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AI Visibility Index · September 2026

Car repair shops in Dublin that AI assistants recommend

We asked ChatGPT and Claude the four questions a buyer asks when looking for car repair shops in Dublin, 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 · Dublin
29%of answers named Autoboland
Answers
24
Businesses named
54
Named only once
44
Named by 2+ assistants
4 of 10
Named again on a rerun
8%

Edition September 2026. Download the data

Asked for car repair shops in Dublin, ChatGPT and Claude most often named Autoboland (29% of answers), Frank Keane Volkswagen Dublin (21%) and Sandyford Motors (13%). Across 24 answers they named 54 different businesses, 44 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 Dublin named by AI assistants, September 2026
#BusinessShareChatGPTClaudeQuestionsAvg. position
1Autoboland29%95%: 15 to 49%0%58%4 of 41.7
2Frank Keane Volkswagen DublinAlso written Frank Keane Volkswagen, Dublin21%95%: 9 to 41%17%25%3 of 42
3Sandyford Motors13%95%: 4 to 31%0%25%2 of 41.3
4Autoboland, DublinAlso written Autoboland Dublin13%95%: 4 to 31%25%0%3 of 41.7
5The Garage Dublin8%95%: 2 to 26%17%0%2 of 41
6Auto Solutions Dublin8%95%: 2 to 26%17%0%2 of 41.5
7AutoDublin8%95%: 2 to 26%8%8%2 of 41.5
8Autobahn Service Centre8%95%: 2 to 26%0%17%2 of 42
9Dublin Autocare8%95%: 2 to 26%8%8%2 of 42.5
10M50 Garage8%95%: 2 to 26%8%8%2 of 42.5

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. 44 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
1Autoboland, Dublin25%Autoboland58%
2Frank Keane Volkswagen Dublin17%Frank Keane Volkswagen Dublin25%
3The Garage Dublin17%Sandyford Motors25%
4Auto Solutions Dublin17%Autobahn Service Centre17%
5AutoDublin8%AutoDublin8%

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 Dublin, AIGROW AI Visibility Index, September 2026
<a href="https://aigrow.gg/index/car-repair/dublin"><img src="https://aigrow.gg/badges/index/2026-09/car-repair/dublin.svg" width="312" height="100" alt="Named by AI assistants: Car repair shops in Dublin, 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 garage for car repairs in Dublin?
  2. 2My engine warning light is on. Which mechanic in Dublin would you recommend?
  3. 3Which garage in Dublin is honest and fairly priced?
  4. 4I need new brakes on my car in Dublin. Which garage should I take it to?

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