Category AI Visibility Report
Roof Rack Systems 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
≈958
Est. AI queries / month
5
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 5 buyer topics in Roof Rack Systems across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 958 AI queries per month.
- Thule leads the AI shelf with 26% of brand mentions, followed by Yakima (23.9%) and Malone (8.2%). The top three hold 58.1% combined — a concentrated shelf where challengers need a differentiated topic wedge.
- The highest-demand topic is “roof rack systems for cars without rails” (top keyword “roof rack for car without rails”, ~390 searches/mo).
- AI answers lean on reddit.com most (36.3% 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 | Thule | 655 | 26% |
| 2 | Yakima | 603 | 23.9% |
| 3 | Malone | 206 | 8.2% |
| 4 | Rhino-Rack | 193 | 7.7% |
| 5 | Erkul | 155 | 6.2% |
| 6 | VEVOR | 79 | 3.1% |
| 7 | Front Runner | 38 | 1.5% |
| 8 | System | 37 | 1.5% |
| 9 | Leitner | 30 | 1.2% |
| 10 | Toyota | 30 | 1.2% |
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 |
|---|---|---|---|
| roof rack systems for cars without rails | ≈958 | roof rack for car without rails | 390 |
| truck roof rack systems | — | truck ladder racks | 9,900 |
| universal roof rack systems | — | roof rack cross bars universal | 1,600 |
| roof rack systems for kayaks | — | kayak roof rack | 14,800 |
| roof rack systems with cross bars | — | thule roof rack | 33,100 |
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 | 119 | 36.3% |
| etrailer.com | 72 | 22% |
| yakima.com | 45 | 13.7% |
| thule.com | 21 | 6.4% |
| outdoorlife.com | 12 | 3.7% |
| maloneautoracks.com | 8 | 2.4% |
| rackattack.com | 7 | 2.1% |
| autoroamer.com | 6 | 1.8% |
Related category reports
FAQ
Which brands do AI assistants recommend most for roof rack systems?
Over the last 30 days the top brands by AI mention share are: Thule (26%), Yakima (23.9%), Malone (8.2%), Rhino-Rack (7.7%), Erkul (6.2%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about roof rack systems?
GEOly estimates ~958 AI queries per month in this category across 5 buyer topics, led by “roof rack systems for cars without rails”.
Which sources do AI engines cite for roof rack systems?
The most-cited domains are: reddit.com, etrailer.com, yakima.com, thule.com, outdoorlife.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.