Evidence floor met in this release.
Published segment leaderboard
Consumer Finance: Top lists in the Machine Relations Index
This leaderboard uses only the Consumer Finance / Top lists segment denominator: 273 observed answer runs across 12 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 348 | NerdWalletnerdwallet.com | Editorial publication | 35.53% | 97 | 273 | 12 |
| #2 of 348 | Forbesforbes.com | Editorial publication | 25.64% | 70 | 273 | 12 |
| #3 of 348 | Bankrate.combankrate.com | Other observed source | 22.71% | 62 | 273 | 12 |
| #4 of 348 | CNBCcnbc.com | Editorial publication | 19.78% | 54 | 273 | 12 |
| #5 of 348 | The Wall Street Journalwsj.com | Editorial publication | 19.41% | 53 | 273 | 12 |
| #6 of 348 | Experian.comexperian.com | Vendor-owned source | 18.32% | 50 | 273 | 12 |
| #7 of 348 | Redditreddit.com | Community and social platform | 17.58% | 48 | 273 | 12 |
| #8 of 348 | Lendingtree.comlendingtree.com | Other observed source | 16.48% | 45 | 273 | 12 |
| #9 of 348 | Moneymoney.com | Editorial publication | 15.02% | 41 | 273 | 12 |
| #10 of 348 | Sofi.comsofi.com | Other observed source | 14.29% | 39 | 273 | 12 |
| #11 of 348 | Credible.comcredible.com | Other observed source | 13.55% | 37 | 273 | 12 |
| #12 of 348 | Moneygeek.commoneygeek.com | Other observed source | 13.55% | 37 | 273 | 12 |
| #13 of 348 | YouTubeyoutube.com | Search or media platform | 13.19% | 36 | 273 | 12 |
| #14 of 348 | Discover.comdiscover.com | Other observed source | 12.82% | 35 | 273 | 12 |
| #15 of 348 | Ethos.comethos.com | Other observed source | 11.72% | 32 | 273 | 12 |
| #16 of 348 | Investopedia.cominvestopedia.com | Other observed source | 10.26% | 28 | 273 | 12 |
| #17 of 348 | Citi.comciti.com | Other observed source | 9.89% | 27 | 273 | 12 |
| #18 of 348 | Walletgrower.comwalletgrower.com | Other observed source | 9.89% | 27 | 273 | 12 |
| #19 of 348 | Wellsfargo.comwellsfargo.com | Other observed source | 9.89% | 27 | 273 | 12 |
| #20 of 348 | Creditkarma.comcreditkarma.com | Other observed source | 9.16% | 25 | 273 | 12 |
| #21 of 348 | Unbiased.comunbiased.com | Vendor-owned source | 8.79% | 24 | 273 | 12 |
| #22 of 348 | Wallethub.comwallethub.com | Other observed source | 7.69% | 21 | 273 | 12 |
| #23 of 348 | Finder.comfinder.com | Editorial publication | 6.96% | 19 | 273 | 12 |
| #24 of 348 | Moneylion.commoneylion.com | Other observed source | 6.96% | 19 | 273 | 12 |
| #25 of 348 | Policygenius.compolicygenius.com | Other observed source | 6.59% | 18 | 273 | 12 |
| #26 of 348 | Td.comtd.com | Other observed source | 5.86% | 16 | 273 | 12 |
| #27 of 348 | Vanguard.comvanguard.com | Other observed source | 5.86% | 16 | 273 | 12 |
| #28 of 348 | Moneywise.commoneywise.com | Other observed source | 5.49% | 15 | 273 | 12 |
| #29 of 348 | Mutualofomaha.commutualofomaha.com | Other observed source | 5.49% | 15 | 273 | 12 |
| #30 of 348 | Roboadvisorpros.comroboadvisorpros.com | Other observed source | 5.49% | 15 | 273 | 12 |
| #31 of 348 | Upgrade.comupgrade.com | Other observed source | 5.49% | 15 | 273 | 12 |
| #32 of 348 | Kiplingerkiplinger.com | Editorial publication | 5.13% | 14 | 273 | 12 |
| #33 of 348 | Morningstar.commorningstar.com | Market and company database | 4.76% | 13 | 273 | 12 |
| #34 of 348 | Termhero.comtermhero.com | Other observed source | 4.76% | 13 | 273 | 12 |
| #35 of 348 | Truthifi.comtruthifi.com | Other observed source | 4.76% | 13 | 273 | 12 |
| #36 of 348 | Lightstream.comlightstream.com | Other observed source | 4.40% | 12 | 273 | 12 |
| #37 of 348 | Elifeins.comelifeins.com | Other observed source | 4.03% | 11 | 273 | 12 |
| #38 of 348 | Legaciesins.comlegaciesins.com | Other observed source | 4.03% | 11 | 273 | 12 |
| #39 of 348 | Penfed.orgpenfed.org | Other observed source | 4.03% | 11 | 273 | 12 |
| #40 of 348 | Progressive.comprogressive.com | Other observed source | 4.03% | 11 | 273 | 12 |
| #41 of 348 | Seniorliving.orgseniorliving.org | Other observed source | 4.03% | 11 | 273 | 12 |
| #42 of 348 | Smartasset.comsmartasset.com | Other observed source | 4.03% | 11 | 273 | 12 |
| #43 of 348 | Truist.comtruist.com | Other observed source | 4.03% | 11 | 273 | 12 |
| #44 of 348 | U.S. News & World Reportusnews.com | Editorial publication | 4.03% | 11 | 273 | 12 |
| #45 of 348 | Business Insiderbusinessinsider.com | Editorial publication | 3.66% | 10 | 273 | 12 |
| #46 of 348 | Newyorklife.comnewyorklife.com | Other observed source | 3.66% | 10 | 273 | 12 |
| #47 of 348 | Schwab.comschwab.com | Other observed source | 3.66% | 10 | 273 | 12 |
| #48 of 348 | Truliantfcu.orgtruliantfcu.org | Other observed source | 3.66% | 10 | 273 | 12 |
| #49 of 348 | Upstart.comupstart.com | Other observed source | 3.66% | 10 | 273 | 12 |
| #50 of 348 | Aflac.comaflac.com | Other observed source | 3.30% | 9 | 273 | 12 |
| #51 of 348 | The Daily Vanguarddailyvanguard.com | Editorial publication | 3.30% | 9 | 273 | 12 |
| #52 of 348 | Debt.orgdebt.org | Other observed source | 3.30% | 9 | 273 | 12 |
| #53 of 348 | Facebook.comfacebook.com | Community and social platform | 3.30% | 9 | 273 | 12 |
| #54 of 348 | Financer.comfinancer.com | Other observed source | 3.30% | 9 | 273 | 12 |
| #55 of 348 | Finanso.comfinanso.com | Other observed source | 3.30% | 9 | 273 | 12 |
| #56 of 348 | Haznos.orghaznos.org | Other observed source | 3.30% | 9 | 273 | 12 |
| #57 of 348 | Instabrain.ioinstabrain.io | Other observed source | 3.30% | 9 | 273 | 12 |
| #58 of 348 | Primerates.comprimerates.com | Other observed source | 3.30% | 9 | 273 | 12 |
| #59 of 348 | Quote.comquote.com | Other observed source | 3.30% | 9 | 273 | 12 |
| #60 of 348 | Yahoo Newsyahoo.com | Editorial publication | 3.30% | 9 | 273 | 12 |
| #61 of 348 | Fidelity.comfidelity.com | Other observed source | 2.93% | 8 | 273 | 12 |
| #62 of 348 | Golightstream.comgolightstream.com | Other observed source | 2.93% | 8 | 273 | 12 |
| #63 of 348 | Key.comkey.com | Other observed source | 2.93% | 8 | 273 | 12 |
| #64 of 348 | Lifeinsure.comlifeinsure.com | Other observed source | 2.93% | 8 | 273 | 12 |
| #65 of 348 | Pointswithacrew.compointswithacrew.com | Other observed source | 2.93% | 8 | 273 | 12 |
| #66 of 348 | PR Newswireprnewswire.com | Wire and press-release distribution | 2.93% | 8 | 273 | 12 |
| #67 of 348 | Real Cost Reportrealcostreport.com | Other observed source | 2.93% | 8 | 273 | 12 |
| #68 of 348 | TIMEtime.com | Editorial publication | 2.93% | 8 | 273 | 12 |
| #69 of 348 | Valuepenguin.comvaluepenguin.com | Other observed source | 2.93% | 8 | 273 | 12 |
| #70 of 348 | Whitecoatinvestor.comwhitecoatinvestor.com | Other observed source | 2.93% | 8 | 273 | 12 |
| #71 of 348 | Aaa.comaaa.com | Other observed source | 2.56% | 7 | 273 | 12 |
| #72 of 348 | Betterment.combetterment.com | Other observed source | 2.56% | 7 | 273 | 12 |
| #73 of 348 | Careproinsurance.comcareproinsurance.com | Other observed source | 2.56% | 7 | 273 | 12 |
| #74 of 348 | Financestackhub.comfinancestackhub.com | Other observed source | 2.56% | 7 | 273 | 12 |
| #75 of 348 | Guardianlife.comguardianlife.com | Other observed source | 2.56% | 7 | 273 | 12 |
| #76 of 348 | Realmhealth.comrealmhealth.com | Other observed source | 2.56% | 7 | 273 | 12 |
| #77 of 348 | USA Todayusatoday.com | Editorial publication | 2.56% | 7 | 273 | 12 |
| #78 of 348 | Wealthfront.comwealthfront.com | Other observed source | 2.56% | 7 | 273 | 12 |
| #79 of 348 | Wealthypot.comwealthypot.com | Other observed source | 2.56% | 7 | 273 | 12 |
| #80 of 348 | Cashflowcalendar.appcashflowcalendar.app | Other observed source | 2.20% | 6 | 273 | 12 |
| #81 of 348 | En-lightstream.comen-lightstream.com | Other observed source | 2.20% | 6 | 273 | 12 |
| #82 of 348 | Financialistfinancialist.com | Editorial publication | 2.20% | 6 | 273 | 12 |
| #83 of 348 | The Motley Foolfool.com | Editorial publication | 2.20% | 6 | 273 | 12 |
| #84 of 348 | Gettidyflow.comgettidyflow.com | Other observed source | 2.20% | 6 | 273 | 12 |
| #85 of 348 | Logowik.comlogowik.com | Other observed source | 2.20% | 6 | 273 | 12 |
| #86 of 348 | Themodernwallet.comthemodernwallet.com | Other observed source | 2.20% | 6 | 273 | 12 |
| #87 of 348 | Thinkadvisor.comthinkadvisor.com | Other observed source | 2.20% | 6 | 273 | 12 |
| #88 of 348 | Trustage.comtrustage.com | Other observed source | 2.20% | 6 | 273 | 12 |
| #89 of 348 | Bills.combills.com | Other observed source | 1.83% | 5 | 273 | 12 |
| #90 of 348 | Canopy Presscanopy.press | Other observed source | 1.83% | 5 | 273 | 12 |
| #91 of 348 | Cardinallife.comcardinallife.com | Other observed source | 1.83% | 5 | 273 | 12 |
| #92 of 348 | CBS Newscbsnews.com | Editorial publication | 1.83% | 5 | 273 | 12 |
| #93 of 348 | Fidelitylife.comfidelitylife.com | Other observed source | 1.83% | 5 | 273 | 12 |
| #94 of 348 | Insurancegeek.cominsurancegeek.com | Other observed source | 1.83% | 5 | 273 | 12 |
| #95 of 348 | Moneysupermarket.commoneysupermarket.com | Other observed source | 1.83% | 5 | 273 | 12 |
| #96 of 348 | Mortgage-info.commortgage-info.com | Other observed source | 1.83% | 5 | 273 | 12 |
| #97 of 348 | Mycreditunion.govmycreditunion.gov | Academic and government source | 1.83% | 5 | 273 | 12 |
| #98 of 348 | Nationwide.comnationwide.com | Other observed source | 1.83% | 5 | 273 | 12 |
| #99 of 348 | Switchwize.comswitchwize.com | Other observed source | 1.83% | 5 | 273 | 12 |
| #100 of 348 | TheCreditReviewthecreditreview.com | Other observed source | 1.83% | 5 | 273 | 12 |
Showing the first 100 rows from 348 observed domains.
Cite this
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Consumer Finance / Top lists: 348 observed source domains in the leaderboard, measured on 273 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/top_list. CC BY 4.0.Parrott, J. (2026). Consumer Finance / Top lists 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/top_list https://doi.org/10.5281/zenodo.23652423@misc{parrott2026mriconsumerfinancetoplist,
author = {Parrott, Jaxon},
title = {Consumer Finance / Top lists 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/top_list},
doi = {10.5281/zenodo.23652423},
license = {CC-BY-4.0},
note = {Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai}
}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.