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Auto Oem Brands

Credit Challenged Shopper

Open Web Presence
Dominant · Best Search Engine Rank ρ=-0.632

AI recommendation signal analysis across 72 domains for the Credit Challenged Shopper persona in Auto Oem Brands.

Open web data in this report comes from Common Crawl HTML crawls.
Download this report (.xlsx)
72Domains Tracked
13.8MReddit Posts
23KWikipedia Articles
6.8MOpen Web Matches
Credit Challenged Shopper_persona.report
DomainScore
carfax.com
100.0
edmunds.com
89.8
ford.com
88.0
toyota.com
88.0
nissanusa.com
86.3
Domains rankedn = 25
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About This Report

How to use this page

Persona view: this page is scoped to this persona's queries alone.
Use Case

Measure open-web share of voice

The widest lens in this report: billions of web pages checked for places where this segment's topics and brands appear together. Domains with high co-occurrence are the ones the open web already associates with this market, the same association LLMs absorb in training.

How It's Calculated

Where the numbers come from

We scan seven full web crawls (roughly monthly, December 2025 through June 2026, about two billion pages each) for pages that link to a tracked brand domain and also contain one of this segment's topic phrases. Hit counts are exact; the count of distinct publishing websites is a close estimate, so it is presented as approximate.

Overview

What's on this page

Segment-level totals, a top-domains-by-co-occurrence chart, and the full domain table.

Segment Totals

Open web presence at a glance

How much of the open web connects Credit Challenged Shopper's brands with its topics: pages that link to a tracked brand domain and also contain one of this segment's topic phrases. Hit counts are exact; the publishing-website count is a close estimate.

6.8M
Topic Co-occurrences
34.4M
Topic Phrase Matches
128
Brand Domains Seen
About 601K
Publishing Websites
Open Web Data

Top domains by open-web presence

The brand domains the open web most often links in the same places it discusses Credit Challenged Shopper's topics. Topic Co-occurrences requires the segment's own vocabulary on the page; Total Appearances counts the domain alongside any tracked phrase; Blended merges the two on a log scale (co-occurrence weighted higher, 0 to 100). The table follows the selected view.

DomainBlendedTopic Co-occurrencesTotal Appearances
carfax.com100.02,799,99057,314,309
edmunds.com89.8543,40811,652,056
ford.com88.0428,8047,970,692
toyota.com88.0408,4388,703,292
nissanusa.com86.3310,6346,790,185
kia.com85.4263,0476,082,620
cnbc.com84.5112,94318,531,668
kbb.com84.1236,4144,159,830
autonation.com82.1200,7842,210,392
gmfinancial.com81.1120,1743,713,743
nerdwallet.com81.192,7865,780,353
honda.com80.3118,6512,555,901
bankrate.com80.284,6264,499,513
chevrolet.com79.897,5482,987,026
experian.com79.389,5222,829,951
jdpower.com77.052,0942,678,788
mitsubishicars.com75.456,3261,119,177
cars.com74.452,065825,769
tesla.com73.328,2731,489,697
lexus.com73.237,618864,890
creditkarma.com73.229,7031,339,688
chase.com72.821,1852,038,681
autotrader.com72.635,318729,632
automobiles.honda.com72.137,820537,557
lendingtree.com71.926,796907,537
driveway.com71.727,770775,745
bmwusa.com71.228,018592,546
toyotacertified.com71.041,113272,266
owners.honda.com70.525,424525,703
gm.com70.322,469615,959
vw.com70.222,720552,963
hyundaiusa.com70.125,566444,527
motortrend.com70.019,902667,634
shop.ford.com69.523,854382,060
nasdaq.com69.38,9411,996,066
usedcars.com69.128,632223,011
truecar.com69.118,751490,230
cars.usnews.com69.020,571400,470
capitalone.com68.312,304731,078
hyundai.com67.213,861368,334
jeep.com67.113,302372,607
autoblog.com66.312,760283,754
ramtrucks.com66.311,857314,016
buick.com66.010,500351,739
cargurus.com65.613,230190,139
mazdausa.com64.27,998253,106
motor1.com64.08,972193,340
carmax.com63.611,514101,502
volvocars.com63.66,890260,668
subaru.com62.96,957186,285
iseecars.com62.08,82280,918
gurufocus.com61.63,124430,093
fr.wikipedia.org61.32,139759,860
acornfinance.com61.14,720167,929
carsdirect.com59.95,69470,401
carvana.com59.86,63049,183
creditninja.com58.43,164102,755
priorityhyundai.com56.93,44444,162
mazda.com56.01,92085,694
toyotafinancial.com55.22,49237,533
badcredit.org55.12,01653,459
tindolsubaru.com55.02,50033,901
polestar.com54.81,67163,885
autocreditexpress.com54.52,96120,132
hondacertified.com52.31,74319,781
premiumautosinc.com51.91,25330,221
as.com51.8463172,266
volkswagen.com51.61,24426,764
myautoloan.com51.52,01910,721
mazdafinancialservices.com51.41,27823,368
daimler.com50.994331,957
sohu.com50.3423105,402
carlantic.ca49.981426,905
autoinsurance.com49.969335,182
mitsubishi-motors.com49.576124,693
automoblog.com48.699710,345
media.vw.com48.261420,894
gmcertified.com46.87906,920
rollsauto.com46.58385,588
preferredford.com46.17236,082
es.chevrolet.com45.26175,345
kianewscenter.com44.930117,080
mccarthyautogroup.com44.837910,556
autonews.gasgoo.com44.835811,769
creditacceptance.com44.75804,823
news.mazdausa.com43.93139,972
brandequity.economictimes.indiatimes.com43.710369,869
36kr.com43.517224,508
hondafinancialservices.com43.03684,993
recharged.com42.42289,121
stcn.com41.011317,456
kiafinance.com40.52922,472
donews.com39.28811,923
nissan.com39.11355,332
aviscarsales.com38.72581,398
truliantfcu.org38.61086,371
sherpaautotransport.com37.81213,732
mlady.com37.71701,901
davecantingroup.com35.7154914
toyotadirect.com34.6931,384
rydeshopper.com32.580715
cochran.com31.1441,093
ofallonbuickgmc.com30.458503
fordcredit.com29.963343
cpo.hyundaiusa.com27.352151
hudsontoyota.com25.923339
hondacars.com25.825281
carvia.ai24.214366
engage.toyota.com24.114363
chryslerfinancial.com24.014339
southtacomamazda.com23.320135
wellesleymazda.com22.513192
theworlddata.com21.922,487
champion-porsche.com21.412136
hendrickhonda.com20.97265
capitaloneauto.com20.511107
fleet.toyota.com18.72575
timstruckcapital.com18.66118
mrjjxw.com18.604,060
columbiahonda.com17.4671
mitsubishimotors.com15.12117
nissandriven.com13.7261
m.cbndata.com10.90131
clawsonhonda.com10.70119
toyotafinancialservices.com9.4118
carjustify.com8.5044
nissanglobal.com7.2024
staging.toyota.com4.707
128 domainsAll results shown