Consumer Finance

Published segment leaderboard

Consumer Finance: Problem-first research in the Machine Relations Index

This leaderboard uses only the Consumer Finance / Problem-first research segment denominator: 272 observed answer runs across 12 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs272

Segment-specific denominator. Not the overall domain denominator.

Run dates12

Release floor: 7 dates.

Observed domains338

Only released domains with evidence in this exact segment.

Leaderboard

Segment-specific cited sources

Rates, runs and rank are the producer's segment-specific values. Overall domain rates and engine breadth are not used as category rates.

RankSourceSource roleCitation rateCited runsObserved runsRun dates
#1 of 338Experian.comexperian.comVendor-owned source24.26%6627212
#2 of 338NerdWalletnerdwallet.comEditorial publication20.96%5727212
#3 of 338YouTubeyoutube.comSearch or media platform19.85%5427212
#4 of 338Fidelity.comfidelity.comOther observed source11.40%3127212
#5 of 338Chase.comchase.comOther observed source11.03%3027212
#6 of 338Kiplingerkiplinger.comEditorial publication10.29%2827212
#7 of 338Redditreddit.comCommunity and social platform10.29%2827212
#8 of 338Bairdwealth.combairdwealth.comOther observed source9.56%2627212
#9 of 338Umcu.orgumcu.orgOther observed source9.56%2627212
#10 of 338Bankrate.combankrate.comOther observed source7.72%2127212
#11 of 338Usbank.comusbank.comOther observed source7.72%2127212
#12 of 338Bankofamerica.combankofamerica.comOther observed source7.35%2027212
#13 of 338CBS Newscbsnews.comEditorial publication7.35%2027212
#14 of 338Yahoo Newsyahoo.comEditorial publication6.99%1927212
#15 of 338CNBCcnbc.comEditorial publication6.25%1727212
#16 of 338Finsagetools.comfinsagetools.comOther observed source5.51%1527212
#17 of 338Moneylion.commoneylion.comOther observed source5.51%1527212
#18 of 338Capitalone.comcapitalone.comOther observed source5.15%1427212
#19 of 338Equifax.comequifax.comOther observed source5.15%1427212
#20 of 338Incharge.orgincharge.orgAcademic and government source4.78%1327212
#21 of 338Wellsfargo.comwellsfargo.comOther observed source4.78%1327212
#22 of 338Nebraska.govnebraska.govAcademic and government source4.41%1227212
#23 of 338Pnc.compnc.comOther observed source4.41%1227212
#24 of 338Ramseysolutions.comramseysolutions.comOther observed source4.41%1227212
#25 of 338Stepchange.orgstepchange.orgOther observed source4.41%1227212
#26 of 338Consumerfinance.govconsumerfinance.govAcademic and government source4.04%1127212
#27 of 338Thebalancemoney.comthebalancemoney.comOther observed source4.04%1127212
#28 of 338Debt.orgdebt.orgOther observed source3.68%1027212
#29 of 338Moneysavingexpert.commoneysavingexpert.comOther observed source3.68%1027212
#30 of 338U.S. News & World Reportusnews.comEditorial publication3.68%1027212
#31 of 338Globalcu.orgglobalcu.orgOther observed source3.31%927212
#32 of 338Instagram.cominstagram.comOther observed source3.31%927212
#33 of 338Pocketguard.compocketguard.comOther observed source3.31%927212
#34 of 338Ftc.govftc.govAcademic and government source2.94%827212
#35 of 338Moneypatrol.commoneypatrol.comOther observed source2.94%827212
#36 of 338Sofi.comsofi.comOther observed source2.94%827212
#37 of 338Symplelending.comsymplelending.comOther observed source2.94%827212
#38 of 338Associatedbank.comassociatedbank.comOther observed source2.57%727212
#39 of 338Business Insiderbusinessinsider.comEditorial publication2.57%727212
#40 of 338Colorado.educolorado.eduAcademic and government source2.57%727212
#41 of 338Cusocal.orgcusocal.orgOther observed source2.57%727212
#42 of 338Forbesforbes.comEditorial publication2.57%727212
#43 of 338Gobankingrates.comgobankingrates.comOther observed source2.57%727212
#44 of 338Investopedia.cominvestopedia.comOther observed source2.57%727212
#45 of 338Moneyinc.commoneyinc.comOther observed source2.57%727212
#46 of 338Navyfederal.orgnavyfederal.orgOther observed source2.57%727212
#47 of 338Rocketmoney.comrocketmoney.comOther observed source2.57%727212
#48 of 338Texasbaycu.orgtexasbaycu.orgOther observed source2.57%727212
#49 of 338Thepennyhoarder.comthepennyhoarder.comOther observed source2.57%727212
#50 of 338Aba.comaba.comOther observed source2.21%627212
#51 of 338Amgloan.comamgloan.comOther observed source2.21%627212
#52 of 338Consumer.govconsumer.govAcademic and government source2.21%627212
#53 of 338Creditninja.comcreditninja.comOther observed source2.21%627212
#54 of 338Depaul.edudepaul.eduAcademic and government source2.21%627212
#55 of 338Financebuzz.comfinancebuzz.comOther observed source2.21%627212
#56 of 338Rbcroyalbank.comrbcroyalbank.comOther observed source2.21%627212
#57 of 338Wealthovernow.comwealthovernow.comOther observed source2.21%627212
#58 of 338Aarp.orgaarp.orgAcademic and government source1.84%527212
#59 of 338Afmorganlaw.comafmorganlaw.comOther observed source1.84%527212
#60 of 338Consolidatedcredit.orgconsolidatedcredit.orgAcademic and government source1.84%527212
#61 of 338Envelopebudgeting.comenvelopebudgeting.comOther observed source1.84%527212
#62 of 338Facebook.comfacebook.comCommunity and social platform1.84%527212
#63 of 338The Motley Foolfool.comEditorial publication1.84%527212
#64 of 338Investor.govinvestor.govAcademic and government source1.84%527212
#65 of 338Iwillteachyoutoberich.comiwillteachyoutoberich.comOther observed source1.84%527212
#66 of 338Missionfed.commissionfed.comOther observed source1.84%527212
#67 of 338Mmbb.orgmmbb.orgOther observed source1.84%527212
#68 of 338Moneyhelper.org.ukmoneyhelper.org.ukOther observed source1.84%527212
#69 of 338Pbroad2riches.compbroad2riches.comOther observed source1.84%527212
#70 of 338Consumercredit.comconsumercredit.comOther observed source1.47%427212
#71 of 338Current.comcurrent.comOther observed source1.47%427212
#72 of 338Discover.comdiscover.comOther observed source1.47%427212
#73 of 338Jago.comjago.comOther observed source1.47%427212
#74 of 338Justagirlandherblog.comjustagirlandherblog.comOther observed source1.47%427212
#75 of 338Oregon.govoregon.govAcademic and government source1.47%427212
#76 of 338Penfed.orgpenfed.orgOther observed source1.47%427212
#77 of 338Psychology Todaypsychologytoday.comEditorial publication1.47%427212
#78 of 338Thedebtreliefcompany.comthedebtreliefcompany.comOther observed source1.47%427212
#79 of 338Toffeefinance.comtoffeefinance.comOther observed source1.47%427212
#80 of 338Unitedway.orgunitedway.orgOther observed source1.47%427212
#81 of 338American Expressamericanexpress.comOther observed source1.10%327212
#82 of 338Bestmoney.combestmoney.comOther observed source1.10%327212
#83 of 338Creditkarma.comcreditkarma.comOther observed source1.10%327212
#84 of 338Cuofga.orgcuofga.orgOther observed source1.10%327212
#85 of 338Debtdriver.comdebtdriver.comOther observed source1.10%327212
#86 of 338Due.comdue.comOther observed source1.10%327212
#87 of 338Familycredit.orgfamilycredit.orgOther observed source1.10%327212
#88 of 338Financialbestlife.comfinancialbestlife.comOther observed source1.10%327212
#89 of 338Finexplained.comfinexplained.comOther observed source1.10%327212
#90 of 338Gncu.orggncu.orgOther observed source1.10%327212
#91 of 338Greenpath.comgreenpath.comOther observed source1.10%327212
#92 of 338Hermoney.comhermoney.comOther observed source1.10%327212
#93 of 338Jhu.edujhu.eduAcademic and government source1.10%327212
#94 of 338Michigan.govmichigan.govAcademic and government source1.10%327212
#95 of 338Monetadvice.commonetadvice.comOther observed source1.10%327212
#96 of 338Moneysmart.gov.aumoneysmart.gov.auOther observed source1.10%327212
#97 of 338Nasdaq.comnasdaq.comOther observed source1.10%327212
#98 of 338Nationwide.comnationwide.comOther observed source1.10%327212
#99 of 338Nomoredebts.orgnomoredebts.orgOther observed source1.10%327212
#100 of 338Phoenix.eduphoenix.eduAcademic and government source1.10%327212

Showing the first 100 rows from 338 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Consumer Finance / Problem-first research: 338 observed source domains in the leaderboard, measured on 272 observed runs across 12 distinct run dates, 2026-05-10 to 2026-11-02. Release mri_score_v2.1+2026-11-02+f9aaeca0db15. https://machinerelations.ai/index/categories/consumer-finance/problem_first. CC BY 4.0.
APA
Parrott, J. (2026). Consumer Finance / Problem-first research in the Machine Relations Index (Version mri_score_v2.1+2026-11-02+f9aaeca0db15) [Data set]. Machine Relations Research. https://machinerelations.ai/index/categories/consumer-finance/problem_first https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mriconsumerfinanceproblemfirst,
  author = {Parrott, Jaxon},
  title = {Consumer Finance / Problem-first research in the Machine Relations Index},
  year = {2026},
  version = {mri\_score\_v2.1+2026-11-02+f9aaeca0db15},
  publisher = {Machine Relations Research},
  url = {https://machinerelations.ai/index/categories/consumer-finance/problem_first},
  doi = {10.5281/zenodo.23652423},
  license = {CC-BY-4.0},
  note = {Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai}
}

CITATION.cff

Release and boundary

What this segment measures

Published November 2, 2026. The observation window runs May 10, 2026 to November 2, 2026. Methodology v2.1.

MRI measures observed root-domain citations inside monitored prompts. Segment rates are conditional on this sample and do not claim recommendation quality, traffic, placement availability, or commercial performance.

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