Category

Automotive Services

This index adds up the scores of 43 questions: 40 across 8 subcategories and 3 about Automotive Services as a whole. 533 brands are ranked.

342 regional questions are not added to this index. By region

Edition
Nov 12, 2026
Methodology
v5.0

AI Visibility Ranking

Brands ordered by GenRank score across this category and its subcategories.

#BrandScore

The GenRank score sums each brand’s question-level visibility inside this category. Higher means AI names the brand more often and earlier. It is not bounded, so compare brands within one category, not across categories. Methodology

The questions behind this index

43

The questions, grouped by subcategory, each card with that category's top five brands. This index's ranking adds up the scores of every question grouped here.

Automotive Services, general

3 questions

Most cited sources

Sites cited by the answers to this category's questions and its subcategories'. Counts are citing answers. All of this week's questions. Earlier ranks appear once two weekly runs of the same methodology exist.

Most cited sources
RankSourceCiting answers
1reddit.comcommunity38
2yelp.comreview and listing sites26
3youtube.comsocial23
4jdpower.com20
5forbes.commedia20
6consumerreports.org17
7consumeraffairs.com17
8autobodyshopnear.com15
9safelite.com15
10topconsumerreviews.com13

By region

These 7 subcategories are also measured region by region. Regional results are not added to the national ranking.

All regions