# Consumer Finance: Comparisons in the Machine Relations Index

Canonical URL: 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.

This is the public leaderboard for the exact Consumer Finance / Comparisons segment. Rates use the segment denominator only: 138 observed runs across 7 dates.

| Rank | Source | Source role | Citation rate | Cited runs | Observed runs | Run dates | Confidence |
|---|---|---|---:|---:|---:|---:|---|
| #1 of 170 | [Acorns.com](https://machinerelations.ai/index/domains/acorns.com) | Other observed source | 38.41% | 53 | 138 | 7 | Unavailable |
| #2 of 170 | [Unbiased.com](https://machinerelations.ai/index/domains/unbiased.com) | Other observed source | 36.23% | 50 | 138 | 7 | Unavailable |
| #3 of 170 | [Reddit](https://machinerelations.ai/index/domains/reddit.com) | Community and social platform | 31.16% | 43 | 138 | 7 | Unavailable |
| #4 of 170 | [YouTube](https://machinerelations.ai/index/domains/youtube.com) | Search or media platform | 31.16% | 43 | 138 | 7 | Unavailable |
| #5 of 170 | [Nerdwallet.com](https://machinerelations.ai/index/domains/nerdwallet.com) | Editorial publication | 28.26% | 39 | 138 | 7 | Unavailable |
| #6 of 170 | [Schwab.com](https://machinerelations.ai/index/domains/schwab.com) | Other observed source | 26.09% | 36 | 138 | 7 | Unavailable |
| #7 of 170 | [Wealthfront.com](https://machinerelations.ai/index/domains/wealthfront.com) | Other observed source | 24.64% | 34 | 138 | 7 | Unavailable |
| #8 of 170 | [Savingforcollege.com](https://machinerelations.ai/index/domains/savingforcollege.com) | Other observed source | 22.46% | 31 | 138 | 7 | Unavailable |
| #9 of 170 | [Farther.com](https://machinerelations.ai/index/domains/farther.com) | Other observed source | 21.01% | 29 | 138 | 7 | Unavailable |
| #10 of 170 | [Iwillteachyoutoberich.com](https://machinerelations.ai/index/domains/iwillteachyoutoberich.com) | Other observed source | 19.57% | 27 | 138 | 7 | Unavailable |
| #11 of 170 | [Smartasset.com](https://machinerelations.ai/index/domains/smartasset.com) | Other observed source | 18.84% | 26 | 138 | 7 | Unavailable |
| #12 of 170 | [Frec.com](https://machinerelations.ai/index/domains/frec.com) | Other observed source | 18.12% | 25 | 138 | 7 | Unavailable |
| #13 of 170 | [Bergerfinancialgroup.com](https://machinerelations.ai/index/domains/bergerfinancialgroup.com) | Other observed source | 17.39% | 24 | 138 | 7 | Unavailable |
| #14 of 170 | [Fidelity.com](https://machinerelations.ai/index/domains/fidelity.com) | Other observed source | 10.87% | 15 | 138 | 7 | Unavailable |
| #15 of 170 | [Betterment.com](https://machinerelations.ai/index/domains/betterment.com) | Other observed source | 10.14% | 14 | 138 | 7 | Unavailable |
| #16 of 170 | [Kiplinger.com](https://machinerelations.ai/index/domains/kiplinger.com) | Other observed source | 10.14% | 14 | 138 | 7 | Unavailable |
| #17 of 170 | [Schwabmoneywise.com](https://machinerelations.ai/index/domains/schwabmoneywise.com) | Other observed source | 9.42% | 13 | 138 | 7 | Unavailable |
| #18 of 170 | [Switchwize.com](https://machinerelations.ai/index/domains/switchwize.com) | Other observed source | 9.42% | 13 | 138 | 7 | Unavailable |
| #19 of 170 | [Districtcapitalmanagement.com](https://machinerelations.ai/index/domains/districtcapitalmanagement.com) | Other observed source | 8.70% | 12 | 138 | 7 | Unavailable |
| #20 of 170 | [Medium](https://machinerelations.ai/index/domains/medium.com) | Editorial publication | 8.70% | 12 | 138 | 7 | Unavailable |
| #21 of 170 | [Finra.org](https://machinerelations.ai/index/domains/finra.org) | Other observed source | 7.25% | 10 | 138 | 7 | Unavailable |
| #22 of 170 | [Vanguard.com](https://machinerelations.ai/index/domains/vanguard.com) | Other observed source | 6.52% | 9 | 138 | 7 | Unavailable |
| #23 of 170 | [Wealthvieu.com](https://machinerelations.ai/index/domains/wealthvieu.com) | Other observed source | 6.52% | 9 | 138 | 7 | Unavailable |
| #24 of 170 | [Financebuzz.com](https://machinerelations.ai/index/domains/financebuzz.com) | Other observed source | 5.80% | 8 | 138 | 7 | Unavailable |
| #25 of 170 | [Invest529.com](https://machinerelations.ai/index/domains/invest529.com) | Other observed source | 5.80% | 8 | 138 | 7 | Unavailable |
| #26 of 170 | [Moneywise.com](https://machinerelations.ai/index/domains/moneywise.com) | Other observed source | 5.80% | 8 | 138 | 7 | Unavailable |
| #27 of 170 | [Thepennyhoarder.com](https://machinerelations.ai/index/domains/thepennyhoarder.com) | Other observed source | 5.80% | 8 | 138 | 7 | Unavailable |
| #28 of 170 | [Valueofstock.com](https://machinerelations.ai/index/domains/valueofstock.com) | Other observed source | 5.80% | 8 | 138 | 7 | Unavailable |
| #29 of 170 | [Facebook.com](https://machinerelations.ai/index/domains/facebook.com) | Community and social platform | 5.07% | 7 | 138 | 7 | Unavailable |
| #30 of 170 | [Thefinanceverdict.com](https://machinerelations.ai/index/domains/thefinanceverdict.com) | Other observed source | 5.07% | 7 | 138 | 7 | Unavailable |
| #31 of 170 | [Banks.com](https://machinerelations.ai/index/domains/banks.com) | Other observed source | 4.35% | 6 | 138 | 7 | Unavailable |
| #32 of 170 | [Freedomisntfree.co.uk](https://machinerelations.ai/index/domains/freedomisntfree.co.uk) | Other observed source | 4.35% | 6 | 138 | 7 | Unavailable |
| #33 of 170 | [Investopedia.com](https://machinerelations.ai/index/domains/investopedia.com) | Other observed source | 4.35% | 6 | 138 | 7 | Unavailable |
| #34 of 170 | [Ml.com](https://machinerelations.ai/index/domains/ml.com) | Other observed source | 4.35% | 6 | 138 | 7 | Unavailable |
| #35 of 170 | [Personalone.org](https://machinerelations.ai/index/domains/personalone.org) | Other observed source | 4.35% | 6 | 138 | 7 | Unavailable |
| #36 of 170 | [Acadviser.com](https://machinerelations.ai/index/domains/acadviser.com) | Other observed source | 3.62% | 5 | 138 | 7 | Unavailable |
| #37 of 170 | [Augustuswealth.com](https://machinerelations.ai/index/domains/augustuswealth.com) | Other observed source | 3.62% | 5 | 138 | 7 | Unavailable |
| #38 of 170 | [Chase.com](https://machinerelations.ai/index/domains/chase.com) | Other observed source | 3.62% | 5 | 138 | 7 | Unavailable |
| #39 of 170 | [Finder.com](https://machinerelations.ai/index/domains/finder.com) | Market and company database | 3.62% | 5 | 138 | 7 | Unavailable |
| #40 of 170 | [Fool.com](https://machinerelations.ai/index/domains/fool.com) | Editorial publication | 3.62% | 5 | 138 | 7 | Unavailable |
| #41 of 170 | [Gsaminc.com](https://machinerelations.ai/index/domains/gsaminc.com) | Other observed source | 3.62% | 5 | 138 | 7 | Unavailable |
| #42 of 170 | [Irs.gov](https://machinerelations.ai/index/domains/irs.gov) | Academic and government source | 3.62% | 5 | 138 | 7 | Unavailable |
| #43 of 170 | [Jjburns.com](https://machinerelations.ai/index/domains/jjburns.com) | Other observed source | 3.62% | 5 | 138 | 7 | Unavailable |
| #44 of 170 | [Legalclarity.org](https://machinerelations.ai/index/domains/legalclarity.org) | Editorial publication | 3.62% | 5 | 138 | 7 | Unavailable |
| #45 of 170 | [Thedailyfiscal.com](https://machinerelations.ai/index/domains/thedailyfiscal.com) | Editorial publication | 3.62% | 5 | 138 | 7 | Unavailable |
| #46 of 170 | [Westernsouthern.com](https://machinerelations.ai/index/domains/westernsouthern.com) | Other observed source | 3.62% | 5 | 138 | 7 | Unavailable |
| #47 of 170 | [Wiseiq.net](https://machinerelations.ai/index/domains/wiseiq.net) | Other observed source | 3.62% | 5 | 138 | 7 | Unavailable |
| #48 of 170 | [Worldadvisors.com](https://machinerelations.ai/index/domains/worldadvisors.com) | Other observed source | 3.62% | 5 | 138 | 7 | Unavailable |
| #49 of 170 | [Apnews.com](https://machinerelations.ai/index/domains/apnews.com) | Editorial publication | 2.90% | 4 | 138 | 7 | Unavailable |
| #50 of 170 | [Iadviser.com](https://machinerelations.ai/index/domains/iadviser.com) | Other observed source | 2.90% | 4 | 138 | 7 | Unavailable |
| #51 of 170 | [Listenmoneymatters.com](https://machinerelations.ai/index/domains/listenmoneymatters.com) | Other observed source | 2.90% | 4 | 138 | 7 | Unavailable |
| #52 of 170 | [Morningstar.com](https://machinerelations.ai/index/domains/morningstar.com) | Market and company database | 2.90% | 4 | 138 | 7 | Unavailable |
| #53 of 170 | [Taxsharkinc.com](https://machinerelations.ai/index/domains/taxsharkinc.com) | Other observed source | 2.90% | 4 | 138 | 7 | Unavailable |
| #54 of 170 | [CNET (Profile Post Only)](https://machinerelations.ai/index/domains/cnet.com) | Editorial publication | 2.17% | 3 | 138 | 7 | Unavailable |
| #55 of 170 | [Forbes](https://machinerelations.ai/index/domains/forbes.com) | Editorial publication | 2.17% | 3 | 138 | 7 | Unavailable |
| #56 of 170 | [Hicapitalize.com](https://machinerelations.ai/index/domains/hicapitalize.com) | Other observed source | 2.17% | 3 | 138 | 7 | Unavailable |
| #57 of 170 | [Instagram.com](https://machinerelations.ai/index/domains/instagram.com) | Other observed source | 2.17% | 3 | 138 | 7 | Unavailable |
| #58 of 170 | [Investmentnews.com](https://machinerelations.ai/index/domains/investmentnews.com) | Editorial publication | 2.17% | 3 | 138 | 7 | Unavailable |
| #59 of 170 | [Realized1031.com](https://machinerelations.ai/index/domains/realized1031.com) | Other observed source | 2.17% | 3 | 138 | 7 | Unavailable |
| #60 of 170 | [TheStreet.com](https://machinerelations.ai/index/domains/thestreet.com) | Editorial publication | 2.17% | 3 | 138 | 7 | Unavailable |
| #61 of 170 | [Whitecoatinvestor.com](https://machinerelations.ai/index/domains/whitecoatinvestor.com) | Other observed source | 2.17% | 3 | 138 | 7 | Unavailable |
| #62 of 170 | [Bairdwealth.com](https://machinerelations.ai/index/domains/bairdwealth.com) | Other observed source | 1.45% | 2 | 138 | 7 | Unavailable |
| #63 of 170 | [Broker-insight.com](https://machinerelations.ai/index/domains/broker-insight.com) | Market and company database | 1.45% | 2 | 138 | 7 | Unavailable |
| #64 of 170 | [Business Insider](https://machinerelations.ai/index/domains/businessinsider.com) | Editorial publication | 1.45% | 2 | 138 | 7 | Unavailable |
| #65 of 170 | [Choosefi.com](https://machinerelations.ai/index/domains/choosefi.com) | Other observed source | 1.45% | 2 | 138 | 7 | Unavailable |
| #66 of 170 | [Chrisreddickfp.com](https://machinerelations.ai/index/domains/chrisreddickfp.com) | Other observed source | 1.45% | 2 | 138 | 7 | Unavailable |
| #67 of 170 | [Cnbc.com](https://machinerelations.ai/index/domains/cnbc.com) | Editorial publication | 1.45% | 2 | 138 | 7 | Unavailable |
| #68 of 170 | [Congress.gov](https://machinerelations.ai/index/domains/congress.gov) | Academic and government source | 1.45% | 2 | 138 | 7 | Unavailable |
| #69 of 170 | [Creditdonkey.com](https://machinerelations.ai/index/domains/creditdonkey.com) | Other observed source | 1.45% | 2 | 138 | 7 | Unavailable |
| #70 of 170 | [Edwardjones.com](https://machinerelations.ai/index/domains/edwardjones.com) | Other observed source | 1.45% | 2 | 138 | 7 | Unavailable |
| #71 of 170 | [Elitewealthplan.com](https://machinerelations.ai/index/domains/elitewealthplan.com) | Other observed source | 1.45% | 2 | 138 | 7 | Unavailable |
| #72 of 170 | [Emeraldam.com](https://machinerelations.ai/index/domains/emeraldam.com) | Other observed source | 1.45% | 2 | 138 | 7 | Unavailable |
| #73 of 170 | [Iminehurb.com](https://machinerelations.ai/index/domains/iminehurb.com) | Other observed source | 1.45% | 2 | 138 | 7 | Unavailable |
| #74 of 170 | [Intuit.com](https://machinerelations.ai/index/domains/intuit.com) | Other observed source | 1.45% | 2 | 138 | 7 | Unavailable |
| #75 of 170 | [Investguiding.com](https://machinerelations.ai/index/domains/investguiding.com) | Other observed source | 1.45% | 2 | 138 | 7 | Unavailable |
| #76 of 170 | [Irafinancial.com](https://machinerelations.ai/index/domains/irafinancial.com) | Other observed source | 1.45% | 2 | 138 | 7 | Unavailable |
| #77 of 170 | [Jpmorgan.com](https://machinerelations.ai/index/domains/jpmorgan.com) | Analyst and consulting research | 1.45% | 2 | 138 | 7 | Unavailable |
| #78 of 170 | [Libertyatlantic.com](https://machinerelations.ai/index/domains/libertyatlantic.com) | Other observed source | 1.45% | 2 | 138 | 7 | Unavailable |
| #79 of 170 | [LinkedIn](https://machinerelations.ai/index/domains/linkedin.com) | Community and social platform | 1.45% | 2 | 138 | 7 | Unavailable |
| #80 of 170 | [Militarybenefit.org](https://machinerelations.ai/index/domains/militarybenefit.org) | Other observed source | 1.45% | 2 | 138 | 7 | Unavailable |
| #81 of 170 | [Money.com](https://machinerelations.ai/index/domains/money.com) | Other observed source | 1.45% | 2 | 138 | 7 | Unavailable |
| #82 of 170 | [Nasdaq.com](https://machinerelations.ai/index/domains/nasdaq.com) | Editorial publication | 1.45% | 2 | 138 | 7 | Unavailable |
| #83 of 170 | [Ourtaxpartner.com](https://machinerelations.ai/index/domains/ourtaxpartner.com) | Other observed source | 1.45% | 2 | 138 | 7 | Unavailable |
| #84 of 170 | [Path2college529.com](https://machinerelations.ai/index/domains/path2college529.com) | Other observed source | 1.45% | 2 | 138 | 7 | Unavailable |
| #85 of 170 | [Pipspiggybank.com](https://machinerelations.ai/index/domains/pipspiggybank.com) | Other observed source | 1.45% | 2 | 138 | 7 | Unavailable |
| #86 of 170 | [Theadvisorcoach.com](https://machinerelations.ai/index/domains/theadvisorcoach.com) | Other observed source | 1.45% | 2 | 138 | 7 | Unavailable |
| #87 of 170 | [Theeducationplan.com](https://machinerelations.ai/index/domains/theeducationplan.com) | Other observed source | 1.45% | 2 | 138 | 7 | Unavailable |
| #88 of 170 | [Themoneyplaybooks.com](https://machinerelations.ai/index/domains/themoneyplaybooks.com) | Other observed source | 1.45% | 2 | 138 | 7 | Unavailable |
| #89 of 170 | [Tiaa.org](https://machinerelations.ai/index/domains/tiaa.org) | Other observed source | 1.45% | 2 | 138 | 7 | Unavailable |
| #90 of 170 | [Usbank.com](https://machinerelations.ai/index/domains/usbank.com) | Other observed source | 1.45% | 2 | 138 | 7 | Unavailable |
| #91 of 170 | [Wiserinvestor.com](https://machinerelations.ai/index/domains/wiserinvestor.com) | Other observed source | 1.45% | 2 | 138 | 7 | Unavailable |
| #92 of 170 | [Yahoo](https://machinerelations.ai/index/domains/yahoo.com) | Editorial publication | 1.45% | 2 | 138 | 7 | Unavailable |
| #93 of 170 | [20somethingfinance.com](https://machinerelations.ai/index/domains/20somethingfinance.com) | Other observed source | 0.72% | 1 | 138 | 7 | Unavailable |
| #94 of 170 | [Afcpe.org](https://machinerelations.ai/index/domains/afcpe.org) | Other observed source | 0.72% | 1 | 138 | 7 | Unavailable |
| #95 of 170 | [Aicontentcreate.com](https://machinerelations.ai/index/domains/aicontentcreate.com) | Other observed source | 0.72% | 1 | 138 | 7 | Unavailable |
| #96 of 170 | [Annuityexpertadvice.com](https://machinerelations.ai/index/domains/annuityexpertadvice.com) | Other observed source | 0.72% | 1 | 138 | 7 | Unavailable |
| #97 of 170 | [Anthemeap.com](https://machinerelations.ai/index/domains/anthemeap.com) | Other observed source | 0.72% | 1 | 138 | 7 | Unavailable |
| #98 of 170 | [Babylist.com](https://machinerelations.ai/index/domains/babylist.com) | Other observed source | 0.72% | 1 | 138 | 7 | Unavailable |
| #99 of 170 | [Bankatpeoples.com](https://machinerelations.ai/index/domains/bankatpeoples.com) | Other observed source | 0.72% | 1 | 138 | 7 | Unavailable |
| #100 of 170 | [Banksparency.com](https://machinerelations.ai/index/domains/banksparency.com) | Other observed source | 0.72% | 1 | 138 | 7 | Unavailable |

## Citation

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.