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Auto Oem Brands

First Time Commuter

Dominant · Domain Harmonic Centrality ρ=0.617

A first-time new-car buyer who wants reliable, affordable, easy-to-own transportation for commuting and errands. They research heavily on fuel economy, safety features, maintenance costs, and financing, and they respond to transparent pricing and a straightforward buying process rather than badge prestige.

Link authority data (PageRank, harmonic centrality) comes from the Common Crawl web graph.
70Domains Tracked
18.8MReddit Posts
37KWikipedia Articles
18.2MOpen Web Matches
First Time Commuter_persona.report
DomainScore
toyota.com
200.6
honda.com
70.9
mazdausa.com
32.8
hyundaiusa.com
21.1
subaru.com
19.1
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Segment Signals

Signal correlations: First Time Commuter

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 Harmonic Centrality+0.61738%66Dominant
Domain PageRank+0.59435.3%66Dominant
PageRank History+0.58333.9%68Dominant
Harmonic Centrality History+0.55030.3%68Dominant
Common Crawl+0.53728.8%62Dominant
Host PageRank+0.46321.5%68Dominant
Domain Backlinks+0.41617.3%65Dominant
Reddit Posts+0.38715%61Dominant
Host Harmonic Centrality+0.37414%68Dominant
Reddit Comments+0.37414%63Dominant
Host Backlinks+0.36113%61Dominant
Wikidata+0.35412.5%43Dominant
SE Outbound Links+0.3079.4%54Dominant
Homepage Keywords+0.1712.9%38Confirmed
Best Search Engine Rank-0.1412%9Confirmed
Avg Search Engine Rank-0.1351.8%9Confirmed
Search Engine Appearances+0.1101.2%9Confirmed
Wikipedia Citations+0.0970.9%56Emerging
Domains

Tracked domains

The 70 domains behind the "domains tracked" stat for First Time Commuter: 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.com200.61114496
honda.com70.91094196
mazdausa.com32.8823096
hyundaiusa.com21.1804697
subaru.com19.11073896
kia.com16.31054496
nissanusa.com9.6884696
edmunds.com7.9444496
chevrolet.com7.4793996
volkswagen.com4.8623396
kbb.com4.4384997
ford.com4.1604796
consumerreports.org3.7295197
cars.com3.3354396
mitsubishicars.com3.0352896
mazda.com3.0273196
hyundai.com2.3284396
vw.com1.4123596
cargurus.com1.3163596
autotrader.com0.9283596
caranddriver.com0.9194897
nissan.com0.6181895
truecar.com0.5203896
caredge.com0.322496
motortrend.com0.3134296
mitsubishi-motors.com0.232896
jdpower.com0.214596
carmax.com0.233396
carvana.com0.233296
buick.com0.123396
iseecars.com0.112796
mitsubishimotors.com0.15195
carsdirect.com0.172996
usnews.com0.115697
automobiles.honda.com0.1300
autobytel.com0.162096
nhtsa.gov0.125096
cars.usnews.com0.1300
autoblog.com0.154196
iihs.org0.154096
jalopnik.com0.143896
thecarconnection.com0.152495
toyota-financial.com0.1200
carfax.com0.034696
carsguide.com.au0.022495
consumerreports.com0.01795
toyotausa.com0.01094
carcomplaints.com0.021995
toyota-financial-services.com0.01093
hondausa.com0.01094
chevy.com0.011395
daihatsu.com0.012395
corolla.com0.01093
trucar.com0.01093
repairpal.com0.012795
corporate.hertz.com0.0100
civic.com0.012495
carnetwork.com0.01093
myfirestone.com0.01095
hondainfo.com0.01093
carscoops.com0.013396
theautopian.com0.012295
carwow.co.uk0.012896
jdpowers.com0.01294
fuelly.com0.012596
edmunds.ca0.01093
tflcar.com0.011495
fueleconomy.gov0.014096
coxautoinc.com0.014196
automobilemag.com0.012695
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.