Category · Mexico
Vehicle Parts & Accessories
88.6K estimated AI asks a month. AI answers name 62 brands with no clear leader, show native product carousels in 10.5% of AI Mode and 9.1% of ChatGPT answers, and carry ads in 45.5% of ChatGPT answers.
Taxonomy #5613Level 2n = 44 answers44 promptsupdated Oct 27, 2026AI Mode22ChatGPT22
AI demand / mo
88.6K
213.5K Google searches
CPC MX$2.35 · High comp.
12-month trend
−5%
Peak Apr
Oct 2025 – Sep 2026
Brands seen
62
Fragmented · HHI 164
n = 22 answers
Native catalog
AI Mode10.5%
ChatGPT9.1%
14 distinct products
n = 44 answers
Ad rate
45.5%ChatGPT
10 ads · 7 advertisers
n = 22 answers
Opportunity
77
High
77 / 100
- Demand
- p78
- Open
- 94
- Ads
- 46
n = 44 answers
Subcategories
7 subcategories · size = AI demand · colour = opportunity
96Vehicle Safety & Security53.9%47.7K AI asks / mo69Vehicle Maintenance, Care & Decor16.7%14.8K AI asks / mo25Watercraft Parts & Accessories12.8%11.4K AI asks / mo72Vehicle Storage & Cargo8%7.1K AI asks / mo60Motor Vehicle Parts5.8%5.1K AI asks / mo56Motor Vehicle Electronics2.8%2.5K AI asks / mo
What AI answers show
Brands, stores, products, ads and sources in the sampled answers
n = 44 answers44 promptsOct 27, 2026
Brands AI recommends
Share of brand mentions in Vehicle Parts & Accessories answers
n = 22 answersGoogle AI Mode and AI Overviews answers
Market concentrationFragmented
FragmentedModerateConcentrated
HHI 164Leader 3.2%Top 3 6.3%
Fragmented: no brand dominates. The top 3 hold 6.3% of mentions; the leader 3.2%.
Answers behind the ranking
Product categories: Google answers only, for now
- Google AI Mode22