HomeCategoriesAutomotive & Transport

Automotive & Transport

180 prompts across 5 engines: 1,980 answers analysed this week. Week 42 · 12–18 October 2026. Vehicles as the subject: car and motorcycle reviews, motorsport, modification, maintenance, EVs. Road-trip travel goes to travel-adventure-outdoors when the destination is the point.

Tech & ElectronicsGamingBeauty & Personal CareFashion & StyleFitness & WellnessHealth & MedicalFood & DrinkTravel & DestinationsAll categories

Top 25

CSV
#WkCreatorScoreEngines12 wkMost cited
1 EE Engineering Explained4.2M followers 62 youtube.com/@EngineeringExplainedcited 7× when named 2 C ChrisFix11.2M followers 53 chris-fix.comcited 3× when named 3 LK Larry Kosilla2.3M followers 46 ammonyc.comcited 2× when named 4 SM South Main Auto Repair1.0M followers 42 linktr.ee/scannerdannercited 3× when named 5 1 DD Doug DeMuro5.1M followers 36 imginn.com/dougdemurocited 2× when named 6 2 OO Out of Spec Reviews326k followers 36 socialblade.com/instagram/user/outofspecrev…cited 2× when named 7 MF Matt Farahwith Zack Klapman 36 podcasts.apple.com/us/podcast/the-smoking-t…cited 3× when named 8 3 S Savagegeese873k followers 35 savagegeese.com/about.htmlcited 2× when named 9 2 PT Pan the Organizer1.1M followers 34 pantheorganizer.com/pan-the-organizer-chann…cited 2× when named 10 6 ML Munro Live516k followers 32 en.wikipedia.org/wiki/Sandy_Munrocited 3× when named 11 1 TC The Car Care Nut1.8M followers 31 youtube.com/@TheCarCareNutcited 3× when named 12 3 CH Chris Harris662k followers 31 en.wikipedia.org/wiki/Chris_Harris_%28journ…cited 3× when named 13 1 CA Car Audio Fabrication883k followers 30 influencers.feedspot.com/car_audio_instagra…cited 1× when named 14 5 VG Vice Grip Garage2.6M followers 30 youtube.com/@ViceGripGaragecited 3× when named 15 2 FC Fully Charged Show1.1M followers 30 fullycharged.show/about-fully-chargedcited 3× when named 16 1 HM Humble Mechanic1.1M followers 30 aseconnects.com/blog/15-best-tiktok-account…cited 2× when named 17 5 E EricTheCarGuy1.9M followers 29 ericthecarguy.com/the-most-important-part-o…cited 2× when named 18 3 TH Throttle House3.5M followers 28 socialpruf.com/instagram/thethrottlehousecited 2× when named 19 1 CB Chain Bear536k followers 28 youtube.com/@chainbearcited 3× when named 20 2 CD Chelsea DeNofa207k followers 27 youtube.com/watch?v=bwEc90vwz8Mcited 2× when named 21 5 JC Jason Cammisa75k followers 26 motor1.com/features/596877/5-questions-feat…cited 2× when named 22 4 D Driver611.5M followers 26 youtube.com/@Driver61cited 7× when named 23 1 CW CK Wraps411k followers 26 instagram.com/ckwrapscited 2× when named 24 1 ID I Do Cars509k followers 26 importapart.com/pages/i-do-carscited 2× when named 25 2 FD Forensic Detailing Channel366k followers 25 imginn.com/forensicdetailingcited 1× when named

No. 1: Engineering Explained

Also named by AI

Organisations, publications and institutions AI names alongside the Automotive & Transport creators. They are listed apart and not ranked.

Donut MediaThe Wrap Institute@carwowHigh Performance AcademyWeberAuto

Sub-category lists

A Top 10 where a sub-category has six or more topics, a Top 5 at four or five, and a list only when it holds steady when the questions are resampled.

No list this week2 topics
Car Reviews & Comparisons

Too few topics for a stable list: a Top 5 needs four.

No list this week2 topics
EVs & Future Mobility

Too few topics for a stable list: a Top 5 needs four.

No list this week2 topics
Motorsport

Too few topics for a stable list: a Top 5 needs four.

Top 1011 topics
Modification & Maintenance
1ChrisFix48
2Larry Kosilla44
3Engineering Explained38
No list this week1 topic
Motorcycles & Two-Wheel

Too few topics for a stable list: a Top 5 needs four.

Engine coverage

How many of the top 25 each engine names in Automotive & Transport, and how strongly

ChatGPT 25
Gemini 25
Claude 23
Grok 24
Perplexity 23
Not namedNamed first 75%+No answers from the engine
Topic leaders

The creators AI names most for each of the 17 topics of the category, most-asked first

motorsport race strategy220 answers Chain Bear 47.3% · Driver61 35.5% · Ruth Buscombe 20.5%
car audio installation110 answers Car Audio Fabrication 55.5% · Five Star Car Stereo 34.5% · Andy Wehmeyer 10.0%
car detailing techniques110 answers Larry Kosilla 63.6% · Pan the Organizer 45.5% · The Detail Geek 30.9%
car wrapping techniques110 answers CK Wraps 44.5% · Justin Pate 25.5% · Paradox The Wrapper 18.2%
classic car restoration110 answers Vice Grip Garage 45.5% · ChrisFix 26.4% · Fitzee’s Fabrications 18.2%
daily driver car reviews110 answers Savagegeese 44.5% · Doug DeMuro 36.4% · The Straight Pipes 27.3%
diy brake replacement110 answers ChrisFix 78.2% · South Main Auto Repair 58.2% · EricTheCarGuy 42.7%
drift car setup110 answers Chelsea DeNofa 46.4% · Adam LZ 28.2% · Chris Forsberg 20.9%
electric vehicle reviews110 answers Out of Spec Reviews 70.0% · Fully Charged Show 56.4% · Munro Live 42.7%
engine rebuilding basics110 answers I Do Cars 42.7% · South Main Auto Repair 35.5% · ChrisFix 22.7%
hybrid car technology110 answers Engineering Explained 64.5% · The Car Care Nut 40.9% · Munro Live 22.7%
motorcycle maintenance tips110 answers Zack Courts 20.0% · Delboy’s Garage 21.8% · Motorcycles & Misfits 14.5%
off-road truck modifications110 answers TrailRecon 21.8% · Expedition Overland 23.6% · Tinkerer’s Adventure 14.5%
paint correction techniques110 answers Larry Kosilla 61.8% · Pan the Organizer 33.6% · Mike Phillips 24.5%
supercar reviews110 answers Chris Harris 48.2% · Matt Farah 41.8% · Doug DeMuro 38.2%
suspension tuning basics110 answers Engineering Explained 30.0% · Dave Moss Tuning 25.5% · Suspension Secrets 12.7%
turbo engine tuning110 answers Engineering Explained 40.0% · HP Academy 15.5% · Andre Simon 12.7%

Share of the topic's answers that name the creator.