AI visibility in Vehicles & Parts (United States)
71% of 112 Vehicles & Parts category terms show an AI Overview in United States. See which sources it cites, which Shopify stores make it in, and which collection pages get cited.
Based on 112 Vehicles & Parts category terms we measure in United States, each recorded once (latest 2026/10/12). AI Overviews vary by user and time; these pages show what Google returned then, not a complete count. How we measure
Who gets cited
Cited sources by kind across the measured terms that showed an AI Overview. "Directory stores" are Shopify stores we index; retailers outside the directory may also run Shopify.
- Shopify store 4%
- Retailer 17%
- Marketplace 2%
- Video 33%
- Forum 2%
- Social 2%
- Reference 26%
- Publisher 3%
- Other 11%
Most-cited sources
| Source | Kind | Citations | Terms | DR |
|---|---|---|---|---|
| youtube.com | Video | 122 | 57 | 70+ |
| en.wikipedia.org | Reference | 50 | 47 | 70+ |
| merriam-webster.com | Reference | 16 | 16 | 70+ |
| autozone.com | Retailer | 8 | 8 | 70+ |
| facebook.com | Social | 7 | 7 | 70+ |
| reddit.com | Forum | 6 | 6 | 70+ |
| amazon.com | Marketplace | 4 | 4 | 70+ |
| uti.edu | Reference | 4 | 4 | 70+ |
| dictionary.cambridge.org | Reference | 4 | 4 | 70+ |
| collinsdictionary.com | Reference | 4 | 4 | 70+ |
| homedepot.com | Marketplace | 2 | 2 | 70+ |
| study.com | Publisher | 2 | 2 | 70+ |
| dictionary.com | Reference | 2 | 2 | 70+ |
| walmart.com | Marketplace | 2 | 2 | 70+ |
| polaris.com | Other | 2 | 2 | 70+ |
| britannica.com | Reference | 2 | 2 | 70+ |
| auto.howstuffworks.com | Other | 2 | 2 | 70+ |
| wagnerbrake.com | Other | 2 | 2 | 50–69 |
| my-cardictionary.com | Retailer | 2 | 2 | 30–49 |
| digikey.com | Retailer | 2 | 2 | 70+ |
| redcross.org | Other | 2 | 1 | 70+ |
| instagram.com | Social | 2 | 2 | 70+ |
| shockwarehouse.com | Shopify store | 2 | 2 | 30–49 |
| harborfreight.com | Other | 1 | 1 | 70+ |
| tractorsupply.com | Retailer | 1 | 1 | 70+ |
Shopify stores cited
| Store | Citations | Terms | DR | Visits / mo |
|---|---|---|---|---|
| ShockWarehouseshockwarehouse.com | 2 | 2 | 30–49 | 110K |
| Fibre Glastfibreglast.com | 1 | 1 | 30–49 | 43.1K |
| Urban Body Jewelryurbanbodyjewelry.com | 1 | 1 | 30–49 | 667.3K |
| Custom Plugscustomplugs.com | 1 | 1 | <30 | 147K |
| PlugYourHoles.complugyourholes.com | 1 | 1 | <30 | 62.7K |
| Heavyglare Eyewearheavyglare.com | 1 | 1 | 30–49 | 13.6K |
| Kooks Headerskooksheaders.com | 1 | 1 | 50–69 | 26.4K |
| RAM Mountsrammount.com | 1 | 1 | 70+ | 197.9K |
| Oswald Supplyoswaldsupply.com | 1 | 1 | <30 | 32.2K |
| OMAC USAomacshop.com | 1 | 1 | <30 | 70.5K |
| Revozportrevozport.com | 1 | 1 | 30–49 | 35.3K |
| Shock Surplusshocksurplus.com | 1 | 1 | 30–49 | 263.5K |
| Variant Alloy Wheelsvariantwheels.com | 1 | 1 | <30 | 28.4K |
Collection pages cited
The collection pages AI Overviews cite for these terms, with what they look like — the pages to learn from. Words and product counts are read from the page; 0 means the page could not be parsed.
| Page | Citations | Words | Products | FAQ | DR |
|---|---|---|---|---|---|
| Exhaust System – Structure & Function Overview | Mein Autolexikonmy-cardictionary.com · exhaust system, exhaust systems | 2 | 789 | 0 | No | 30–49 |
| atvsafety.orgatvsafety.org · atv | 1 | 184 | 0 | No | 70+ |
| 2027 Can-Am Off-Road ATVs & Side-by-Sides Vehiclescan-am.brp.com · off road vehicles | 1 | 530 | 0 | No | 70+ |
| Wiktionary, the free dictionaryen.wiktionary.org · cover | 1 | 4662 | 0 | No | 70+ |
| Fiixfiixsoftware.com · maintenance | 1 | 322 | 0 | No | 70+ |
| GitHubgithub.com · brackets | 1 | 837 | 0 | No | 70+ |
| Gtechniqgtechniq.com · ceramic coatings | 1 | 1122 | 0 | Yes | 70+ |
| HeavyglareHeavyglare Eyewear · goggles | 1 | 986 | 25 | Yes | 30–49 |
| int.safety1st.comint.safety1st.com · bed rails | 1 | 274 | 0 | No | 50–69 |
| Side Skirts – OMAC USAOMAC USA · side skirts | 1 | 1104 | 3 | Yes | <30 |
| Oswald SupplyOswald Supply · radiators | 1 | 139 | 24 | Yes | <30 |
| PlugYourHoles.comPlugYourHoles.com · gauges | 1 | 269 | 52 | No | <30 |
| Honda Water Pumps| Centrifugal, Submersible, and Diaphragm Pumpspowerequipment.honda.com · water pumps | 1 | 502 | 0 | No | 70+ |
| Honda Powersportspowersports.honda.com · atv | 1 | 108 | 2 | No | 70+ |
| Rack Attackrackattack.com · roof racks | 1 | 1007 | 0 | No | 30–49 |
| RAM MountsRAM Mounts · phone holder | 1 | 96 | 7 | No | 70+ |
| Off-Road Skid Plates for Trucks and SUVs | Aluminum / Steel - RCI Offroadrcimetalworks.com · skid plates | 1 | 624 | 0 | No | 30–49 |
| NASA Science (.gov)science.nasa.gov · fluids | 1 | 974 | 0 | No | 70+ |
| Water Pumps For Salesprayersupplies.com · water pumps | 1 | 348 | 16 | No | <30 |
| Tractiantractian.com · sensors | 1 | 1524 | 0 | Yes | 50–69 |
| Hudson Reed USAusa.hudsonreed.com · radiators | 1 | 228 | 0 | No | 30–49 |
| The Art of Manlinessartofmanliness.com · engine components | 1 | 2534 | 0 | No | 70+ |
| CarCovers.comcarcovers.com · car covers | 1 | 2024 | 11 | Yes | 50–69 |
| Collins Dictionarycollinsdictionary.com · cover | 1 | 4417 | 0 | No | 70+ |
| CompTIAcomptia.org · security | 1 | 1098 | 0 | No | 70+ |
| Covercraftcovercraft.com · car covers | 1 | 0 | 2 | No | 50–69 |
| Custom PlugsCustom Plugs · gauges | 1 | 1055 | 61 | Yes | <30 |
| U.S. Environmental Protection Agency (.gov)epa.gov · air filter | 1 | 526 | 0 | No | 70+ |
| Epicuriousepicurious.com · ramps | 1 | 1058 | 0 | No | 70+ |
| UTV Off Road Utility Vehicles – FamilyGoKarts.comfamilygokarts.com · off road vehicles | 1 | 385 | 0 | No | <30 |
Terms
The vertical's category terms by demand, whether their search results show an AI Overview, and how many sources and Shopify stores are cited.
| Term | Demand | AI Overview (when recorded) | Citations | Stores cited |
|---|---|---|---|---|
| maintenance | 100k+ | Yes | 5 | 0 |
| garage | 100k+ | No | 0 | 0 |
| motorcycle | 100k+ | No | 0 | 0 |
| wheel | 100k+ | No | 0 | 0 |
| security | 100k+ | Yes | 8 | 0 |
| communication | 100k+ | Yes | 2 | 0 |
| marketing | 100k+ | Yes | 2 | 0 |
| bolt | 100k+ | Yes | 6 | 0 |
| transmission | 100k+ | Yes | 6 | 0 |
| air compressors | 100k+ | Yes | 5 | 0 |
| atv | 10k–100k | Yes | 3 | 0 |
| dash cam | 10k–100k | Yes | 3 | 0 |
| brakes | 10k–100k | No | 0 | 0 |
| ceramic coatings | 10k–100k | Yes | 4 | 0 |
| battery chargers | 10k–100k | Yes | 3 | 0 |
| goggles | 10k–100k | Yes | 2 | 1 |
| motorcycle helmets | 10k–100k | No | 0 | 0 |
| brake fluid | 10k–100k | Yes | 5 | 0 |
| steering wheels | 10k–100k | Yes | 6 | 0 |
| carbon fiber | 10k–100k | Yes | 2 | 1 |
| carburetor | 10k–100k | Yes | 3 | 0 |
| air filter | 10k–100k | Yes | 4 | 0 |
| helmets | 10k–100k | Yes | 2 | 0 |
| exhaust | 10k–100k | Yes | 3 | 0 |
| wheels | 10k–100k | No | 0 | 0 |
| arms | 10k–100k | Yes | 2 | 0 |
| brackets | 10k–100k | Yes | 6 | 0 |
| engine oil | 10k–100k | Yes | 2 | 0 |
| armor | 10k–100k | Yes | 2 | 0 |
| water pumps | 10k–100k | Yes | 6 | 0 |
How this is built: for every category term in the vertical that at least ten Shopify stores have a collection page for, we record the Google search results in this market and the sources its AI Overview cites. Cited collection pages are read for their word count, product grid and FAQ. Domain Rating by Ahrefs; exact values for signed-in users, bands otherwise.
Computed 2026/11/02. Recomputed nightly. Domain ratings are shown as bands.
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