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Auto Oem Brands

Neutral

Dominant · Domain PageRank ρ=0.576

The unsegmented baseline for this industry: a buyer who simply wants trustworthy recommendations for the leading auto brands, with no specialized use case attached. Read this view as the general-intent demand every OEM competes for by default.

Link authority data (PageRank, harmonic centrality) comes from the Common Crawl web graph.
108Domains Tracked
17.5MReddit Posts
69KWikipedia Articles
8.6MOpen Web Matches
Neutral_persona.report
DomainScore
toyota.com
200.8
ford.com
40.4
volkswagen.com
32.8
honda.com
25.2
mercedes-benz.com
17.8
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Everything on this page is open: the full signal correlations and every tracked domain. Inside the individual reports, most tables and charts show only the top few results. The complete report unlocks every row, chart, and download for this industry.

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Segment Signals

Signal correlations: Neutral

Signal correlations calculated only for domains recommended in the context of this persona's queries. These may differ from the industry-wide pattern below.

Signalρ (Spearman)nRank Influence
Domain PageRank+0.57633.2%98Dominant
PageRank History+0.52127.2%106Dominant
Avg Search Engine Rank+0.47922.9%8Dominant
Harmonic Centrality History+0.47222.3%106Dominant
Wikidata+0.45120.4%66Dominant
Host Backlinks+0.42117.7%100Dominant
Domain Harmonic Centrality+0.41917.6%98Dominant
Domain Backlinks+0.41217%104Dominant
Host PageRank+0.38314.7%106Dominant
Common Crawl+0.38214.6%101Dominant
SE Outbound Links+0.34511.9%84Dominant
Reddit Posts+0.32110.3%91Dominant
Best Search Engine Rank+0.2898.4%8Strong
Reddit Comments+0.2838%97Strong
Host Harmonic Centrality+0.2516.3%106Strong
Wikipedia Citations+0.2415.8%90Strong
Homepage Keywords+0.1492.2%51Confirmed
Search Engine Appearances-0.0740.5%8Emerging
Domains

Tracked domains

The 108 domains behind the "domains tracked" stat for Neutral: every domain the LLM recommendation runs surfaced for this persona's queries, ranked by the same influence-weighted recommendation score the LLM Search Visibility report uses. Appearances counts how many times models recommended the domain across all runs. PageRank and Harmonic Centrality are the domain's current 0-100 authority in the Common Crawl web graph; 0 means the domain was not found in the graph. Click a domain name for its full site profile: authority history, backlink counts, and top backlink sources.

DomainLLM ScoreAppearancesPageRankHarmonic Centrality
toyota.com200.81204496
ford.com40.41224796
volkswagen.com32.8893396
honda.com25.21224196
mercedes-benz.com17.81174596
hyundai.com16.81024396
bmw.com14.8784196
gm.com10.2724596
volkswagen-group.com9.2153795
tesla.com8.6604997
bmwgroup.com7.6354296
stellantis.com6.4614196
chevrolet.com5.5313996
nissan-global.com3.6463496
vw.com2.863596
autoblog.com2.394196
volkswagengroup.com1.85094
nissanusa.com1.7294696
kia.com1.4184496
audi.com1.3254196
autonews.com1.134897
toyota-global.com0.722895
byd.com0.733696
partsouq.com0.611195
bosch.com0.614296
autozone.com0.613396
automotivenews.com0.54495
caranddriver.com0.5104897
wardsauto.com0.543496
hyundaiusa.com0.5114697
generalmotors.com0.44495
edmunds.com0.384496
cars.com0.344396
nissan.com0.381895
motortrend.com0.364296
motor1.com0.253696
parts.cat.com0.2100
napaonline.com0.213696
denso.com0.213496
bmwusa.com0.263796
carscoops.com0.223396
just-auto.com0.233095
generalmonitors.com0.21194
jalopnik.com0.173896
kbb.com0.154997
realtor.stellantis.com0.1100
roadandtrack.com0.153395
subaru.com0.153896
magna.com0.113296
gmpartsdirect.com0.11695
advanceautoparts.com0.112995
geely.com0.112896
general-motors.com0.11093
mazdausa.com0.143096
daimlertruck.com0.113496
volkswagenag.com0.133596
parts.lexus.com0.1100
oreillyauto.com0.112996
continental.com0.113696
mbusa.com0.113595
automotive-news.com0.12094
zf.com0.113696
rockauto.com0.112395
parts.vw.com0.1100
audiusa.com0.043596
mitsubishicars.com0.022896
parts.subaru.com0.0100
carquest.com0.012496
aptiv.com0.012795
suzuki.co.jp0.013596
thetruthaboutcars.com0.022495
autoevolution.com0.023396
industryweek.com0.013996
automotiveworld.com0.013596
mitsubishimotors.com0.01195
valeo.com0.013196
parts.toyota.com0.0100
jcwhitney.com0.011595
topgear.com0.023495
mazda.com0.023196
summitracing.com0.012795
parts.honda.com0.0100
delphiauto.com0.01394
insideevs.com0.023896
parts.ford.com0.0100
faurecia.com0.012695
ecautoparts.com0.01093
motor-trend.com0.01194
stellantisnorthamerica.com0.012695
parts.nissanusa.com0.0100
lear.com0.012495
autopartsgiant.com0.01094
jdpowers.com0.01294
carwow.co.uk0.012896
autoweek.com0.013396
whichcar.com0.01094
ihsmarkit.com0.014096
greencarreports.com0.012995
goodcarbadcar.net0.012295
autotrader.com0.013596
theunderhood.com0.01095
thedrive.com0.013996
tata.com0.013196
subaru.co.jp0.012795
sa.org0.012295
automobilemag.com0.012695
stellantisfleet.com0.011795
kiaspoa.com0.0100
Report Types

Explore reports

LLM vs Fanout vs AI Search vs Organic

Pick a model per channel and compare recommendation patterns across LLM, fanout, AI Search, and organic results side by side.

LLM Search Visibility

How this industry performs across the large language models sampled in this report.

LLM Search+Fanout Visibility

The same LLM recommendation ranking, scoped to just the web-search-augmented (fanout) runs.

LLM Fanout Queries

The exact web searches each LLM ran while answering this segment's questions, with overlap across models.

AI Search Visibility

AI-powered search surfaces sit between traditional search and pure LLM chat.

Organic Search Visibility

Backlink authority and on-page signals that drive traditional organic visibility.

Bing Search Advertisers

Top and bottom advertisers on Bing (Google has no ads in this data), ranked by rank-weighted score.

Organic Search: Suggested Terms

Suggested search terms from Google and Bing, ranked by rank-weighted score.

Forum Search

Domains appearing in Google forum results for this segment's queries, by rank-weighted score and appearances.

News Search

Domains appearing in Google news results for this segment's queries, by rank-weighted score and appearances.

Video Search

Domains appearing in Google video results for this segment's queries, by rank-weighted score and appearances.

Short Video Search

Domains appearing in Google short-video results for this segment's queries, by rank-weighted score and appearances.

Top Wikipedia Pages

The Wikipedia articles where this segment's topics and brands appear, plus articles with zero brand presence.

Knowledge Graph Entities

The Wikidata entities matching this segment's topics and brands, and which brands have no entity at all.

Top Subreddits

The communities where this segment's topics and brands get discussed, ranked by submissions and comments.

Reddit Activity Trends

Monthly Reddit activity for this segment's topics and brands, from 2005 through mid-2026.

Top Domains on Reddit

The websites Reddit links to and mentions alongside this segment's topics, in comments and submissions.

Open Web Presence

Domains appearing together with this segment's topics across billions of crawled web pages.

Top Backlink Sources

The websites linking to the most tracked domains in this segment, from the web link graph.

Content Phrases

Top phrases LLMs associate with this industry or persona, ranked by recommendation strength.

Persona SEO Keywords

Top SEO keyword terms LLMs associate with this persona, ranked by recommendation strength.

Base Terms

Foundational search terms LLMs associate with this persona, ranked by recommendation strength.

UGC Questions & FAQs

Questions people are asking, mined from forum, news, and video result titles, with the URLs each question appears on.

Research: Award Submissions

Domains ranking for this persona's award submissions queries.

Research: Blogs, Publishers, Newsletters

Domains ranking for this persona's blogs, publishers, newsletters queries.

Research: Certifications

Domains ranking for this persona's certifications queries.

Research: Conferences, Trade Shows

Domains ranking for this persona's conferences, trade shows queries.

Research: Courses, Training

Domains ranking for this persona's courses, training queries.

Research: Donors, Sponsors, Partnerships

Domains ranking for this persona's donors, sponsors, partnerships queries.

Research: Experts

Domains ranking for this persona's experts queries.

Research: Forums, Message Boards

Domains ranking for this persona's forums, message boards queries.

Research: Glossaries

Domains ranking for this persona's glossaries queries.

Research: Guest Posts

Domains ranking for this persona's guest posts queries.

Research: Guides, Best Practices

Domains ranking for this persona's guides, best practices queries.

Research: Link Directories

Domains ranking for this persona's link directories queries.

Research: Non-profits

Domains ranking for this persona's non-profits queries.

Research: Podcast Guests

Domains ranking for this persona's podcast guests queries.

Research: Professional Orgs

Domains ranking for this persona's professional orgs queries.

Research: Reports, Stats, Research

Domains ranking for this persona's reports, stats, research queries.

Research: Speaker Proposals

Domains ranking for this persona's speaker proposals queries.

Research: Suggested Links

Domains ranking for this persona's suggested links queries.

Research: Tools

Domains ranking for this persona's tools queries.

Research: Top, Best Companies

Domains ranking for this persona's top, best companies queries.

Research: Trade Journals

Domains ranking for this persona's trade journals queries.