigrow.gg/badges/index/2026-11/car-repair/austin.svg" width="312" height="100" alt="Named by AI assistants: Car repair shops in Austin, AIGROW AI Visibility Index, November 2026"></a>

The questions

Asked word for word, three times each, to every assistant. 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. 1What is the best auto repair shop in Austin?
  2. 2My check engine light is on. Which mechanic in Austin would you recommend?
  3. 3Which auto repair shop in Austin is honest and fairly priced?
  4. 4I need new brakes on my car in Austin. 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 the United States. From the AI Source Map: 11 answers.

carfax.com
Read in 91% of the answers
reddit.com
Read in 91% of the answers
birdeye.com
Read in 82% of the answers

AI Visibility Index

Not on this list? See what ChatGPT says about your business

Car repair shops, Austin: see whether the assistants name you, or someone else.

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Edition November 2026 · published by Guglielmo Paesano, founder of AIGROW · data under CC BY 4.0