Category AI Visibility Report
Car Spoilers AI Visibility Report 2026: Top Brands & Buyer Topics in AI Search
Data updated 2026-08-27 · 30-day window · ChatGPT · Google AI Mode · Google AI Overviews
≈1,380
Est. AI queries / month
5
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 5 buyer topics in Car Spoilers across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 1,380 AI queries per month.
- APR Performance leads the AI shelf with 18.8% of brand mentions, followed by Ikon Motorsports (8%) and Voltex (6.2%). The top three hold 33% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “race car spoilers” (top keyword “race car spoilers”, ~590 searches/mo).
- AI answers lean on reddit.com most (32% of citations) — earning presence on these sources is the shortest path to being recommended.
Brands AI recommends most
Share of brand mentions across AI answers in the last 30 days (Share of Model).
| # | Brand | AI mentions | Share |
|---|---|---|---|
| 1 | APR Performance | 165 | 18.8% |
| 2 | Ikon Motorsports | 70 | 8% |
| 3 | Voltex | 54 | 6.2% |
| 4 | Seibon | 47 | 5.4% |
| 5 | VEVOR | 28 | 3.2% |
| 6 | Verus Engineering | 26 | 3% |
| 7 | TrueLine Automotive | 18 | 2.1% |
| 8 | Mugen | 17 | 1.9% |
| 9 | TypeS | 16 | 1.8% |
| 10 | Moroso | 16 | 1.8% |
What shoppers ask AI
Buyer topics monitored in this category, with estimated monthly AI queries and the top Google keyword behind each topic.
| Topic | Est. AI queries / mo | Top keyword | Search volume / mo |
|---|---|---|---|
| race car spoilers | ≈1,380 | race car spoilers | 590 |
| rear car spoilers | — | car rear spoilers | 33,100 |
| car spoilers and wings | — | rear wing car spoilers | 33,100 |
| universal car spoilers | — | universal car spoilers | 1,300 |
| lip car spoilers | — | lip spoiler | 1,900 |
Sources AI cites in this category
Root domains AI engines cited most when answering category queries in the last 30 days.
| Domain | Citations | Share |
|---|---|---|
| reddit.com | 49 | 32% |
| ikonmotorsports.com | 18 | 11.8% |
| go-parts.com | 9 | 5.9% |
| aggwings.com | 8 | 5.2% |
| carparts.com | 7 | 4.6% |
| alccomposite.com | 7 | 4.6% |
| motortrend.com | 6 | 3.9% |
| ksbautostyling.co.uk | 6 | 3.9% |
Related category reports
FAQ
Which brands do AI assistants recommend most for car spoilers?
Over the last 30 days the top brands by AI mention share are: APR Performance (18.8%), Ikon Motorsports (8%), Voltex (6.2%), Seibon (5.4%), VEVOR (3.2%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about car spoilers?
GEOly estimates ~1,380 AI queries per month in this category across 5 buyer topics, led by “race car spoilers”.
Which sources do AI engines cite for car spoilers?
The most-cited domains are: reddit.com, ikonmotorsports.com, go-parts.com, aggwings.com, carparts.com. Building brand presence on these sources is the most direct way to win AI recommendations.
Methodology
GEOly continuously runs category buyer prompts across ChatGPT, Google AI Mode, Google AI Overviews and records which brands are mentioned and which sources are cited. Figures aggregate a 30-day window; AI query volumes are modeled estimates from keyword demand and AI-adoption share. Data: GEOly MCP Server, updated 2026-08-27.
See your brand inside this category
GEOly tracks how ChatGPT, Google AI Mode and Google AI Overviews mention, rank and cite your brand against every competitor above — and what to fix to win the AI shelf.