Category AI Visibility Report
Steering 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
≈627
Est. AI queries / month
12
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 12 buyer topics in Steering Parts across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 627 AI queries per month.
- SeaStar Solutions leads the AI shelf with 6.7% of brand mentions, followed by Moog (5.5%) and Uflex Marine (3.5%). The top three hold 15.7% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “rack and pinion steering parts” (top keyword “steering rack parts”, ~210 searches/mo).
- AI answers lean on reddit.com most (30% 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 | SeaStar Solutions | 222 | 6.7% |
| 2 | Moog | 181 | 5.5% |
| 3 | Uflex Marine | 115 | 3.5% |
| 4 | Mevotech | 97 | 2.9% |
| 5 | Borgeson Universal Company | 90 | 2.7% |
| 6 | ACDelco | 77 | 2.3% |
| 7 | TRW Automotive | 76 | 2.3% |
| 8 | Dorman | 75 | 2.3% |
| 9 | Edelmann | 72 | 2.2% |
| 10 | Grant | 68 | 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 |
|---|---|---|---|
| rack and pinion steering parts | ≈211 | steering rack parts | 210 |
| boat steering parts | ≈209 | seastar hydraulic steering parts | 260 |
| golf cart steering parts | ≈207 | ezgo steering parts diagram | 70 |
| steering wheel parts | — | steering wheel | 74,000 |
| steering system parts | — | steering stabilizer | 4,400 |
| power steering parts | — | steering pump parts | 40,500 |
| truck steering parts | — | truck steering parts | 320 |
| go-kart steering parts | — | go-kart steering parts | 260 |
| steering linkage parts | — | steering arm | 1,300 |
| riding mower steering parts | — | craftsman riding mower steering parts diagram | 210 |
| steering column parts | — | parts of steering column | 480 |
| steering gear box parts | — | steering gear box | 2,900 |
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 | 181 | 30% |
| go-parts.com | 45 | 7.5% |
| moogparts.com | 39 | 6.5% |
| borgeson.com | 34 | 5.6% |
| marineengine.com | 28 | 4.6% |
| steeringcolumnservices.com | 18 | 3% |
| westmarine.com | 16 | 2.6% |
| napaonline.com | 14 | 2.3% |
FAQ
Which brands do AI assistants recommend most for steering parts?
Over the last 30 days the top brands by AI mention share are: SeaStar Solutions (6.7%), Moog (5.5%), Uflex Marine (3.5%), Mevotech (2.9%), Borgeson Universal Company (2.7%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about steering parts?
GEOly estimates ~627 AI queries per month in this category across 12 buyer topics, led by “rack and pinion steering parts”.
Which sources do AI engines cite for steering parts?
The most-cited domains are: reddit.com, go-parts.com, moogparts.com, borgeson.com, marineengine.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.