AI visibility in Vehicles & Parts (United States)
70% of 114 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 114 Vehicles & Parts category terms we measure in United States, each recorded once (latest 2026/09/14). 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 7%
- Retailer 15%
- Marketplace 2%
- Video 34%
- Forum 1%
- Social 3%
- Reference 24%
- Publisher 3%
- Other 11%
Most-cited sources
| Source | Kind | Citations | Terms | DR |
|---|---|---|---|---|
| youtube.com | Video | 115 | 55 | 70+ |
| en.wikipedia.org | Reference | 42 | 39 | 70+ |
| merriam-webster.com | Reference | 17 | 17 | 70+ |
| facebook.com | Social | 7 | 7 | 70+ |
| reddit.com | Forum | 5 | 5 | 70+ |
| uti.edu | Reference | 4 | 4 | 70+ |
| theragcompany.com | Shopify store | 3 | 1 | 50–69 |
| study.com | Publisher | 2 | 2 | 70+ |
| amazon.com | Marketplace | 2 | 2 | 70+ |
| homedepot.com | Marketplace | 2 | 2 | 70+ |
| dictionary.com | Reference | 2 | 2 | 70+ |
| walmart.com | Marketplace | 2 | 2 | 70+ |
| harborfreight.com | Other | 2 | 2 | 70+ |
| wagnerbrake.com | Other | 2 | 2 | 50–69 |
| britannica.com | Reference | 2 | 2 | 70+ |
| auto.howstuffworks.com | Other | 2 | 2 | 70+ |
| huskyliners.com | Retailer | 2 | 2 | 50–69 |
| redcross.org | Other | 2 | 1 | 70+ |
| autozone.com | Retailer | 2 | 2 | 70+ |
| chemicalguys.com | Shopify store | 2 | 2 | 70+ |
| lowes.com | Marketplace | 2 | 2 | 70+ |
| dictionary.cambridge.org | Reference | 2 | 2 | 70+ |
| fda.gov | Reference | 1 | 1 | 70+ |
| who.int | Other | 1 | 1 | 70+ |
| hhs.gov | Reference | 1 | 1 | 70+ |
Shopify stores cited
| Store | Citations | Terms | DR | Visits / mo |
|---|---|---|---|---|
| The Rag Companytheragcompany.com | 3 | 1 | 50–69 | 205.7K |
| Chemical Guyschemicalguys.com | 2 | 2 | 70+ | 659.7K |
| Premier Body Armorpremierbodyarmor.com | 1 | 1 | 50–69 | 145.8K |
| Tuner Toolstunertools.com | 1 | 1 | <30 | — |
| Fibre Glastfibreglast.com | 1 | 1 | 30–49 | 47K |
| S&Bsbfilters.com | 1 | 1 | 50–69 | 233.3K |
| Lasfit®lasfit.com | 1 | 1 | 30–49 | 436.1K |
| City Groundscitygrounds.com | 1 | 1 | 30–49 | 197.3K |
| Heybike Sportssports.heybike.com | 1 | 1 | 50–69 | 345.5K |
| Adam's Polishesadamspolishes.com | 1 | 1 | 50–69 | 185K |
| Blackline Car Careblacklinecarcare.com | 1 | 1 | 30–49 | 95.1K |
| Kooks Headerskooksheaders.com | 1 | 1 | 50–69 | 28K |
| Urban Body Jewelryurbanbodyjewelry.com | 1 | 1 | 30–49 | 668.5K |
| Custom Plugscustomplugs.com | 1 | 1 | 30–49 | 164.9K |
| PlugYourHoles.complugyourholes.com | 1 | 1 | <30 | 78.6K |
| RAM Mountsrammount.com | 1 | 1 | 70+ | — |
| Maxtrax USAmaxtraxus.com | 1 | 1 | 30–49 | 10.6K |
| Factor55factor55.com | 1 | 1 | 50–69 | — |
| TrailRecontrailrecon.com | 1 | 1 | 30–49 | 17.6K |
| Range Industriesrange-industries.com | 1 | 1 | <30 | 25.6K |
| Variant Alloy Wheelsvariantwheels.com | 1 | 1 | <30 | 27.9K |
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 |
|---|---|---|---|---|---|
| Adam's PolishesAdam's Polishes · foam cannons | 1 | 97 | 23 | No | 50–69 |
| atvsafety.orgatvsafety.org · atv | 1 | 184 | 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+ |
| Husky Linershuskyliners.com · exterior accessories | 1 | 540 | 0 | No | 50–69 |
| int.safety1st.comint.safety1st.com · bed rails | 1 | 274 | 0 | No | 50–69 |
| Maxtrax USAMaxtrax USA · recovery gear | 1 | 57 | 32 | No | 30–49 |
| Cleveland Clinicmy.clevelandclinic.org · body parts | 1 | 1377 | 0 | No | 70+ |
| PlugYourHoles.comPlugYourHoles.com · gauges | 1 | 269 | 52 | No | <30 |
| 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+ |
| Range IndustriesRange Industries · recovery gear | 1 | 460 | 40 | No | <30 |
| Rider Guideriderguide.com · electric dirt bike | 1 | 2184 | 0 | Yes | 50–69 |
| Safe Life Defensesafelifedefense.com · body armor | 1 | 1963 | 0 | No | 30–49 |
| S&B FiltersS&B · cold air intakes | 1 | 938 | 4 | Yes | 50–69 |
| NASA Science (.gov)science.nasa.gov · fluids | 1 | 974 | 0 | No | 70+ |
| Heybike SportsHeybike Sports · electric dirt bike | 1 | 945 | 22 | Yes | 50–69 |
| The Rag CompanyThe Rag Company · drying towels | 1 | 649 | 143 | No | 50–69 |
| Tractiantractian.com · sensors | 1 | 1524 | 0 | Yes | 50–69 |
| TrailReconTrailRecon · recovery gear | 1 | 115 | 2 | No | 30–49 |
| Boost Controllers – Tuner ToolsTuner Tools · boost controllers | 1 | 0 | 57 | No | <30 |
| AMSOILamsoil.com · fuel additives | 1 | 550 | 1 | No | 70+ |
| The Art of Manlinessartofmanliness.com · engine components | 1 | 2534 | 0 | No | 70+ |
| CarCovers.comcarcovers.com · car covers | 1 | 1006 | 11 | No | 50–69 |
| Central States Electriccentralstateselectric.com · electrical | 1 | 536 | 0 | No | <30 |
| Chemical GuysChemical Guys · drying towels | 1 | 2386 | 20 | Yes | 70+ |
| Chemical GuysChemical Guys · foam cannons | 1 | 59 | 19 | No | 70+ |
| City GroundsCity Grounds · electric dirt bike | 1 | 116 | 25 | No | 30–49 |
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 |
| communication | 100k+ | Yes | 2 | 0 |
| boat | 100k+ | Yes | 2 | 0 |
| bolt | 100k+ | Yes | 6 | 0 |
| transmission | 100k+ | Yes | 6 | 0 |
| air compressors | 100k+ | Yes | 5 | 0 |
| electric dirt bike | 100k+ | Yes | 5 | 2 |
| 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 |
| batteries | 10k–100k | No | 0 | 0 |
| motorcycle helmets | 10k–100k | No | 0 | 0 |
| body armor | 10k–100k | Yes | 6 | 1 |
| brake fluid | 10k–100k | Yes | 5 | 0 |
| engine | 10k–100k | Yes | 2 | 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 |
| 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 |
| antennas | 10k–100k | Yes | 2 | 0 |
| ramps | 10k–100k | Yes | 4 | 0 |
| car seat covers | 10k–100k | No | 0 | 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 2026/09/14. Recomputed nightly. Domain ratings are shown as bands.
Audit your own collection pages
Enter a Shopify store domain. We read its collection pages and report the dead, thin, deep and missing ones. Free, no account.