Visibility index · Mexico
Auto repair shops in Mexico City
19 AI answers to 5 prompts name 26 brands. Mecánica Automotriz Juárez leads with 7.2% of mentions; the top 3 hold 19.6%.
Level 3n = 19 answers5 promptsupdated Oct 25, 2026AI Mode5ChatGPT5AI Overviews4Gemini5
AI answers
19
5 prompts
Last run Oct 25, 2026
Brands seen
26
Top 3 hold 19.6%
n = 19 answers
Concentration
Fragmented
HHI 439 · leader 7.2%
Leader
Mecánica Automotriz Juárez
7.2% of mentions
Avg. position #3.0
Top engine
AI Mode
26.3% of answers
4 engines sampled
Sources cited
63
Top: excelsior.com.mx 22.2%
n = 19 answers
What AI answers show
Brands and sources in the sampled answers
n = 19 answers5 promptsOct 25, 2026
Brands AI recommends
Share of brand mentions in Auto repair shops in Mexico City answers
- 1Mecánica Automotriz Juárezavg. #3.07.2%7
- 2Taller Automotriz García Tlalpanavg. #4.46.2%6
- 3SpeeDeeavg. #3.56.2%6
- 4Silva Automotrizavg. #5.85.2%5
- 5Servicio Automotriz CDMXavg. #7.25.2%5
n = 19 answers26 brands seen in total
Market concentrationFragmented
FragmentedModerateConcentrated
HHI 439Leader 7.2%Top 3 19.6%
Fragmented: no brand dominates. The top 3 hold 19.6% of mentions; the leader 7.2%.
Answers behind the ranking
Every engine sampled
- Google AI Mode5
- ChatGPT5
- AI Overviews4
- Gemini5