Category · Mexico
Vehicle Maintenance, Care & Decor
14.8K estimated AI asks a month. AI answers name 15 brands with no clear leader, show native product carousels in 14.3% of AI Mode and 14.3% of ChatGPT answers, and carry ads in 71.4% of ChatGPT answers.
Taxonomy #913Level 3n = 14 answers14 promptsupdated Oct 27, 2026AI Mode7ChatGPT7
AI demand / mo
14.8K
35.7K Google searches
CPC MX$2.86 · High comp.
12-month trend
+2%
Peak Apr
Oct 2025 – Sep 2026
Brands seen
15
Fragmented · HHI 667
n = 7 answers
Native catalog
AI Mode14.3%
ChatGPT14.3%
5 distinct products
n = 14 answers
Ad rate
71.4%ChatGPT
5 ads · 5 advertisers
n = 7 answers
Opportunity
69
High
69 / 100
- Demand
- p86
- Open
- 80
- Ads
- 71
n = 14 answers
Subcategories
7 subcategories · size = AI demand · colour = opportunity
46Vehicle Fluids47.8%7.1K AI asks / mo34Vehicle Decor17.6%2.6K AI asks / mo15Vehicle Cleaning17.5%2.6K AI asks / mo15Vehicle Covers15.2%2.2K AI asks / moVehicle Repair & Specialty Tools1.7%
1 subcategory without search demand data is listed in the .
What AI answers show
Brands, stores, products, ads and sources in the sampled answers
n = 14 answers14 promptsOct 27, 2026
Brands AI recommends
Share of brand mentions in Vehicle Maintenance, Care & Decor answers
n = 7 answersGoogle AI Mode and AI Overviews answers
Market concentrationFragmented
FragmentedModerateConcentrated
HHI 667Leader 6.7%Top 3 20%
Fragmented: no brand dominates. The top 3 hold 20% of mentions; the leader 6.7%.
Answers behind the ranking
Product categories: Google answers only, for now
- Google AI Mode7