HomeCategoriesAutomotive & Transport

Automotive & Transport

180 prompts across 5 engines: 1,980 answers analysed this week. Week 45 · 2–8 November 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.

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Top 25

CSV
#WkCreatorScoreEngines12 wkMost cited
1 EE Engineering Explained4.2M followers 61 youtube.com/@EngineeringExplainedcited 4× when named 2 C ChrisFix11.2M followers 52 youtube.com/channel/UCes1EvRjcKU4sY_UEavndBwcited 4× when named 3 LK Larry Kosilla2.3M followers 46 infldb.com/top-brands-by-category/car%20det…cited 2× when named 4 SM South Main Auto Repair1.0M followers 40 shoppress-prod.azurewebsites.net/mechanic-s…cited 2× when named 5 1 DD Doug DeMuro5.1M followers 37 dougdemuro.com/contactcited 3× when named 6 1 S Savagegeese873k followers 36 evkx.net/reviews/channelscited 2× when named 7 2 MF Matt Farahwith Zack Klapman 35 music.amazon.in/podcasts/cc38f945-4a70-4caf…cited 1× when named 8 2 PT Pan The Organizer1.1M followers 34 pantheorganizer.com/aboutcited 3× when named 9 OO Out of Spec Reviews326k followers 33 crevideo.com/tiktok/outofspecstudioscited 2× when named 10 4 CA Car Audio Fabrication883k followers 32 youtube.com/channel/UC4FiN46mPTtkJxzRXJY21lQcited 2× when named 11 2 TC The Car Care Nut1.8M followers 31 urlebird.com/user/thecarcarenut_officialcited 2× when named 12 CH Chris Harris662k followers 31 en.wikipedia.org/wiki/Chris_Harris_%28journ…cited 2× when named 13 5 FC Fully Charged Show1.1M followers 31 en.wikipedia.org/wiki/Everything_Electriccited 1× when named 14 3 ML Munro Live516k followers 31 evkx.net/reviews/channel/munrolivecited 2× when named 15 E EricTheCarGuy1.9M followers 31 ericthecarguy.com/asmr-brake-servicecited 2× when named 16 HM Humble Mechanic1.1M followers 30 aseconnects.com/blog/15-best-tiktok-account…cited 4× when named 17 VG Vice Grip Garage2.6M followers 29 bristolpegasus.com/wp-content/uploads/backf…cited 2× when named 18 2 CB Chain Bear536k followers 29 youtube.com/@chainbearcited 5× when named 19 1 TH Throttle House3.5M followers 28 trari.com/en/c/throttlehousecited 2× when named 20 1 D Driver611.5M followers 28 youtube.com/@Driver61cited 5× when named 21 1 MC Mighty Car Mods4.0M followers 27 instagram.com/mightycarmodscited 1× when named 22 10 JC Jason Cammisawith Henry Catchpole, Davin Reckow 27 music.amazon.in/podcasts/d39f1a8b-9b3b-444c…cited 1× when named 23 4 CD Chelsea DeNofa207k followers 27 instagram.com/chelseadenofacited 2× when named 24 1 AO Alex on Autos1.1M followers 26 youtube.com/watch?v=LSFTNwinWy0cited 2× when named 25 2 CW CK Wraps411k followers 26 instagram.com/ckwrapscited 2× 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.

High Performance AcademyThe Wrap InstituteCarwowDonut Media

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
1ChrisFix46
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 22
Grok 24
Perplexity 22
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 46.8% · Driver61 35.5% · Edd Straw 20.5%
car audio installation110 answers Car Audio Fabrication 61.8% · Five Star Car Stereo 45.5% · Williston Audio Labs 12.7%
car detailing techniques110 answers Larry Kosilla 66.4% · Pan The Organizer 43.6% · The Detail Geek 32.7%
car wrapping techniques110 answers CK Wraps 45.5% · Paradox The Wrapper 20.9% · Yiannimize 10.9%
classic car restoration110 answers Vice Grip Garage 44.5% · ChrisFix 28.2% · Fitzee’s Fabrications 23.6%
daily driver car reviews110 answers Savagegeese 47.3% · Doug DeMuro 40.9% · Alex on Autos 29.1%
diy brake replacement110 answers ChrisFix 74.5% · South Main Auto Repair 56.4% · EricTheCarGuy 42.7%
drift car setup110 answers Chelsea DeNofa 46.4% · Driftworks 27.3% · Chris Forsberg 26.4%
electric vehicle reviews110 answers Out of Spec Reviews 65.5% · Fully Charged Show 58.2% · Munro Live 42.7%
engine rebuilding basics110 answers I Do Cars 45.5% · South Main Auto Repair 33.6% · ChrisFix 19.1%
hybrid car technology110 answers Engineering Explained 59.1% · The Car Care Nut 35.5% · Munro Live 20.0%
motorcycle maintenance tips110 answers Zack Courts 25.5% · Delboy’s Garage 23.6% · Re-Cycle Garage 16.4%
off-road truck modifications110 answers TrailRecon 22.7% · Expedition Portal 21.8% · Expedition Overland 20.0%
paint correction techniques110 answers Larry Kosilla 57.3% · Pan The Organizer 34.5% · Car Craft Auto Detailing 22.7%
supercar reviews110 answers Chris Harris 47.3% · Shmee150 43.6% · Doug DeMuro 40.0%
suspension tuning basics110 answers Engineering Explained 30.9% · Dave Moss Tuning 25.5% · Driver61 17.3%
turbo engine tuning110 answers Engineering Explained 36.4% · Mighty Car Mods 21.8% · Andre Simon 13.6%

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