Consumer Finance

Published segment leaderboard

Consumer Finance: Is it worth it in the Machine Relations Index

This leaderboard uses only the Consumer Finance / Is it worth it 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 domains401

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 401Redditreddit.comCommunity and social platform19.85%5427212
#2 of 401YouTubeyoutube.comSearch or media platform15.07%4127212
#3 of 401NerdWalletnerdwallet.comEditorial publication13.24%3627212
#4 of 401Fidelity.comfidelity.comOther observed source11.76%3227212
#5 of 401Forbesforbes.comEditorial publication11.40%3127212
#6 of 401Hellobonsai.comhellobonsai.comOther observed source8.82%2427212
#7 of 401CNBCcnbc.comEditorial publication8.46%2327212
#8 of 401Experian.comexperian.comVendor-owned source8.46%2327212
#9 of 401Investopedia.cominvestopedia.comOther observed source8.09%2227212
#10 of 401Kiplingerkiplinger.comEditorial publication8.09%2227212
#11 of 401Financialaha.comfinancialaha.comOther observed source7.72%2127212
#12 of 401Prioridigitalstudio.comprioridigitalstudio.comOther observed source7.72%2127212
#13 of 401Goodbudget.comgoodbudget.comOther observed source7.35%2027212
#14 of 401Quadratichq.comquadratichq.comOther observed source7.35%2027212
#15 of 401The Wall Street Journalwsj.comEditorial publication6.25%1727212
#16 of 401Thepennyhoarder.comthepennyhoarder.comOther observed source5.88%1627212
#17 of 401LegalClaritylegalclarity.orgEditorial publication5.51%1527212
#18 of 401USA Todayusatoday.comEditorial publication5.51%1527212
#19 of 401Stash.comstash.comOther observed source5.15%1427212
#20 of 401CNETcnet.comEditorial publication4.78%1327212
#21 of 401Intuit.comintuit.comOther observed source4.78%1327212
#22 of 401Irs.govirs.govAcademic and government source4.78%1327212
#23 of 401Joingerald.comjoingerald.comOther observed source4.78%1327212
#24 of 401Northwesternmutual.comnorthwesternmutual.comOther observed source4.78%1327212
#25 of 401Capitalone.comcapitalone.comOther observed source4.41%1227212
#26 of 401Empower.comempower.comOther observed source4.41%1227212
#27 of 401Equifax.comequifax.comOther observed source4.41%1227212
#28 of 4011800accountant.com1800accountant.comOther observed source4.04%1127212
#29 of 401Thefinopartners.comthefinopartners.comOther observed source4.04%1127212
#30 of 401Carry.comcarry.comOther observed source3.68%1027212
#31 of 401Quora.comquora.comCommunity and social platform3.68%1027212
#32 of 401Smartasset.comsmartasset.comOther observed source3.68%1027212
#33 of 401Tiller.comtiller.comOther observed source3.68%1027212
#34 of 401Troweprice.comtroweprice.comOther observed source3.68%1027212
#35 of 401Fergusontimar.comfergusontimar.comOther observed source3.31%927212
#36 of 401LinkedInlinkedin.comCommunity and social platform3.31%927212
#37 of 401Pennywise-app.compennywise-app.comOther observed source3.31%927212
#38 of 401Plutio.complutio.comOther observed source3.31%927212
#39 of 401Ramseysolutions.comramseysolutions.comOther observed source3.31%927212
#40 of 401Schwab.comschwab.comOther observed source3.31%927212
#41 of 401Vanguard.comvanguard.comOther observed source3.31%927212
#42 of 401Yahoo Newsyahoo.comEditorial publication3.31%927212
#43 of 401Pocketsense.compocketsense.comOther observed source2.94%827212
#44 of 401Accounting.comaccounting.comOther observed source2.57%727212
#45 of 401Centsense.appcentsense.appOther observed source2.57%727212
#46 of 401Facebook.comfacebook.comCommunity and social platform2.57%727212
#47 of 401Monee-app.commonee-app.comOther observed source2.57%727212
#48 of 401Taxfyle.comtaxfyle.comOther observed source2.57%727212
#49 of 401Academybank.comacademybank.comOther observed source2.21%627212
#50 of 401Acorns.comacorns.comOther observed source2.21%627212
#51 of 401Bassoguidallc.combassoguidallc.comAnalyst and consulting research2.21%627212
#52 of 401Briancjensen.orgbriancjensen.orgAcademic and government source2.21%627212
#53 of 401Expensify.comexpensify.comOther observed source2.21%627212
#54 of 401Financebuzz.comfinancebuzz.comOther observed source2.21%627212
#55 of 401Kccpa.comkccpa.comOther observed source2.21%627212
#56 of 401Manaycpa.commanaycpa.comOther observed source2.21%627212
#57 of 401Monarch.commonarch.comOther observed source2.21%627212
#58 of 401Morganfranklinfoundation.orgmorganfranklinfoundation.orgAcademic and government source2.21%627212
#59 of 401Oneazcu.comoneazcu.comOther observed source2.21%627212
#60 of 401Quicken.comquicken.comOther observed source2.21%627212
#61 of 401Sofi.comsofi.comOther observed source2.21%627212
#62 of 401Themuse.comthemuse.comOther observed source2.21%627212
#63 of 401Viasocket.comviasocket.comOther observed source2.21%627212
#64 of 401Arizonafinancial.orgarizonafinancial.orgOther observed source1.84%527212
#65 of 401Beancount.iobeancount.ioOther observed source1.84%527212
#66 of 401Chime.comchime.comOther observed source1.84%527212
#67 of 401Daylongs.comdaylongs.comOther observed source1.84%527212
#68 of 401Envelopebudgeting.comenvelopebudgeting.comOther observed source1.84%527212
#69 of 401Finder.comfinder.comEditorial publication1.84%527212
#70 of 401Hermoney.comhermoney.comOther observed source1.84%527212
#71 of 401Lifehack.orglifehack.orgOther observed source1.84%527212
#72 of 401Luzenta.comluzenta.comOther observed source1.84%527212
#73 of 401Mashablemashable.comEditorial publication1.84%527212
#74 of 401Microsoft.commicrosoft.comVendor-owned source1.84%527212
#75 of 401Moneymoney.comEditorial publication1.84%527212
#76 of 401Moneygenius.camoneygenius.caOther observed source1.84%527212
#77 of 401Moneypatrol.commoneypatrol.comOther observed source1.84%527212
#78 of 401Robberger.comrobberger.comOther observed source1.84%527212
#79 of 401Sasanova.comsasanova.comMarket and company database1.84%527212
#80 of 401Taxsharkinc.comtaxsharkinc.comOther observed source1.84%527212
#81 of 401Tiaa.orgtiaa.orgOther observed source1.84%527212
#82 of 401Tohme-accounting.comtohme-accounting.comOther observed source1.84%527212
#83 of 401Vision.moneyvision.moneyOther observed source1.84%527212
#84 of 401Visual eNewsvisualenews.comOther observed source1.84%527212
#85 of 401Writeoffapp.comwriteoffapp.comOther observed source1.84%527212
#86 of 401247wallst.com247wallst.comOther observed source1.47%427212
#87 of 401Aspirebudget.comaspirebudget.comOther observed source1.47%427212
#88 of 401Bankrate.combankrate.comOther observed source1.47%427212
#89 of 401Business Insiderbusinessinsider.comEditorial publication1.47%427212
#90 of 401Edvisors.comedvisors.comOther observed source1.47%427212
#91 of 401Engadgetengadget.comEditorial publication1.47%427212
#92 of 401The Motley Foolfool.comEditorial publication1.47%427212
#93 of 401Herman-apps.comherman-apps.comOther observed source1.47%427212
#94 of 401Inkl.cominkl.comOther observed source1.47%427212
#95 of 401Instagram.cominstagram.comOther observed source1.47%427212
#96 of 401Ireadpdf.comireadpdf.comMarket and company database1.47%427212
#97 of 401Massmutual.commassmutual.comOther observed source1.47%427212
#98 of 401Maxprog.commaxprog.comOther observed source1.47%427212
#99 of 401Moldstud.commoldstud.comOther observed source1.47%427212
#100 of 401Norman.financenorman.financeOther observed source1.47%427212

Showing the first 100 rows from 401 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Consumer Finance / Is it worth it: 401 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/is_x_worth. CC BY 4.0.
APA
Parrott, J. (2026). Consumer Finance / Is it worth it 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/is_x_worth https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mriconsumerfinanceisxworth,
  author = {Parrott, Jaxon},
  title = {Consumer Finance / Is it worth it 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/is_x_worth},
  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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