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AI Visibility Index · September 2026

Car repair shops in Toronto that AI assistants recommend

We asked ChatGPT and Claude the four questions a buyer asks when looking for car repair shops in Toronto, 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.

Car repair shops · Toronto
63%of answers named Master Mechanic Toronto
Answers
24
Businesses named
48
Named only once
37
Named by 2+ assistants
10 of 11
Named again on a rerun
17%

Edition September 2026. Download the data

Asked for car repair shops in Toronto, ChatGPT and Claude most often named Master Mechanic Toronto (63% of answers), Midas Toronto (25%) and Ralph’s Auto Service (17%). Across 24 answers they named 48 different businesses, 37 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.

Car repair shops in Toronto named by AI assistants, September 2026
#BusinessShareChatGPTClaudeQuestionsAvg. position
1Master Mechanic TorontoAlso written Master Mechanic – Toronto63%95%: 43 to 79%50%75%4 of 42.5
2Midas TorontoAlso written Midas – Toronto25%95%: 12 to 45%25%25%2 of 42.7
3Ralph’s Auto ServiceAlso written Ralph's Auto Service17%95%: 7 to 36%25%8%2 of 41.3
4Master Mechanic17%95%: 7 to 36%17%17%2 of 42.5
5Active Green + RossAlso written Active Green +Ross13%95%: 4 to 31%8%17%1 of 42.7
6Toronto Auto Repair Service8%95%: 2 to 26%8%8%2 of 41
7Rito's Automotive RepairAlso written Rito’s Automotive Repair8%95%: 2 to 26%8%8%2 of 41.5
8Midas8%95%: 2 to 26%8%8%1 of 42
9Rito's Automotive Service8%95%: 2 to 26%17%0%2 of 42
10Rocco’s Automotive ServiceAlso written Rocco's Automotive Service8%95%: 2 to 26%8%8%1 of 42
11Rocco's Automotive8%95%: 2 to 26%8%8%2 of 43.5

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. 37 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.

#ChatGPTClaude
1Master Mechanic Toronto50%Master Mechanic Toronto75%
2Midas Toronto25%Midas Toronto25%
3Ralph’s Auto Service25%Master Mechanic17%
4Master Mechanic17%Active Green + Ross17%
5Rito's Automotive Service17%Ralph’s Auto Service8%

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 Toronto, AIGROW AI Visibility Index, September 2026
<a href="https://aigrow.gg/index/car-repair/toronto"><img src="https://aigrow.gg/badges/index/2026-09/car-repair/toronto.svg" width="312" height="100" alt="Named by AI assistants: Car repair shops in Toronto, 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.

  1. 1What is the best auto repair shop in Toronto?
  2. 2My check engine light is on. Which mechanic in Toronto would you recommend?
  3. 3Which auto repair shop in Toronto is honest and fairly priced?
  4. 4I need new brakes on my car in Toronto. 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.

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