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Used Car Dealers

Budget First Commuter

Dominant · SE Outbound Links ρ=0.611

A buyer who needs reliable daily transportation within a strict budget, comparing total cost of ownership: payment, fuel, insurance, and likely repairs. Upfront mileage, history, and fees win them; finance-office surprises lose them.

Link authority data (PageRank, harmonic centrality) comes from the Common Crawl web graph.
59Domains Tracked
10.7MReddit Posts
16KWikipedia Articles
5.6MOpen Web Matches
Budget First Commuter_persona.report
DomainScore
carmax.com
177.0
carvana.com
88.3
autotrader.com
35.1
cargurus.com
34.1
cars.com
23.0
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Segment Signals

Signal correlations: Budget First 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
SE Outbound Links+0.61137.3%41Dominant
Reddit Comments+0.57433%45Dominant
Common Crawl+0.55230.5%46Dominant
Reddit Posts+0.54830%44Dominant
Wikipedia Citations+0.48923.9%35Dominant
PageRank History+0.43118.6%52Dominant
Search Engine Appearances+0.42618.1%12Dominant
Harmonic Centrality History+0.41517.3%52Dominant
Domain PageRank+0.41217%52Dominant
Domain Backlinks+0.35312.5%46Dominant
Host Backlinks+0.34011.6%45Dominant
Host PageRank+0.31810.1%52Dominant
Domain Harmonic Centrality+0.2998.9%52Strong
Host Harmonic Centrality+0.2978.9%52Strong
Wikidata+0.2496.2%30Strong
Homepage Keywords+0.2104.4%24Strong
Best Search Engine Rank+0.1331.8%12Confirmed
Avg Search Engine Rank-0.1271.6%12Confirmed
Domains

Tracked domains

The 59 domains behind the "domains tracked" stat for Budget First 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
carmax.com177.01303396
carvana.com88.31273296
autotrader.com35.11353596
cargurus.com34.11203596
cars.com23.01244396
truecar.com14.81213896
edmunds.com8.71074496
vroom.com8.3642095
hertzcarsales.com6.1341895
enterprise.com3.9243796
echopark.com3.5292195
autonation.com3.4332695
shift.com3.4552895
carfax.com3.1414696
enterprisecarsales.com2.7262295
driveway.com1.9221996
autotempest.com1.3111896
kbb.com1.3414997
enterpriseautosales.com0.4400
carshop.com0.46795
facebook.com0.31000
craigslist.org0.3105097
autolist.com0.282196
carsandbids.com0.251895
lmg2.com0.14093
carsdirect.com0.1112996
iseecars.com0.142796
drivetime.com0.111895
carzing.com0.112795
copilotsearch.com0.111995
carsgurus.com0.11093
byrider.com0.121895
caravana.com0.0100
manheim.com0.022896
cochran.com0.01995
lmsvg.com0.0100
caredge.com0.012496
consumerreports.org0.025197
impexauto.com0.01093
boostauto.ca0.0100
autonationusa.com0.01795
autobytel.com0.022096
hertz.com0.013996
carmart.com0.02094
budget.com0.013596
localcardeals.com0.01095
letgo.com0.013096
echoauto.com0.0100
carmaxused.com0.0100
kelleybluebook.com0.01294
hondacertified.com0.011995
toyotacertified.com0.012195
autozone.com0.013396
crazylister.com0.012895
carsofcare.com0.0100
shifttechnologies.com0.01095
carsoup.com0.011695
carmigo.com0.01095
autobuyingmarket.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.