Consumer Finance

Published segment leaderboard

Consumer Finance: Comparisons in the Machine Relations Index

This leaderboard uses only the Consumer Finance / Comparisons segment denominator: 278 observed answer runs across 12 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs278

Segment-specific denominator. Not the overall domain denominator.

Run dates12

Release floor: 7 dates.

Observed domains257

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 257Acorns.comacorns.comOther observed source31.65%8827812
#2 of 257Unbiased.comunbiased.comVendor-owned source26.98%7527812
#3 of 257NerdWalletnerdwallet.comEditorial publication25.54%7127812
#4 of 257YouTubeyoutube.comSearch or media platform23.02%6427812
#5 of 257Schwab.comschwab.comOther observed source20.50%5727812
#6 of 257Redditreddit.comCommunity and social platform20.14%5627812
#7 of 257Wealthfront.comwealthfront.comOther observed source19.42%5427812
#8 of 257Savingforcollege.comsavingforcollege.comOther observed source16.19%4527812
#9 of 257Farther.comfarther.comOther observed source15.47%4327812
#10 of 257Smartasset.comsmartasset.comOther observed source15.11%4227812
#11 of 257Frec.comfrec.comOther observed source12.59%3527812
#12 of 257Bergerfinancialgroup.combergerfinancialgroup.comOther observed source11.87%3327812
#13 of 257Finder.comfinder.comEditorial publication11.51%3227812
#14 of 257Betterment.combetterment.comOther observed source11.15%3127812
#15 of 257Iwillteachyoutoberich.comiwillteachyoutoberich.comOther observed source10.79%3027812
#16 of 257Chase.comchase.comOther observed source10.43%2927812
#17 of 257Fidelity.comfidelity.comOther observed source8.99%2527812
#18 of 257Kiplingerkiplinger.comEditorial publication8.99%2527812
#19 of 257Investopedia.cominvestopedia.comOther observed source8.63%2427812
#20 of 257Moneywise.commoneywise.comOther observed source7.19%2027812
#21 of 257Schwabmoneywise.comschwabmoneywise.comOther observed source7.19%2027812
#22 of 257Switchwize.comswitchwize.comOther observed source7.19%2027812
#23 of 257Vanguard.comvanguard.comOther observed source7.19%2027812
#24 of 257Personalone.orgpersonalone.orgOther observed source6.83%1927812
#25 of 257Wealthvieu.comwealthvieu.comOther observed source6.12%1727812
#26 of 257CNBCcnbc.comEditorial publication5.76%1627812
#27 of 257Districtcapitalmanagement.comdistrictcapitalmanagement.comOther observed source5.76%1627812
#28 of 257Financebuzz.comfinancebuzz.comOther observed source5.76%1627812
#29 of 257Thepennyhoarder.comthepennyhoarder.comOther observed source5.76%1627812
#30 of 257Mediummedium.comCommunity and social platform5.04%1427812
#31 of 257Finra.orgfinra.orgOther observed source4.68%1327812
#32 of 257Invest529.cominvest529.comOther observed source4.68%1327812
#33 of 257Valueofstock.comvalueofstock.comOther observed source4.32%1227812
#34 of 257Thefinanceverdict.comthefinanceverdict.comOther observed source3.96%1127812
#35 of 257AP Newsapnews.comEditorial publication3.60%1027812
#36 of 257Freedomisntfree.co.ukfreedomisntfree.co.ukOther observed source3.60%1027812
#37 of 257Westernsouthern.comwesternsouthern.comOther observed source3.24%927812
#38 of 257Acadviser.comacadviser.comOther observed source2.88%827812
#39 of 257Clark.comclark.comOther observed source2.88%827812
#40 of 257Facebook.comfacebook.comCommunity and social platform2.88%827812
#41 of 257Ml.comml.comOther observed source2.88%827812
#42 of 257Smartratesusa.comsmartratesusa.comOther observed source2.88%827812
#43 of 257TheStreetthestreet.comEditorial publication2.88%827812
#44 of 257Usetweed.comusetweed.comOther observed source2.88%827812
#45 of 257Banks.combanks.comOther observed source2.52%727812
#46 of 257CNETcnet.comEditorial publication2.52%727812
#47 of 257Gobankingrates.comgobankingrates.comOther observed source2.52%727812
#48 of 257Irs.govirs.govAcademic and government source2.52%727812
#49 of 257Blackrock.comblackrock.comOther observed source2.16%627812
#50 of 257The Motley Foolfool.comEditorial publication2.16%627812
#51 of 257Investor.govinvestor.govAcademic and government source2.16%627812
#52 of 257Nasdaq.comnasdaq.comOther observed source2.16%627812
#53 of 257The Daily Fiscalthedailyfiscal.comEditorial publication2.16%627812
#54 of 257Augustuswealth.comaugustuswealth.comOther observed source1.80%527812
#55 of 257Feathery.iofeathery.ioOther observed source1.80%527812
#56 of 257Gsaminc.comgsaminc.comOther observed source1.80%527812
#57 of 257Iadviser.comiadviser.comOther observed source1.80%527812
#58 of 257InvestmentNewsinvestmentnews.comEditorial publication1.80%527812
#59 of 257Jjburns.comjjburns.comOther observed source1.80%527812
#60 of 257Keel.iokeel.ioOther observed source1.80%527812
#61 of 257LegalClaritylegalclarity.orgEditorial publication1.80%527812
#62 of 257Millennialmoney.commillennialmoney.comOther observed source1.80%527812
#63 of 257Taxsharkinc.comtaxsharkinc.comOther observed source1.80%527812
#64 of 257Wiseiq.netwiseiq.netOther observed source1.80%527812
#65 of 257Worldadvisors.comworldadvisors.comOther observed source1.80%527812
#66 of 257Yahoo Newsyahoo.comEditorial publication1.80%527812
#67 of 257Bairdwealth.combairdwealth.comOther observed source1.44%427812
#68 of 257Casholders.comcasholders.comOther observed source1.44%427812
#69 of 257Congress.govcongress.govAcademic and government source1.44%427812
#70 of 257Forbesforbes.comEditorial publication1.44%427812
#71 of 257Getintomarkets.comgetintomarkets.comOther observed source1.44%427812
#72 of 257Investguiding.cominvestguiding.comOther observed source1.44%427812
#73 of 257Jpmorgan.comjpmorgan.comAnalyst and consulting research1.44%427812
#74 of 257Listenmoneymatters.comlistenmoneymatters.comOther observed source1.44%427812
#75 of 257Moneyunder25.commoneyunder25.comOther observed source1.44%427812
#76 of 257Morningstar.commorningstar.comMarket and company database1.44%427812
#77 of 257Theeducationplan.comtheeducationplan.comOther observed source1.44%427812
#78 of 257Thrivent.comthrivent.comOther observed source1.44%427812
#79 of 257Trusted Buyer Reporttrustedbuyerreport.comOther observed source1.44%427812
#80 of 257Advisorfinders.orgadvisorfinders.orgOther observed source1.08%327812
#81 of 257Aicontentcreate.comaicontentcreate.comOther observed source1.08%327812
#82 of 257Broker-insight.combroker-insight.comOther observed source1.08%327812
#83 of 257Business Insiderbusinessinsider.comEditorial publication1.08%327812
#84 of 257Goodfinancialcents.comgoodfinancialcents.comOther observed source1.08%327812
#85 of 257Hicapitalize.comhicapitalize.comOther observed source1.08%327812
#86 of 257Iminehurb.comiminehurb.comOther observed source1.08%327812
#87 of 257Instagram.cominstagram.comOther observed source1.08%327812
#88 of 257Intuit.comintuit.comOther observed source1.08%327812
#89 of 257LinkedInlinkedin.comCommunity and social platform1.08%327812
#90 of 257The New York Timesnytimes.comEditorial publication1.08%327812
#91 of 257Realized1031.comrealized1031.comOther observed source1.08%327812
#92 of 257Slpwealth.comslpwealth.comOther observed source1.08%327812
#93 of 257Ubs.comubs.comOther observed source1.08%327812
#94 of 257Walletgrower.comwalletgrower.comOther observed source1.08%327812
#95 of 257Whitecoatinvestor.comwhitecoatinvestor.comOther observed source1.08%327812
#96 of 257Wiserinvestor.comwiserinvestor.comAnalyst and consulting research1.08%327812
#97 of 257529wiz.com529wiz.comOther observed source0.72%227812
#98 of 257Americankids.orgamericankids.orgOther observed source0.72%227812
#99 of 257Arkansas.govarkansas.govAcademic and government source0.72%227812
#100 of 257Bogleheads.orgbogleheads.orgOther observed source0.72%227812

Showing the first 100 rows from 257 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Consumer Finance / Comparisons: 257 observed source domains in the leaderboard, measured on 278 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/x_vs_y. CC BY 4.0.
APA
Parrott, J. (2026). Consumer Finance / Comparisons 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/x_vs_y https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mriconsumerfinancexvsy,
  author = {Parrott, Jaxon},
  title = {Consumer Finance / Comparisons 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/x_vs_y},
  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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