Category AI Visibility Report
Vehicle Parts & Accessories 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
≈321,910
Est. AI queries / month
486
Buyer topics monitored
509
Brands on the AI shelf
65
Categories covered
Key insights
- Over the last 30 days, GEOly monitored 486 buyer topics in Vehicle Parts & Accessories across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 321,910 AI queries per month.
- Minn Kota leads the AI shelf with 1.5% of brand mentions, followed by Honda (1.2%) and Curt (1%). The top three hold 3.7% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “house trailers” (top keyword “used trailers houses for sale”, ~27,100 searches/mo).
- AI answers lean on reddit.com most (25.9% 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 | Minn Kota | 3,020 | 1.5% |
| 2 | Honda | 2,452 | 1.2% |
| 3 | Curt | 2,061 | 1% |
| 4 | Garmin | 1,906 | 1% |
| 5 | Malone | 1,855 | 0.9% |
| 6 | Yakima | 1,746 | 0.9% |
| 7 | Thule | 1,733 | 0.9% |
| 8 | Rain-X | 1,640 | 0.8% |
| 9 | Bosch | 1,630 | 0.8% |
| 10 | BAKFlip | 1,578 | 0.8% |
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 |
|---|---|---|---|
| house trailers | ≈29,985 | used trailers houses for sale | 27,100 |
| gooseneck trailers | ≈22,821 | goosenecks trailers | 33,100 |
| kayak trailers | ≈18,143 | trailers for kayak | 22,200 |
| lithium car batteries | ≈9,219 | lithium ion car batteries | 8,100 |
| hybrid car batteries | ≈8,769 | cost to replace hybrid car batteries | 6,600 |
| Motorcycle helmets with bluetooth | ≈8,025 | bluetooth helmets motorcycle | 9,900 |
| Lightweight motorcycle helmets | ≈7,628 | lightweight motorcycle helmet | 4,400 |
| brake pads with wear indicators | ≈6,865 | wear indicator brake pads | 8,100 |
| Carbon fiber motorcycle helmets | ≈6,507 | carbon fiber motorcycle helmet | 3,600 |
| Truck tire repair kits | ≈6,365 | truck tire repair | 8,100 |
| Recreational vehicle tires | ≈6,247 | recreational vehicle tires | 6,600 |
| Tubeless tire repair kits | ≈6,036 | tubeless tire repair kit | 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 |
|---|---|---|
| reddit.com | 8,812 | 25.9% |
| etrailer.com | 1,890 | 5.5% |
| caranddriver.com | 1,203 | 3.5% |
| westmarine.com | 480 | 1.4% |
| goodhousekeeping.com | 476 | 1.4% |
| johnsonoutdoors.com | 342 | 1% |
| outdoorlife.com | 309 | 0.9% |
| thedrive.com | 298 | 0.9% |
Category reports inside
| Category | Est. AI queries / mo | Topics | Top brand in AI |
|---|---|---|---|
| Trailers | ≈70,949 | 12 | Big Tex |
| Motorcycle Helmets | ≈22,160 | 10 | Shoei |
| Car Batteries | ≈17,988 | 6 | Odyssey |
| Upholstery Cleaners | ≈15,957 | 11 | Bissell |
| Trailer Hitches | ≈15,766 | 16 | Curt |
| Transmissions | ≈14,335 | 11 | Toyota |
| Steering Wheels | ≈13,575 | 15 | Logitech |
| Tire Repair Kits | ≈12,401 | 6 | Stop & Go |
| Vehicle Tires | ≈11,868 | 8 | Michelin |
| Antifreeze | ≈11,723 | 11 | Prestone |
| Obd Scanners | ≈8,907 | 6 | Autel |
| Tonneau Covers | ≈8,610 | 16 | BAKFlip |
| Automotive Paints | ≈8,282 | 6 | PPG |
| Boat Motors | ≈7,998 | 12 | Yamaha |
| Trolling Motors | ≈7,645 | 11 | Minn Kota |
| Brake Pads | ≈6,865 | 5 | Akebono |
| Car Air Fresheners | ≈5,651 | 10 | LITTLE TREE |
| Windshield Wipers | ≈5,302 | 13 | Bosch |
| Car Speakers | ≈5,297 | 6 | JBL |
| Brake Rotors | ≈4,100 | 7 | PowerStop |
| Jack Stands | ≈3,303 | 9 | Daytona |
| Fuel Additives | ≈3,058 | 14 | Gumout |
| Kayak Racks | ≈3,056 | 14 | Malone |
| Car Engines | ≈2,918 | 9 | Toyota |
| Car Lifts | ≈2,784 | 11 | BendPak |
| Motor Oils | ≈2,734 | 7 | Mobil |
| Shift Knobs | ≈2,725 | 20 | Billetworkz |
| Differentials | ≈2,616 | 7 | Dana |
| Backup Cameras | ≈2,580 | 8 | AUTO-VOX |
| Boat Covers | ≈2,203 | 9 | Carver |
| Neck Braces | ≈2,060 | 6 | Leatt |
| Hitch Locks | ≈1,743 | 6 | Proven Industries |
| Radiator Hoses | ≈1,409 | 5 | Gates |
| Car Spoilers | ≈1,380 | 5 | APR Performance |
| Ball Joints | ≈1,373 | 8 | Moog |
| Loading Ramps | ≈1,310 | 12 | Black Widow |
| Turn Signals | ≈1,207 | 10 | Ravemen |
| Wheel Chocks | ≈1,180 | 13 | Buyers Products |
| Rv Covers | ≈1,157 | 6 | Classic Accessories |
| Brake Fluids | ≈1,079 | 5 | Motul |
| Roof Rack Systems | ≈958 | 5 | Thule |
| Speedometers | ≈812 | 6 | AutoMeter |
| Boat Anchors | ≈625 | 9 | Fortress |
| Windshield Covers | ≈543 | 5 | Frost Guard |
| Cargo Nets | ≈526 | 9 | Gladiator |
| Cargo Racks | ≈402 | 5 | Yakima |
| Motorcycle Covers | ≈381 | 8 | Dowco |
| Car Bumpers | ≈292 | 6 | ARB |
| Tow Straps | ≈117 | 5 | Rhino USA |
| Car Fenders | — | 2 | Auto Metal Direct |
| Car Glass Cleaners | — | 3 | Invisible Glass |
| Car Organizers | — | 4 | HighRoad |
| Car Polishes | — | 2 | Meguiar's |
| Car Protectants | — | 3 | 303 |
| Car Wash Soaps | — | 4 | Adam's Polishes |
| Car Waxes | — | 1 | Meguiar's |
| Car Wraps | — | 3 | 3M |
| Fuel Injector Cleaners | — | 3 | Gumout |
| Portable Fuel Cans | — | 2 | Scepter |
| Power Steering Fluids | — | 3 | Honda |
| Steering Wheel Locks | — | 3 | The Club |
| Trunk Mats | — | 4 | WeatherTech |
| Vehicle Covers | — | 4 | Covercraft |
| Windshield Repair Kits | — | 1 | Permatex |
| Windshield Washer Fluids | — | 4 | Rain-X |
FAQ
Which brands do AI assistants recommend most for vehicle parts & accessories?
Over the last 30 days the top brands by AI mention share are: Minn Kota (1.5%), Honda (1.2%), Curt (1%), Garmin (1%), Malone (0.9%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about vehicle parts & accessories?
GEOly estimates ~321,910 AI queries per month in this category across 486 buyer topics, led by “house trailers”.
Which sources do AI engines cite for vehicle parts & accessories?
The most-cited domains are: reddit.com, etrailer.com, caranddriver.com, westmarine.com, goodhousekeeping.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.