Category AI Visibility Report
Off-Road Vehicles 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
≈4,448
Est. AI queries / month
7
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 7 buyer topics in Off-Road Vehicles across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 4,448 AI queries per month.
- Toyota leads the AI shelf with 15.7% of brand mentions, followed by Polaris (12.6%) and Honda (9%). The top three hold 37.3% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “street-legal off-road vehicles” (top keyword “off-road vehicles that are street legal”, ~590 searches/mo).
- AI answers lean on reddit.com most (20% 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 | Toyota | 785 | 15.7% |
| 2 | Polaris | 630 | 12.6% |
| 3 | Honda | 449 | 9% |
| 4 | Can-Am | 425 | 8.5% |
| 5 | Ford | 421 | 8.4% |
| 6 | Jeep | 360 | 7.2% |
| 7 | Yamaha | 277 | 5.5% |
| 8 | Kawasaki | 275 | 5.5% |
| 9 | Lexus | 268 | 5.4% |
| 10 | Mercedes | 120 | 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 |
|---|---|---|---|
| street-legal off-road vehicles | ≈2,274 | off-road vehicles that are street legal | 590 |
| high-performance off-road vehicles | ≈2,174 | extreme off-road vehicles | 390 |
| best off-road vehicles | — | off road vehicles | 33,100 |
| electric off-road vehicles | — | electric utv | 6,600 |
| UTV off-road vehicles | — | utv vehicle | 6,600 |
| ATV off-road vehicles | — | off road all terrain vehicles | 4,400 |
| off-road SUV vehicles | — | off-road vehicles suv | 14,800 |
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 | 144 | 20% |
| polaris.com | 75 | 10.4% |
| caranddriver.com | 69 | 9.6% |
| autoblog.com | 52 | 7.2% |
| edmunds.com | 52 | 7.2% |
| iseecars.com | 42 | 5.8% |
| motortrend.com | 39 | 5.4% |
| consumerreports.org | 36 | 5% |
Related category reports
FAQ
Which brands do AI assistants recommend most for off-road vehicles?
Over the last 30 days the top brands by AI mention share are: Toyota (15.7%), Polaris (12.6%), Honda (9%), Can-Am (8.5%), Ford (8.4%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about off-road vehicles?
GEOly estimates ~4,448 AI queries per month in this category across 7 buyer topics, led by “street-legal off-road vehicles”.
Which sources do AI engines cite for off-road vehicles?
The most-cited domains are: reddit.com, polaris.com, caranddriver.com, autoblog.com, edmunds.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.