Consumer Finance

Published segment leaderboard

Consumer Finance: Comparisons in the Machine Relations Index

This leaderboard uses only the Consumer Finance / Comparisons segment denominator: 138 observed answer runs across 7 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs138

Segment-specific denominator. Not the overall domain denominator.

Run dates7

Release floor: 7 dates.

Observed domains170

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 datesConfidence
#1 of 170Acorns.comacorns.comOther observed source38.41%531387Unavailable
#2 of 170Unbiased.comunbiased.comOther observed source36.23%501387Unavailable
#3 of 170Redditreddit.comCommunity and social platform31.16%431387Unavailable
#4 of 170YouTubeyoutube.comSearch or media platform31.16%431387Unavailable
#5 of 170Nerdwallet.comnerdwallet.comEditorial publication28.26%391387Unavailable
#6 of 170Schwab.comschwab.comOther observed source26.09%361387Unavailable
#7 of 170Wealthfront.comwealthfront.comOther observed source24.64%341387Unavailable
#8 of 170Savingforcollege.comsavingforcollege.comOther observed source22.46%311387Unavailable
#9 of 170Farther.comfarther.comOther observed source21.01%291387Unavailable
#10 of 170Iwillteachyoutoberich.comiwillteachyoutoberich.comOther observed source19.57%271387Unavailable
#11 of 170Smartasset.comsmartasset.comOther observed source18.84%261387Unavailable
#12 of 170Frec.comfrec.comOther observed source18.12%251387Unavailable
#13 of 170Bergerfinancialgroup.combergerfinancialgroup.comOther observed source17.39%241387Unavailable
#14 of 170Fidelity.comfidelity.comOther observed source10.87%151387Unavailable
#15 of 170Betterment.combetterment.comOther observed source10.14%141387Unavailable
#16 of 170Kiplinger.comkiplinger.comOther observed source10.14%141387Unavailable
#17 of 170Schwabmoneywise.comschwabmoneywise.comOther observed source9.42%131387Unavailable
#18 of 170Switchwize.comswitchwize.comOther observed source9.42%131387Unavailable
#19 of 170Districtcapitalmanagement.comdistrictcapitalmanagement.comOther observed source8.70%121387Unavailable
#20 of 170Mediummedium.comEditorial publication8.70%121387Unavailable
#21 of 170Finra.orgfinra.orgOther observed source7.25%101387Unavailable
#22 of 170Vanguard.comvanguard.comOther observed source6.52%91387Unavailable
#23 of 170Wealthvieu.comwealthvieu.comOther observed source6.52%91387Unavailable
#24 of 170Financebuzz.comfinancebuzz.comOther observed source5.80%81387Unavailable
#25 of 170Invest529.cominvest529.comOther observed source5.80%81387Unavailable
#26 of 170Moneywise.commoneywise.comOther observed source5.80%81387Unavailable
#27 of 170Thepennyhoarder.comthepennyhoarder.comOther observed source5.80%81387Unavailable
#28 of 170Valueofstock.comvalueofstock.comOther observed source5.80%81387Unavailable
#29 of 170Facebook.comfacebook.comCommunity and social platform5.07%71387Unavailable
#30 of 170Thefinanceverdict.comthefinanceverdict.comOther observed source5.07%71387Unavailable
#31 of 170Banks.combanks.comOther observed source4.35%61387Unavailable
#32 of 170Freedomisntfree.co.ukfreedomisntfree.co.ukOther observed source4.35%61387Unavailable
#33 of 170Investopedia.cominvestopedia.comOther observed source4.35%61387Unavailable
#34 of 170Ml.comml.comOther observed source4.35%61387Unavailable
#35 of 170Personalone.orgpersonalone.orgOther observed source4.35%61387Unavailable
#36 of 170Acadviser.comacadviser.comOther observed source3.62%51387Unavailable
#37 of 170Augustuswealth.comaugustuswealth.comOther observed source3.62%51387Unavailable
#38 of 170Chase.comchase.comOther observed source3.62%51387Unavailable
#39 of 170Finder.comfinder.comMarket and company database3.62%51387Unavailable
#40 of 170Fool.comfool.comEditorial publication3.62%51387Unavailable
#41 of 170Gsaminc.comgsaminc.comOther observed source3.62%51387Unavailable
#42 of 170Irs.govirs.govAcademic and government source3.62%51387Unavailable
#43 of 170Jjburns.comjjburns.comOther observed source3.62%51387Unavailable
#44 of 170Legalclarity.orglegalclarity.orgEditorial publication3.62%51387Unavailable
#45 of 170Thedailyfiscal.comthedailyfiscal.comEditorial publication3.62%51387Unavailable
#46 of 170Westernsouthern.comwesternsouthern.comOther observed source3.62%51387Unavailable
#47 of 170Wiseiq.netwiseiq.netOther observed source3.62%51387Unavailable
#48 of 170Worldadvisors.comworldadvisors.comOther observed source3.62%51387Unavailable
#49 of 170Apnews.comapnews.comEditorial publication2.90%41387Unavailable
#50 of 170Iadviser.comiadviser.comOther observed source2.90%41387Unavailable
#51 of 170Listenmoneymatters.comlistenmoneymatters.comOther observed source2.90%41387Unavailable
#52 of 170Morningstar.commorningstar.comMarket and company database2.90%41387Unavailable
#53 of 170Taxsharkinc.comtaxsharkinc.comOther observed source2.90%41387Unavailable
#54 of 170CNET (Profile Post Only)cnet.comEditorial publication2.17%31387Unavailable
#55 of 170Forbesforbes.comEditorial publication2.17%31387Unavailable
#56 of 170Hicapitalize.comhicapitalize.comOther observed source2.17%31387Unavailable
#57 of 170Instagram.cominstagram.comOther observed source2.17%31387Unavailable
#58 of 170Investmentnews.cominvestmentnews.comEditorial publication2.17%31387Unavailable
#59 of 170Realized1031.comrealized1031.comOther observed source2.17%31387Unavailable
#60 of 170TheStreet.comthestreet.comEditorial publication2.17%31387Unavailable
#61 of 170Whitecoatinvestor.comwhitecoatinvestor.comOther observed source2.17%31387Unavailable
#62 of 170Bairdwealth.combairdwealth.comOther observed source1.45%21387Unavailable
#63 of 170Broker-insight.combroker-insight.comMarket and company database1.45%21387Unavailable
#64 of 170Business Insiderbusinessinsider.comEditorial publication1.45%21387Unavailable
#65 of 170Choosefi.comchoosefi.comOther observed source1.45%21387Unavailable
#66 of 170Chrisreddickfp.comchrisreddickfp.comOther observed source1.45%21387Unavailable
#67 of 170Cnbc.comcnbc.comEditorial publication1.45%21387Unavailable
#68 of 170Congress.govcongress.govAcademic and government source1.45%21387Unavailable
#69 of 170Creditdonkey.comcreditdonkey.comOther observed source1.45%21387Unavailable
#70 of 170Edwardjones.comedwardjones.comOther observed source1.45%21387Unavailable
#71 of 170Elitewealthplan.comelitewealthplan.comOther observed source1.45%21387Unavailable
#72 of 170Emeraldam.comemeraldam.comOther observed source1.45%21387Unavailable
#73 of 170Iminehurb.comiminehurb.comOther observed source1.45%21387Unavailable
#74 of 170Intuit.comintuit.comOther observed source1.45%21387Unavailable
#75 of 170Investguiding.cominvestguiding.comOther observed source1.45%21387Unavailable
#76 of 170Irafinancial.comirafinancial.comOther observed source1.45%21387Unavailable
#77 of 170Jpmorgan.comjpmorgan.comAnalyst and consulting research1.45%21387Unavailable
#78 of 170Libertyatlantic.comlibertyatlantic.comOther observed source1.45%21387Unavailable
#79 of 170LinkedInlinkedin.comCommunity and social platform1.45%21387Unavailable
#80 of 170Militarybenefit.orgmilitarybenefit.orgOther observed source1.45%21387Unavailable
#81 of 170Money.commoney.comOther observed source1.45%21387Unavailable
#82 of 170Nasdaq.comnasdaq.comEditorial publication1.45%21387Unavailable
#83 of 170Ourtaxpartner.comourtaxpartner.comOther observed source1.45%21387Unavailable
#84 of 170Path2college529.compath2college529.comOther observed source1.45%21387Unavailable
#85 of 170Pipspiggybank.compipspiggybank.comOther observed source1.45%21387Unavailable
#86 of 170Theadvisorcoach.comtheadvisorcoach.comOther observed source1.45%21387Unavailable
#87 of 170Theeducationplan.comtheeducationplan.comOther observed source1.45%21387Unavailable
#88 of 170Themoneyplaybooks.comthemoneyplaybooks.comOther observed source1.45%21387Unavailable
#89 of 170Tiaa.orgtiaa.orgOther observed source1.45%21387Unavailable
#90 of 170Usbank.comusbank.comOther observed source1.45%21387Unavailable
#91 of 170Wiserinvestor.comwiserinvestor.comOther observed source1.45%21387Unavailable
#92 of 170Yahooyahoo.comEditorial publication1.45%21387Unavailable
#93 of 17020somethingfinance.com20somethingfinance.comOther observed source0.72%11387Unavailable
#94 of 170Afcpe.orgafcpe.orgOther observed source0.72%11387Unavailable
#95 of 170Aicontentcreate.comaicontentcreate.comOther observed source0.72%11387Unavailable
#96 of 170Annuityexpertadvice.comannuityexpertadvice.comOther observed source0.72%11387Unavailable
#97 of 170Anthemeap.comanthemeap.comOther observed source0.72%11387Unavailable
#98 of 170Babylist.combabylist.comOther observed source0.72%11387Unavailable
#99 of 170Bankatpeoples.combankatpeoples.comOther observed source0.72%11387Unavailable
#100 of 170Banksparency.combanksparency.comOther observed source0.72%11387Unavailable

Showing the first 100 rows from 170 observed domains.

Release and boundary

How to cite this segment

Consumer Finance / Comparisons: 170 observed source domains in the leaderboard, 2026-05-10 to 2026-09-18, mri_score_v2.0, mri_score_v2.0+2026-09-18+8fa38e54dd0a, https://machinerelations.ai/index/categories/consumer-finance/x_vs_y.

Release mri_score_v2.0+2026-09-18+8fa38e54dd0a; methodology mri_score_v2.0; generated 2026-09-18; window 2026-05-10 to 2026-09-18; artifact 8fa38e54dd0a.

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.

Apply the MR Framework

Check how AI systems cite your brand.

Free MR Consultant — available as a custom GPT and a Gemini Gem. Each is pre-trained on the Machine Relations framework. Ask it to audit your entity presence, earned authority gaps, and citation frequency across ChatGPT, Claude, and Perplexity.

Open in ChatGPTOpen in Gemini
Consumer Finance: Comparisons MRI leaderboard