Evidence floor met in this release.
Consumer FinanceStatePublished Observed runs227 Run dates10 Observed domains225
Published segment leaderboard
Consumer Finance: Comparisons in the Machine Relations Index
This leaderboard uses only the Consumer Finance / Comparisons segment denominator: 227 observed answer runs across 10 dates.
Segment-specific denominator. Not the overall domain denominator.
Release floor: 7 dates.
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.
| Rank | Source | Source role | Citation rate | Cited runs | Observed runs | Run dates |
|---|---|---|---|---|---|---|
| #1 of 225 | Acorns.comacorns.com | Other observed source | 33.04% | 75 | 227 | 10 |
| #2 of 225 | Unbiased.comunbiased.com | Vendor-owned source | 30.84% | 70 | 227 | 10 |
| #3 of 225 | NerdWalletnerdwallet.com | Editorial publication | 26.43% | 60 | 227 | 10 |
| #4 of 225 | YouTubeyoutube.com | Search or media platform | 25.11% | 57 | 227 | 10 |
| #5 of 225 | Redditreddit.com | Community and social platform | 24.67% | 56 | 227 | 10 |
| #6 of 225 | Schwab.comschwab.com | Other observed source | 21.59% | 49 | 227 | 10 |
| #7 of 225 | Wealthfront.comwealthfront.com | Other observed source | 21.15% | 48 | 227 | 10 |
| #8 of 225 | Savingforcollege.comsavingforcollege.com | Other observed source | 17.62% | 40 | 227 | 10 |
| #9 of 225 | Farther.comfarther.com | Other observed source | 16.74% | 38 | 227 | 10 |
| #10 of 225 | Smartasset.comsmartasset.com | Other observed source | 16.74% | 38 | 227 | 10 |
| #11 of 225 | Frec.comfrec.com | Other observed source | 14.10% | 32 | 227 | 10 |
| #12 of 225 | Bergerfinancialgroup.combergerfinancialgroup.com | Other observed source | 13.22% | 30 | 227 | 10 |
| #13 of 225 | Iwillteachyoutoberich.comiwillteachyoutoberich.com | Other observed source | 12.78% | 29 | 227 | 10 |
| #14 of 225 | Betterment.combetterment.com | Other observed source | 10.57% | 24 | 227 | 10 |
| #15 of 225 | Fidelity.comfidelity.com | Other observed source | 10.13% | 23 | 227 | 10 |
| #16 of 225 | Finder.comfinder.com | Market and company database | 9.69% | 22 | 227 | 10 |
| #17 of 225 | Kiplingerkiplinger.com | Editorial publication | 9.25% | 21 | 227 | 10 |
| #18 of 225 | Moneywise.commoneywise.com | Other observed source | 8.81% | 20 | 227 | 10 |
| #19 of 225 | Investopedia.cominvestopedia.com | Other observed source | 8.37% | 19 | 227 | 10 |
| #20 of 225 | Schwabmoneywise.comschwabmoneywise.com | Other observed source | 7.93% | 18 | 227 | 10 |
| #21 of 225 | Personalone.orgpersonalone.org | Other observed source | 7.49% | 17 | 227 | 10 |
| #22 of 225 | Chase.comchase.com | Other observed source | 6.61% | 15 | 227 | 10 |
| #23 of 225 | Switchwize.comswitchwize.com | Other observed source | 6.61% | 15 | 227 | 10 |
| #24 of 225 | Thepennyhoarder.comthepennyhoarder.com | Other observed source | 6.61% | 15 | 227 | 10 |
| #25 of 225 | Vanguard.comvanguard.com | Other observed source | 6.61% | 15 | 227 | 10 |
| #26 of 225 | CNBCcnbc.com | Editorial publication | 6.17% | 14 | 227 | 10 |
| #27 of 225 | Districtcapitalmanagement.comdistrictcapitalmanagement.com | Other observed source | 6.17% | 14 | 227 | 10 |
| #28 of 225 | Mediummedium.com | Community and social platform | 6.17% | 14 | 227 | 10 |
| #29 of 225 | Financebuzz.comfinancebuzz.com | Other observed source | 5.73% | 13 | 227 | 10 |
| #30 of 225 | Wealthvieu.comwealthvieu.com | Other observed source | 5.73% | 13 | 227 | 10 |
| #31 of 225 | Finra.orgfinra.org | Other observed source | 5.29% | 12 | 227 | 10 |
| #32 of 225 | Invest529.cominvest529.com | Other observed source | 5.29% | 12 | 227 | 10 |
| #33 of 225 | Valueofstock.comvalueofstock.com | Other observed source | 4.85% | 11 | 227 | 10 |
| #34 of 225 | Freedomisntfree.co.ukfreedomisntfree.co.uk | Other observed source | 4.41% | 10 | 227 | 10 |
| #35 of 225 | AP Newsapnews.com | Editorial publication | 3.52% | 8 | 227 | 10 |
| #36 of 225 | Clark.comclark.com | Other observed source | 3.52% | 8 | 227 | 10 |
| #37 of 225 | Facebook.comfacebook.com | Community and social platform | 3.52% | 8 | 227 | 10 |
| #38 of 225 | Ml.comml.com | Other observed source | 3.52% | 8 | 227 | 10 |
| #39 of 225 | Thefinanceverdict.comthefinanceverdict.com | Other observed source | 3.52% | 8 | 227 | 10 |
| #40 of 225 | TheStreetthestreet.com | Editorial publication | 3.52% | 8 | 227 | 10 |
| #41 of 225 | Westernsouthern.comwesternsouthern.com | Other observed source | 3.52% | 8 | 227 | 10 |
| #42 of 225 | Banks.combanks.com | Other observed source | 3.08% | 7 | 227 | 10 |
| #43 of 225 | CNETcnet.com | Editorial publication | 3.08% | 7 | 227 | 10 |
| #44 of 225 | Irs.govirs.gov | Academic and government source | 3.08% | 7 | 227 | 10 |
| #45 of 225 | Acadviser.comacadviser.com | Other observed source | 2.64% | 6 | 227 | 10 |
| #46 of 225 | Nasdaq.comnasdaq.com | Other observed source | 2.64% | 6 | 227 | 10 |
| #47 of 225 | Smartratesusa.comsmartratesusa.com | Other observed source | 2.64% | 6 | 227 | 10 |
| #48 of 225 | Augustuswealth.comaugustuswealth.com | Other observed source | 2.20% | 5 | 227 | 10 |
| #49 of 225 | The Motley Foolfool.com | Editorial publication | 2.20% | 5 | 227 | 10 |
| #50 of 225 | Gobankingrates.comgobankingrates.com | Other observed source | 2.20% | 5 | 227 | 10 |
| #51 of 225 | Gsaminc.comgsaminc.com | Other observed source | 2.20% | 5 | 227 | 10 |
| #52 of 225 | Iadviser.comiadviser.com | Other observed source | 2.20% | 5 | 227 | 10 |
| #53 of 225 | Jjburns.comjjburns.com | Other observed source | 2.20% | 5 | 227 | 10 |
| #54 of 225 | LegalClaritylegalclarity.org | Editorial publication | 2.20% | 5 | 227 | 10 |
| #55 of 225 | Taxsharkinc.comtaxsharkinc.com | Other observed source | 2.20% | 5 | 227 | 10 |
| #56 of 225 | The Daily Fiscalthedailyfiscal.com | Editorial publication | 2.20% | 5 | 227 | 10 |
| #57 of 225 | Wiseiq.netwiseiq.net | Other observed source | 2.20% | 5 | 227 | 10 |
| #58 of 225 | Worldadvisors.comworldadvisors.com | Other observed source | 2.20% | 5 | 227 | 10 |
| #59 of 225 | Congress.govcongress.gov | Academic and government source | 1.76% | 4 | 227 | 10 |
| #60 of 225 | Investguiding.cominvestguiding.com | Other observed source | 1.76% | 4 | 227 | 10 |
| #61 of 225 | InvestmentNewsinvestmentnews.com | Editorial publication | 1.76% | 4 | 227 | 10 |
| #62 of 225 | Investor.govinvestor.gov | Academic and government source | 1.76% | 4 | 227 | 10 |
| #63 of 225 | Listenmoneymatters.comlistenmoneymatters.com | Other observed source | 1.76% | 4 | 227 | 10 |
| #64 of 225 | Morningstar.commorningstar.com | Market and company database | 1.76% | 4 | 227 | 10 |
| #65 of 225 | Theeducationplan.comtheeducationplan.com | Other observed source | 1.76% | 4 | 227 | 10 |
| #66 of 225 | Yahoo Newsyahoo.com | Editorial publication | 1.76% | 4 | 227 | 10 |
| #67 of 225 | Bairdwealth.combairdwealth.com | Other observed source | 1.32% | 3 | 227 | 10 |
| #68 of 225 | Blackrock.comblackrock.com | Other observed source | 1.32% | 3 | 227 | 10 |
| #69 of 225 | Broker-insight.combroker-insight.com | Market and company database | 1.32% | 3 | 227 | 10 |
| #70 of 225 | Business Insiderbusinessinsider.com | Editorial publication | 1.32% | 3 | 227 | 10 |
| #71 of 225 | Feathery.iofeathery.io | Other observed source | 1.32% | 3 | 227 | 10 |
| #72 of 225 | Forbesforbes.com | Editorial publication | 1.32% | 3 | 227 | 10 |
| #73 of 225 | Hicapitalize.comhicapitalize.com | Other observed source | 1.32% | 3 | 227 | 10 |
| #74 of 225 | Iminehurb.comiminehurb.com | Other observed source | 1.32% | 3 | 227 | 10 |
| #75 of 225 | Instagram.cominstagram.com | Other observed source | 1.32% | 3 | 227 | 10 |
| #76 of 225 | Intuit.comintuit.com | Other observed source | 1.32% | 3 | 227 | 10 |
| #77 of 225 | LinkedInlinkedin.com | Community and social platform | 1.32% | 3 | 227 | 10 |
| #78 of 225 | The New York Timesnytimes.com | Editorial publication | 1.32% | 3 | 227 | 10 |
| #79 of 225 | Realized1031.comrealized1031.com | Other observed source | 1.32% | 3 | 227 | 10 |
| #80 of 225 | Thrivent.comthrivent.com | Other observed source | 1.32% | 3 | 227 | 10 |
| #81 of 225 | Whitecoatinvestor.comwhitecoatinvestor.com | Other observed source | 1.32% | 3 | 227 | 10 |
| #82 of 225 | Wiserinvestor.comwiserinvestor.com | Analyst and consulting research | 1.32% | 3 | 227 | 10 |
| #83 of 225 | Aicontentcreate.comaicontentcreate.com | Other observed source | 0.88% | 2 | 227 | 10 |
| #84 of 225 | Americankids.orgamericankids.org | Other observed source | 0.88% | 2 | 227 | 10 |
| #85 of 225 | Bogleheads.orgbogleheads.org | Other observed source | 0.88% | 2 | 227 | 10 |
| #86 of 225 | Capitalgroup.comcapitalgroup.com | Other observed source | 0.88% | 2 | 227 | 10 |
| #87 of 225 | Casholders.comcasholders.com | Other observed source | 0.88% | 2 | 227 | 10 |
| #88 of 225 | Choosefi.comchoosefi.com | Other observed source | 0.88% | 2 | 227 | 10 |
| #89 of 225 | Chrisreddickfp.comchrisreddickfp.com | Other observed source | 0.88% | 2 | 227 | 10 |
| #90 of 225 | Citizensbank.comcitizensbank.com | Other observed source | 0.88% | 2 | 227 | 10 |
| #91 of 225 | Creditdonkey.comcreditdonkey.com | Other observed source | 0.88% | 2 | 227 | 10 |
| #92 of 225 | Edwardjones.comedwardjones.com | Other observed source | 0.88% | 2 | 227 | 10 |
| #93 of 225 | Elitewealthplan.comelitewealthplan.com | Other observed source | 0.88% | 2 | 227 | 10 |
| #94 of 225 | Emeraldam.comemeraldam.com | Analyst and consulting research | 0.88% | 2 | 227 | 10 |
| #95 of 225 | Empower.comempower.com | Other observed source | 0.88% | 2 | 227 | 10 |
| #96 of 225 | Finance-monthly.comfinance-monthly.com | Other observed source | 0.88% | 2 | 227 | 10 |
| #97 of 225 | Fintechessential.comfintechessential.com | Other observed source | 0.88% | 2 | 227 | 10 |
| #98 of 225 | Fortunly.comfortunly.com | Other observed source | 0.88% | 2 | 227 | 10 |
| #99 of 225 | Irafinancial.comirafinancial.com | Other observed source | 0.88% | 2 | 227 | 10 |
| #100 of 225 | Jpmorgan.comjpmorgan.com | Analyst and consulting research | 0.88% | 2 | 227 | 10 |
Showing the first 100 rows from 225 observed domains.
Release and boundary
How to cite this segment
Consumer Finance / Comparisons: 225 observed source domains in the leaderboard, measured on 227 observed runs across 10 distinct run dates, drawn from the 2026-05-10 to 2026-10-16 release window, mri_score_v2.1, mri_score_v2.1+2026-10-16+676547a595a3, https://machinerelations.ai/index/categories/consumer-finance/x_vs_y.
Release mri_score_v2.1+2026-10-16+676547a595a3; methodology mri_score_v2.1; generated 2026-10-16; window 2026-05-10 to 2026-10-16; artifact 676547a595a3.
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.