Category AI Visibility Report
Car Bumpers 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
≈292
Est. AI queries / month
6
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 6 buyer topics in Car Bumpers across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 292 AI queries per month.
- ARB leads the AI shelf with 5.8% of brand mentions, followed by Auto Metal Direct (5.4%) and OER (3.7%). The top three hold 14.9% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “used car bumpers” (top keyword “used car bumpers for sale”, ~170 searches/mo).
- AI answers lean on reddit.com most (31.9% 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 | ARB | 62 | 5.8% |
| 2 | Auto Metal Direct | 58 | 5.4% |
| 3 | OER | 40 | 3.7% |
| 4 | Addictive Desert Designs | 33 | 3.1% |
| 5 | Goodmark | 29 | 2.7% |
| 6 | Replace | 28 | 2.6% |
| 7 | Dynacorn | 28 | 2.6% |
| 8 | Fab Fours | 27 | 2.5% |
| 9 | Warn | 27 | 2.5% |
| 10 | AEV | 26 | 2.4% |
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 |
|---|---|---|---|
| used car bumpers | ≈146 | used car bumpers for sale | 170 |
| classic car bumpers | ≈146 | old car bumpers | 90 |
| rear car bumpers | — | rear bumper | 5,400 |
| custom car bumpers | — | aftermarket car bumpers | 210 |
| off-road car bumpers | — | jeep bumpers | 3,600 |
| front car bumpers | — | front bumper | 12,100 |
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 | 87 | 31.9% |
| go-parts.com | 31 | 11.4% |
| carparts.com | 19 | 7% |
| engineerfix.com | 16 | 5.9% |
| carid.com | 15 | 5.5% |
| fitparts.com | 12 | 4.4% |
| oerparts.com | 9 | 3.3% |
| roughcountry.com | 8 | 2.9% |
Related category reports
FAQ
Which brands do AI assistants recommend most for car bumpers?
Over the last 30 days the top brands by AI mention share are: ARB (5.8%), Auto Metal Direct (5.4%), OER (3.7%), Addictive Desert Designs (3.1%), Goodmark (2.7%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about car bumpers?
GEOly estimates ~292 AI queries per month in this category across 6 buyer topics, led by “used car bumpers”.
Which sources do AI engines cite for car bumpers?
The most-cited domains are: reddit.com, go-parts.com, carparts.com, engineerfix.com, carid.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.