Category AI Visibility Report
Suspension Parts 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
≈983
Est. AI queries / month
9
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 9 buyer topics in Suspension Parts across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 983 AI queries per month.
- Bilstein leads the AI shelf with 6.5% of brand mentions, followed by Hendrickson (5.9%) and Mevotech (5.8%). The top three hold 18.2% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “air suspension parts” (top keyword “air ride suspension parts”, ~390 searches/mo).
- AI answers lean on reddit.com most (36.2% 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 | Bilstein | 180 | 6.5% |
| 2 | Hendrickson | 162 | 5.9% |
| 3 | Mevotech | 160 | 5.8% |
| 4 | Moog | 153 | 5.6% |
| 5 | Old Man Emu | 96 | 3.5% |
| 6 | TRW Automotive | 68 | 2.5% |
| 7 | Delphi | 66 | 2.4% |
| 8 | KYB | 60 | 2.2% |
| 9 | Firestone | 59 | 2.1% |
| 10 | AccuAir | 57 | 2.1% |
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 |
|---|---|---|---|
| air suspension parts | ≈507 | air ride suspension parts | 390 |
| 4x4 suspension parts | ≈476 | suspension parts jeep | 880 |
| motorcycle suspension parts | — | motorbike suspension parts | 720 |
| rear suspension parts | — | rear suspension parts | 1,300 |
| car suspension parts diagrams and names | — | car suspension | 22,200 |
| trailer suspension parts | — | suspension trailer parts | 590 |
| truck suspension parts | — | suspension truck parts | 1,000 |
| performance suspension parts | — | mcgaughys suspension parts | 8,100 |
| front suspension parts | — | car control arm | 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 | 163 | 36.2% |
| etrailer.com | 35 | 7.8% |
| hendrickson-intl.com | 31 | 6.9% |
| lippert.com | 28 | 6.2% |
| mevotech.com | 19 | 4.2% |
| arbusa.com | 17 | 3.8% |
| firestoneairide.com | 14 | 3.1% |
| revzilla.com | 14 | 3.1% |
FAQ
Which brands do AI assistants recommend most for suspension parts?
Over the last 30 days the top brands by AI mention share are: Bilstein (6.5%), Hendrickson (5.9%), Mevotech (5.8%), Moog (5.6%), Old Man Emu (3.5%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about suspension parts?
GEOly estimates ~983 AI queries per month in this category across 9 buyer topics, led by “air suspension parts”.
Which sources do AI engines cite for suspension parts?
The most-cited domains are: reddit.com, etrailer.com, hendrickson-intl.com, lippert.com, mevotech.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.