Category AI Visibility Report
Motorcycle Seats 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
≈1,471
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 Motorcycle Seats across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 1,471 AI queries per month.
- Saddlemen leads the AI shelf with 21.2% of brand mentions, followed by Mustang (13%) and Corbin (11.2%). The top three hold 45.4% combined — a concentrated shelf where challengers need a differentiated topic wedge.
- The highest-demand topic is “bobber motorcycle seats” (top keyword “motorcycle bobber seats”, ~720 searches/mo).
- AI answers lean on reddit.com most (39.7% 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 | Saddlemen | 1,153 | 21.2% |
| 2 | Mustang | 706 | 13% |
| 3 | Corbin | 608 | 11.2% |
| 4 | Russell Day-Long | 318 | 5.8% |
| 5 | Sargent | 304 | 5.6% |
| 6 | Mother Road Customs | 198 | 3.6% |
| 7 | Le Pera | 196 | 3.6% |
| 8 | Harley-Davidson | 178 | 3.3% |
| 9 | Wild Ass | 104 | 1.9% |
| 10 | Seat Concepts | 103 | 1.9% |
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 |
|---|---|---|---|
| bobber motorcycle seats | ≈511 | motorcycle bobber seats | 720 |
| leather motorcycle seats | ≈507 | motorcycle leather seats | 320 |
| touring motorcycle seats | ≈453 | motorcycle touring seats harley davidson | 1,000 |
| motorcycle passenger seats | — | rear seat | 1,900 |
| cafe racer motorcycle seats | — | cafe motorcycle seats | 880 |
| upholstery motorcycle seats | — | motorcycle upholstery seats | 1,000 |
| gel motorcycle seats | — | gel padded motorcycle seats | 1,300 |
| custom motorcycle seats | — | custom motorcycle seat | 2,900 |
| comfortable motorcycle seats | — | motorcycle cushion seats | 2,400 |
| motorcycle seats for Harley-Davidson | — | harley motorcycle seats | 1,600 |
| solo motorcycle seats | — | motorcycle seats solo | 390 |
| aftermarket motorcycle seats | — | motorcycle seats | 5,400 |
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 | 366 | 39.7% |
| saddlemen.com | 151 | 16.4% |
| revzilla.com | 111 | 12.1% |
| harley-davidson.com | 44 | 4.8% |
| day-long.com | 37 | 4% |
| hdforums.com | 35 | 3.8% |
| lepera.com | 21 | 2.3% |
| sargentcycle.com | 17 | 1.8% |
FAQ
Which brands do AI assistants recommend most for motorcycle seats?
Over the last 30 days the top brands by AI mention share are: Saddlemen (21.2%), Mustang (13%), Corbin (11.2%), Russell Day-Long (5.8%), Sargent (5.6%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about motorcycle seats?
GEOly estimates ~1,471 AI queries per month in this category across 12 buyer topics, led by “bobber motorcycle seats”.
Which sources do AI engines cite for motorcycle seats?
The most-cited domains are: reddit.com, saddlemen.com, revzilla.com, harley-davidson.com, day-long.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.