Week 45 · 2–8 Nov 2026

Out of Spec Reviews

YouTube · 326kVerified on YouTubeInstagramTikTokPodcast Automotive & Transport

#9Automotive & TransportNo change

#229All categoriesof 5,066 indexed

Named by 5 of 5GPTGEMCLDGRKPPX

Top 10 · Automotive & Transport

33/100

4.1%Mention rate

19.5%First when named

28.0%Citation rate

Badge Embed

Score by list

100 = strongest leader

Automotive & Transport#9 Category · Top 25Score 33 · Named 82 Top 100 · All categories#229 Across every categoryScore 42 · Named 82

Each list scores its creators on its own topics; a list's No. 1 can score below 100.

Engine breakdown

Share of each engine's Automotive & Transport answers this week

EngineNamedFirstCited

ChatGPT 5.4% 48.3% 37.9%

Gemini 5.0% 3.7% 40.7%

Claude 2.8% 0.0% 0.0%

Grok 3.6% 7.7% 7.7%

Perplexity 1.7% 0.0% 0.0%

Named = share of the engine's Automotive & Transport answers that name Out of Spec Reviews; First and Cited are shares of those answers. An engine with no Automotive & Transport answer this week is not measured, which is not the same as not naming Out of Spec Reviews.

Weekly score

Top 100 score

42 no change

Peak 46 in week 38Rank #229 of 5,066 indexed

What AI cites

when it names Out of Spec Reviews

@outofspecstudios · Instagramby handle 6× @outofspecreviews · YouTubeby handle 5× crevideo.com/tiktok/outofspecstudios 2× socialblade.com/instagram/user/outofspecreviews 2× @out_of_spec · Xby handle 2× evkx.net/reviews/channel/OutofSpecReviews 1×

How AI describes Out of Spec Reviews

82 answers

Named in 82 of the 1,980 Automotive & Transport answers this week (4.1%), first in 19.5% of them, by 5 of the 5 engines that covered Automotive & Transport; most often for electric vehicle reviews, hybrid car technology and daily driver car reviews.

electric vehicle reviews72hybrid car technology6daily driver car reviews4

Computed from the 82 Automotive & Transport answers naming Out of Spec Reviews this week

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