Evidence floor met in this release.
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: 132 observed answer runs across 7 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 | Confidence |
|---|---|---|---|---|---|---|---|
| #1 of 262 | Redditreddit.com | Community and social platform | 31.82% | 42 | 132 | 7 | Unavailable |
| #2 of 262 | YouTubeyoutube.com | Search or media platform | 24.24% | 32 | 132 | 7 | Unavailable |
| #3 of 262 | Nerdwallet.comnerdwallet.com | Editorial publication | 15.91% | 21 | 132 | 7 | Unavailable |
| #4 of 262 | Forbesforbes.com | Editorial publication | 14.39% | 19 | 132 | 7 | Unavailable |
| #5 of 262 | Goodbudget.comgoodbudget.com | Other observed source | 14.39% | 19 | 132 | 7 | Unavailable |
| #6 of 262 | Quadratichq.comquadratichq.com | Other observed source | 13.64% | 18 | 132 | 7 | Unavailable |
| #7 of 262 | Prioridigitalstudio.comprioridigitalstudio.com | Other observed source | 12.88% | 17 | 132 | 7 | Unavailable |
| #8 of 262 | Fidelity.comfidelity.com | Other observed source | 11.36% | 15 | 132 | 7 | Unavailable |
| #9 of 262 | Financialaha.comfinancialaha.com | Other observed source | 9.09% | 12 | 132 | 7 | Unavailable |
| #10 of 262 | Experian.comexperian.com | Vendor-owned source | 8.33% | 11 | 132 | 7 | Unavailable |
| #11 of 262 | Hellobonsai.comhellobonsai.com | Other observed source | 8.33% | 11 | 132 | 7 | Unavailable |
| #12 of 262 | Legalclarity.orglegalclarity.org | Editorial publication | 8.33% | 11 | 132 | 7 | Unavailable |
| #13 of 262 | Kiplinger.comkiplinger.com | Other observed source | 7.58% | 10 | 132 | 7 | Unavailable |
| #14 of 262 | Quora.comquora.com | Community and social platform | 7.58% | 10 | 132 | 7 | Unavailable |
| #15 of 262 | Troweprice.comtroweprice.com | Other observed source | 7.58% | 10 | 132 | 7 | Unavailable |
| #16 of 262 | Capitalone.comcapitalone.com | Other observed source | 6.82% | 9 | 132 | 7 | Unavailable |
| #17 of 262 | Northwesternmutual.comnorthwesternmutual.com | Other observed source | 6.82% | 9 | 132 | 7 | Unavailable |
| #18 of 262 | USA Todayusatoday.com | Editorial publication | 6.82% | 9 | 132 | 7 | Unavailable |
| #19 of 262 | Equifax.comequifax.com | Other observed source | 6.06% | 8 | 132 | 7 | Unavailable |
| #20 of 262 | Fergusontimar.comfergusontimar.com | Other observed source | 6.06% | 8 | 132 | 7 | Unavailable |
| #21 of 262 | Intuit.comintuit.com | Other observed source | 6.06% | 8 | 132 | 7 | Unavailable |
| #22 of 262 | Irs.govirs.gov | Academic and government source | 6.06% | 8 | 132 | 7 | Unavailable |
| #23 of 262 | Pennywise-app.compennywise-app.com | Other observed source | 6.06% | 8 | 132 | 7 | Unavailable |
| #24 of 262 | Thefinopartners.comthefinopartners.com | Other observed source | 6.06% | 8 | 132 | 7 | Unavailable |
| #25 of 262 | Cnbc.comcnbc.com | Editorial publication | 5.30% | 7 | 132 | 7 | Unavailable |
| #26 of 262 | Investopedia.cominvestopedia.com | Other observed source | 5.30% | 7 | 132 | 7 | Unavailable |
| #27 of 262 | Smartasset.comsmartasset.com | Other observed source | 5.30% | 7 | 132 | 7 | Unavailable |
| #28 of 262 | Wall Street Journalwsj.com | Editorial publication | 5.30% | 7 | 132 | 7 | Unavailable |
| #29 of 262 | 1800accountant.com1800accountant.com | Other observed source | 4.55% | 6 | 132 | 7 | Unavailable |
| #30 of 262 | Bassoguidallc.combassoguidallc.com | Other observed source | 4.55% | 6 | 132 | 7 | Unavailable |
| #31 of 262 | Briancjensen.orgbriancjensen.org | Other observed source | 4.55% | 6 | 132 | 7 | Unavailable |
| #32 of 262 | Facebook.comfacebook.com | Community and social platform | 4.55% | 6 | 132 | 7 | Unavailable |
| #33 of 262 | Kccpa.comkccpa.com | Other observed source | 4.55% | 6 | 132 | 7 | Unavailable |
| #34 of 262 | LinkedInlinkedin.com | Community and social platform | 4.55% | 6 | 132 | 7 | Unavailable |
| #35 of 262 | Manaycpa.commanaycpa.com | Other observed source | 4.55% | 6 | 132 | 7 | Unavailable |
| #36 of 262 | Pocketsense.compocketsense.com | Other observed source | 4.55% | 6 | 132 | 7 | Unavailable |
| #37 of 262 | Ramseysolutions.comramseysolutions.com | Other observed source | 4.55% | 6 | 132 | 7 | Unavailable |
| #38 of 262 | Taxfyle.comtaxfyle.com | Other observed source | 4.55% | 6 | 132 | 7 | Unavailable |
| #39 of 262 | Vanguard.comvanguard.com | Other observed source | 4.55% | 6 | 132 | 7 | Unavailable |
| #40 of 262 | Luzenta.comluzenta.com | Other observed source | 3.79% | 5 | 132 | 7 | Unavailable |
| #41 of 262 | Oneazcu.comoneazcu.com | Other observed source | 3.79% | 5 | 132 | 7 | Unavailable |
| #42 of 262 | Schwab.comschwab.com | Other observed source | 3.79% | 5 | 132 | 7 | Unavailable |
| #43 of 262 | Thepennyhoarder.comthepennyhoarder.com | Other observed source | 3.79% | 5 | 132 | 7 | Unavailable |
| #44 of 262 | Vision.moneyvision.money | Other observed source | 3.79% | 5 | 132 | 7 | Unavailable |
| #45 of 262 | Visualenews.comvisualenews.com | Editorial publication | 3.79% | 5 | 132 | 7 | Unavailable |
| #46 of 262 | Academybank.comacademybank.com | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #47 of 262 | Arizonafinancial.orgarizonafinancial.org | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #48 of 262 | Beancount.iobeancount.io | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #49 of 262 | Empower.comempower.com | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #50 of 262 | Envelopebudgeting.comenvelopebudgeting.com | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #51 of 262 | Instagram.cominstagram.com | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #52 of 262 | Maxprog.commaxprog.com | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #53 of 262 | Microsoft.commicrosoft.com | Vendor-owned source | 3.03% | 4 | 132 | 7 | Unavailable |
| #54 of 262 | Monee-app.commonee-app.com | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #55 of 262 | Moneygenius.camoneygenius.ca | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #56 of 262 | Norman.financenorman.finance | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #57 of 262 | Paperlink.onlinepaperlink.online | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #58 of 262 | Quicken.comquicken.com | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #59 of 262 | Selatax.comselatax.com | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #60 of 262 | Tiller.comtiller.com | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #61 of 262 | Tohme-accounting.comtohme-accounting.com | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #62 of 262 | Accounting.comaccounting.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #63 of 262 | Aimoneyvault.appaimoneyvault.app | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #64 of 262 | Ardentworkshop.comardentworkshop.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #65 of 262 | Aspirebudget.comaspirebudget.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #66 of 262 | Atpeacewithmoney.comatpeacewithmoney.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #67 of 262 | Bankofsunprairie.combankofsunprairie.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #68 of 262 | Bankrate.combankrate.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #69 of 262 | CNET (Profile Post Only)cnet.com | Editorial publication | 2.27% | 3 | 132 | 7 | Unavailable |
| #70 of 262 | Cswestcpas.comcswestcpas.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #71 of 262 | Edvisors.comedvisors.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #72 of 262 | Efinancesonline.comefinancesonline.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #73 of 262 | Insognacpa.cominsognacpa.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #74 of 262 | Lifehack.orglifehack.org | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #75 of 262 | Massmutual.commassmutual.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #76 of 262 | Moldstud.commoldstud.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #77 of 262 | Peroicandoittoo.comperoicandoittoo.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #78 of 262 | Plutio.complutio.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #79 of 262 | Taxdome.comtaxdome.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #80 of 262 | Theknot.comtheknot.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #81 of 262 | Tiaa.orgtiaa.org | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #82 of 262 | Triangleuniversity.orgtriangleuniversity.org | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #83 of 262 | Twopeas.com.autwopeas.com.au | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #84 of 262 | Usbank.comusbank.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #85 of 262 | Viasocket.comviasocket.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #86 of 262 | Whizbudget.comwhizbudget.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #87 of 262 | Ynab.comynab.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #88 of 262 | Abovethecanopy.usabovethecanopy.us | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #89 of 262 | Accrediteddebtrelief.comaccrediteddebtrelief.com | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #90 of 262 | Adultist.orgadultist.org | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #91 of 262 | Airtasker.comairtasker.com | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #92 of 262 | Albert.comalbert.com | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #93 of 262 | Bart.govbart.gov | Academic and government source | 1.52% | 2 | 132 | 7 | Unavailable |
| #94 of 262 | Budgetpeer.combudgetpeer.com | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #95 of 262 | Business Insiderbusinessinsider.com | Editorial publication | 1.52% | 2 | 132 | 7 | Unavailable |
| #96 of 262 | Bytestart.co.ukbytestart.co.uk | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #97 of 262 | Carry.comcarry.com | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #98 of 262 | Centage.comcentage.com | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #99 of 262 | Creditcentralllc.comcreditcentralllc.com | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #100 of 262 | Daylongs.comdaylongs.com | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
Showing the first 100 rows from 262 observed domains.
Release and boundary
How to cite this segment
Consumer Finance / Is it worth it: 262 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/is_x_worth.
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.