Category AI Visibility Report
Cargo Racks 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
≈402
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 Cargo Racks across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 402 AI queries per month.
- Yakima leads the AI shelf with 13.7% of brand mentions, followed by Thule (13.2%) and Curt (7.2%). The top three hold 34.1% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “cargo racks for ATV and UTV” (top keyword “atv cargo racks”, ~390 searches/mo).
- AI answers lean on caranddriver.com most (29% 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 | Yakima | 223 | 13.7% |
| 2 | Thule | 215 | 13.2% |
| 3 | Curt | 117 | 7.2% |
| 4 | Mockins | 84 | 5.2% |
| 5 | Kolpin | 62 | 3.8% |
| 6 | Garvee | 52 | 3.2% |
| 7 | Haul-Master | 49 | 3% |
| 8 | VEVOR | 47 | 2.9% |
| 9 | ADARAC | 47 | 2.9% |
| 10 | PakMule | 33 | 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 |
|---|---|---|---|
| cargo racks for ATV and UTV | ≈402 | atv cargo racks | 390 |
| cargo racks for trucks | — | truck cargo racks | 480 |
| cargo racks for SUVs | — | suv cargo racks | 1,600 |
| hitch cargo racks | — | hitch cargo racks | 22,200 |
| roof cargo racks | — | car roof storage | 4,400 |
Sources AI cites in this category
Root domains AI engines cited most when answering category queries in the last 30 days.
| Domain | Citations | Share |
|---|---|---|
| caranddriver.com | 54 | 29% |
| reddit.com | 37 | 19.9% |
| etrailer.com | 32 | 17.2% |
| thule.com | 20 | 10.8% |
| outdoorgearlab.com | 6 | 3.2% |
| kolpin.com | 5 | 2.7% |
| rackattack.com | 4 | 2.2% |
| utvsource.com | 4 | 2.2% |
Related category reports
FAQ
Which brands do AI assistants recommend most for cargo racks?
Over the last 30 days the top brands by AI mention share are: Yakima (13.7%), Thule (13.2%), Curt (7.2%), Mockins (5.2%), Kolpin (3.8%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about cargo racks?
GEOly estimates ~402 AI queries per month in this category across 5 buyer topics, led by “cargo racks for ATV and UTV”.
Which sources do AI engines cite for cargo racks?
The most-cited domains are: caranddriver.com, reddit.com, etrailer.com, thule.com, outdoorgearlab.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.