Evidence floor met in this release.
Published segment leaderboard
Consumer Finance: Best tools in the Machine Relations Index
This leaderboard uses only the Consumer Finance / Best tools segment denominator: 279 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 341 | Forbesforbes.com | Editorial publication | 30.47% | 85 | 279 | 12 |
| #2 of 341 | NerdWalletnerdwallet.com | Editorial publication | 30.47% | 85 | 279 | 12 |
| #3 of 341 | CNBCcnbc.com | Editorial publication | 28.67% | 80 | 279 | 12 |
| #4 of 341 | Kiplingerkiplinger.com | Editorial publication | 20.43% | 57 | 279 | 12 |
| #5 of 341 | Bankrate.combankrate.com | Other observed source | 18.64% | 52 | 279 | 12 |
| #6 of 341 | American Expressamericanexpress.com | Other observed source | 17.20% | 48 | 279 | 12 |
| #7 of 341 | Yahoo Newsyahoo.com | Editorial publication | 16.85% | 47 | 279 | 12 |
| #8 of 341 | Redditreddit.com | Community and social platform | 15.05% | 42 | 279 | 12 |
| #9 of 341 | The Motley Foolfool.com | Editorial publication | 12.90% | 36 | 279 | 12 |
| #10 of 341 | Experian.comexperian.com | Vendor-owned source | 12.54% | 35 | 279 | 12 |
| #11 of 341 | Marcus.commarcus.com | Other observed source | 12.54% | 35 | 279 | 12 |
| #12 of 341 | YouTubeyoutube.com | Search or media platform | 12.19% | 34 | 279 | 12 |
| #13 of 341 | Capitalone.comcapitalone.com | Other observed source | 11.83% | 33 | 279 | 12 |
| #14 of 341 | Ramseysolutions.comramseysolutions.com | Other observed source | 11.47% | 32 | 279 | 12 |
| #15 of 341 | The Wall Street Journalwsj.com | Editorial publication | 11.11% | 31 | 279 | 12 |
| #16 of 341 | Investopedia.cominvestopedia.com | Other observed source | 9.32% | 26 | 279 | 12 |
| #17 of 341 | Thepennyhoarder.comthepennyhoarder.com | Other observed source | 9.32% | 26 | 279 | 12 |
| #18 of 341 | Financebuzz.comfinancebuzz.com | Other observed source | 8.60% | 24 | 279 | 12 |
| #19 of 341 | Ally.comally.com | Other observed source | 7.17% | 20 | 279 | 12 |
| #20 of 341 | Everbank.comeverbank.com | Other observed source | 7.17% | 20 | 279 | 12 |
| #21 of 341 | Chime.comchime.com | Other observed source | 6.81% | 19 | 279 | 12 |
| #22 of 341 | Fortunefortune.com | Editorial publication | 6.81% | 19 | 279 | 12 |
| #23 of 341 | Mediummedium.com | Community and social platform | 6.81% | 19 | 279 | 12 |
| #24 of 341 | CNETcnet.com | Editorial publication | 6.45% | 18 | 279 | 12 |
| #25 of 341 | Luckyfriday.appluckyfriday.app | Other observed source | 6.45% | 18 | 279 | 12 |
| #26 of 341 | Salliemae.comsalliemae.com | Other observed source | 6.09% | 17 | 279 | 12 |
| #27 of 341 | Solofinancehub.comsolofinancehub.com | Other observed source | 6.09% | 17 | 279 | 12 |
| #28 of 341 | U.S. News & World Reportusnews.com | Editorial publication | 6.09% | 17 | 279 | 12 |
| #29 of 341 | Cashflowcalendar.appcashflowcalendar.app | Other observed source | 5.73% | 16 | 279 | 12 |
| #30 of 341 | CBS Newscbsnews.com | Editorial publication | 5.73% | 16 | 279 | 12 |
| #31 of 341 | Rocketmoney.comrocketmoney.com | Other observed source | 5.73% | 16 | 279 | 12 |
| #32 of 341 | Joingerald.comjoingerald.com | Other observed source | 5.38% | 15 | 279 | 12 |
| #33 of 341 | Synchrony.comsynchrony.com | Other observed source | 4.66% | 13 | 279 | 12 |
| #34 of 341 | Eringobler.comeringobler.com | Other observed source | 4.30% | 12 | 279 | 12 |
| #35 of 341 | Intuit.comintuit.com | Other observed source | 4.30% | 12 | 279 | 12 |
| #36 of 341 | Useorigin.comuseorigin.com | Other observed source | 4.30% | 12 | 279 | 12 |
| #37 of 341 | Walletgrower.comwalletgrower.com | Other observed source | 4.30% | 12 | 279 | 12 |
| #38 of 341 | Goodbudget.comgoodbudget.com | Other observed source | 3.94% | 11 | 279 | 12 |
| #39 of 341 | Moneyatlas.commoneyatlas.com | Other observed source | 3.94% | 11 | 279 | 12 |
| #40 of 341 | PCMagpcmag.com | Editorial publication | 3.94% | 11 | 279 | 12 |
| #41 of 341 | USA Todayusatoday.com | Editorial publication | 3.94% | 11 | 279 | 12 |
| #42 of 341 | Apple News (Syndication from Grit Daily)apple.com | Other observed source | 3.58% | 10 | 279 | 12 |
| #43 of 341 | Finviro.appfinviro.app | Other observed source | 3.58% | 10 | 279 | 12 |
| #44 of 341 | Saasworthy.comsaasworthy.com | Other observed source | 3.58% | 10 | 279 | 12 |
| #45 of 341 | Safetyyield.comsafetyyield.com | Other observed source | 3.58% | 10 | 279 | 12 |
| #46 of 341 | Monefy.commonefy.com | Other observed source | 3.23% | 9 | 279 | 12 |
| #47 of 341 | Wealthpursuits.comwealthpursuits.com | Other observed source | 3.23% | 9 | 279 | 12 |
| #48 of 341 | Yieldfund.comyieldfund.com | Other observed source | 3.23% | 9 | 279 | 12 |
| #49 of 341 | Kubera.comkubera.com | Other observed source | 2.87% | 8 | 279 | 12 |
| #50 of 341 | Mybanktracker.commybanktracker.com | Other observed source | 2.87% | 8 | 279 | 12 |
| #51 of 341 | Pickyfox.compickyfox.com | Other observed source | 2.87% | 8 | 279 | 12 |
| #52 of 341 | TechRadartechradar.com | Editorial publication | 2.87% | 8 | 279 | 12 |
| #53 of 341 | Thebudgetbadger.comthebudgetbadger.com | Other observed source | 2.87% | 8 | 279 | 12 |
| #54 of 341 | Carry.comcarry.com | Other observed source | 2.51% | 7 | 279 | 12 |
| #55 of 341 | Communityamerica.comcommunityamerica.com | Other observed source | 2.51% | 7 | 279 | 12 |
| #56 of 341 | Elitewealthplan.comelitewealthplan.com | Other observed source | 2.51% | 7 | 279 | 12 |
| #57 of 341 | Financestackhub.comfinancestackhub.com | Other observed source | 2.51% | 7 | 279 | 12 |
| #58 of 341 | Ingstart.comingstart.com | Other observed source | 2.51% | 7 | 279 | 12 |
| #59 of 341 | Investlane.cominvestlane.com | Other observed source | 2.51% | 7 | 279 | 12 |
| #60 of 341 | Matthewstrom.commatthewstrom.com | Other observed source | 2.51% | 7 | 279 | 12 |
| #61 of 341 | Shelter.moneyshelter.money | Other observed source | 2.51% | 7 | 279 | 12 |
| #62 of 341 | Smartasset.comsmartasset.com | Other observed source | 2.51% | 7 | 279 | 12 |
| #63 of 341 | Wealthfront.comwealthfront.com | Other observed source | 2.51% | 7 | 279 | 12 |
| #64 of 341 | Auritrack.comauritrack.com | Other observed source | 2.15% | 6 | 279 | 12 |
| #65 of 341 | Earnvestly.comearnvestly.com | Other observed source | 2.15% | 6 | 279 | 12 |
| #66 of 341 | Engadgetengadget.com | Editorial publication | 2.15% | 6 | 279 | 12 |
| #67 of 341 | Letsallbudget.comletsallbudget.com | Other observed source | 2.15% | 6 | 279 | 12 |
| #68 of 341 | Logodix.comlogodix.com | Other observed source | 2.15% | 6 | 279 | 12 |
| #69 of 341 | Moneysavingexpert.commoneysavingexpert.com | Other observed source | 2.15% | 6 | 279 | 12 |
| #70 of 341 | Myfico.commyfico.com | Other observed source | 2.15% | 6 | 279 | 12 |
| #71 of 341 | Wallethub.comwallethub.com | Other observed source | 2.15% | 6 | 279 | 12 |
| #72 of 341 | BGRbgr.com | Editorial publication | 1.79% | 5 | 279 | 12 |
| #73 of 341 | Business Insiderbusinessinsider.com | Editorial publication | 1.79% | 5 | 279 | 12 |
| #74 of 341 | Creditkarma.comcreditkarma.com | Other observed source | 1.79% | 5 | 279 | 12 |
| #75 of 341 | Envelopebudgeting.comenvelopebudgeting.com | Other observed source | 1.79% | 5 | 279 | 12 |
| #76 of 341 | Financewonk.comfinancewonk.com | Other observed source | 1.79% | 5 | 279 | 12 |
| #77 of 341 | Firstcard.appfirstcard.app | Other observed source | 1.79% | 5 | 279 | 12 |
| #78 of 341 | Freeappsforme.comfreeappsforme.com | Other observed source | 1.79% | 5 | 279 | 12 |
| #79 of 341 | Instantloan.sginstantloan.sg | Other observed source | 1.79% | 5 | 279 | 12 |
| #80 of 341 | Loudmoneymoves.comloudmoneymoves.com | Other observed source | 1.79% | 5 | 279 | 12 |
| #81 of 341 | Morningstar.commorningstar.com | Market and company database | 1.79% | 5 | 279 | 12 |
| #82 of 341 | Paylocity.compaylocity.com | Other observed source | 1.79% | 5 | 279 | 12 |
| #83 of 341 | Quicken.comquicken.com | Other observed source | 1.79% | 5 | 279 | 12 |
| #84 of 341 | Waypointbudget.comwaypointbudget.com | Other observed source | 1.79% | 5 | 279 | 12 |
| #85 of 341 | Wealthpulseguide.comwealthpulseguide.com | Other observed source | 1.79% | 5 | 279 | 12 |
| #86 of 341 | Wealthvieu.comwealthvieu.com | Other observed source | 1.79% | 5 | 279 | 12 |
| #87 of 341 | Ynab.comynab.com | Other observed source | 1.79% | 5 | 279 | 12 |
| #88 of 341 | Amppfy.comamppfy.com | Other observed source | 1.43% | 4 | 279 | 12 |
| #89 of 341 | Axosbank.comaxosbank.com | Other observed source | 1.43% | 4 | 279 | 12 |
| #90 of 341 | Bestmoney.combestmoney.com | Other observed source | 1.43% | 4 | 279 | 12 |
| #91 of 341 | Budgetplannerhq.combudgetplannerhq.com | Other observed source | 1.43% | 4 | 279 | 12 |
| #92 of 341 | Calcmoney.iocalcmoney.io | Other observed source | 1.43% | 4 | 279 | 12 |
| #93 of 341 | Choosefi.comchoosefi.com | Other observed source | 1.43% | 4 | 279 | 12 |
| #94 of 341 | Citizensbank.comcitizensbank.com | Other observed source | 1.43% | 4 | 279 | 12 |
| #95 of 341 | Compareaccounts.comcompareaccounts.com | Other observed source | 1.43% | 4 | 279 | 12 |
| #96 of 341 | Depositaccounts.comdepositaccounts.com | Other observed source | 1.43% | 4 | 279 | 12 |
| #97 of 341 | Fueler.iofueler.io | Other observed source | 1.43% | 4 | 279 | 12 |
| #98 of 341 | Greenfi.comgreenfi.com | Other observed source | 1.43% | 4 | 279 | 12 |
| #99 of 341 | Moneymoney.com | Editorial publication | 1.43% | 4 | 279 | 12 |
| #100 of 341 | News24news24.com | Editorial publication | 1.43% | 4 | 279 | 12 |
Showing the first 100 rows from 341 observed domains.
Cite this
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Consumer Finance / Best tools: 341 observed source domains in the leaderboard, measured on 279 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/best_x. CC BY 4.0.Parrott, J. (2026). Consumer Finance / Best tools 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/best_x https://doi.org/10.5281/zenodo.23652423@misc{parrott2026mriconsumerfinancebestx,
author = {Parrott, Jaxon},
title = {Consumer Finance / Best tools 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/best_x},
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.