Business category · United States
Vehicle Repair and Maintenance
18 AI answers to 5 prompts name 12 brands. L & B Auto Repair leads with 26.5% of mentions; the top 3 hold 53.1%.
Level 2n = 18 answers5 promptsupdated Oct 25, 2026AI Mode5ChatGPT5AI Overviews3Gemini5
AI answers
18
5 prompts
Last run Oct 25, 2026
Brands seen
12
Top 3 hold 53.1%
n = 18 answers
Concentration
Fragmented
HHI 1,337 · leader 26.5%
Leader
L & B Auto Repair
26.5% of mentions
Avg. position #2.1
Top engine
AI Mode
27.8% of answers
4 engines sampled
Sources cited
118
Top: reddit.com 28.8%
n = 18 answers
Visibility indexes
1 index · size = AI answers · colour = top-3 brand share
What AI answers show
Brands and sources in the sampled answers
n = 18 answers5 promptsOct 25, 2026
Brands AI recommends
Share of brand mentions in Vehicle Repair and Maintenance answers
- 1L & B Auto Repairavg. #2.126.5%13
- 2MINHS Automotiveavg. #3.014.3%7
- 3Urban Classics Auto Repairavg. #2.812.2%6
- 4A Euro American Auto Repairavg. #4.610.2%5
- 5Sunnyside Auto Repairavg. #2.76.1%3
n = 18 answers12 brands seen in total
Market concentrationFragmented
FragmentedModerateConcentrated
HHI 1,337Leader 26.5%Top 3 53.1%
Fragmented: no brand dominates. The top 3 hold 53.1% of mentions; the leader 26.5%.
Answers behind the ranking
Every engine sampled
- Google AI Mode5
- ChatGPT5
- AI Overviews3
- Gemini5