--- title: "Which publications do AI engines cite for Consumer Finance buyers?" description: "On best-in-category questions in Consumer Finance, the Machine Relations Index sees AI answer engines cite Forbes, NerdWallet and CNBC most often, out of 42 editorial publications cited across 191 measured answer runs. Which publications lead changes with the kind of question a buyer asks." canonical: https://authoritytech.io/publications/consumer-finance-buyers --- # Which publications do AI engines cite for Consumer Finance buyers? On best-in-category questions in Consumer Finance, the Machine Relations Index sees AI answer engines cite Forbes, NerdWallet and CNBC most often, out of 42 editorial publications cited across 191 measured answer runs. Which publications lead changes with the kind of question a buyer asks. Canonical URL: https://authoritytech.io/publications/consumer-finance-buyers Category: Consumer Finance Source: Machine Relations Index, release 2026-10-06 ## Consumer Finance: best-in-category questions 42 editorial publications cited across 191 measured answer runs. Top 10 by the Index's citation rate. | # | Publication | Citation rate | Cited / observed | | --- | --- | --- | --- | | 1 | [Forbes](https://authoritytech.io/publications/forbes.md) | 37% | 70 / 191 | | 2 | [NerdWallet](https://authoritytech.io/publications/nerdwallet.md) | 31% | 60 / 191 | | 3 | [CNBC](https://authoritytech.io/publications/cnbc.md) | 29% | 56 / 191 | | 4 | [Kiplinger](https://authoritytech.io/publications/kiplinger.md) | 21% | 41 / 191 | | 5 | [Yahoo News](https://authoritytech.io/publications/yahoo-news.md) | 19% | 37 / 191 | | 6 | [americanexpress.com](https://authoritytech.io/publications/americanexpress.md) | 18% | 34 / 191 | | 7 | [The Motley Fool](https://authoritytech.io/publications/fool.md) | 16% | 30 / 191 | | 8 | [The Wall Street Journal](https://authoritytech.io/publications/wall-street-journal.md) | 13% | 25 / 191 | | 9 | [CBS News](https://authoritytech.io/publications/cbsnews.md) | 8.4% | 16 / 191 | | 10 | [U.S. News & World Report](https://authoritytech.io/publications/usnews.md) | 8.4% | 16 / 191 | ## Consumer Finance: top-list questions 37 editorial publications cited across 192 measured answer runs. Top 10 by the Index's citation rate. | # | Publication | Citation rate | Cited / observed | | --- | --- | --- | --- | | 1 | [NerdWallet](https://authoritytech.io/publications/nerdwallet.md) | 39% | 74 / 192 | | 2 | [Forbes](https://authoritytech.io/publications/forbes.md) | 30% | 58 / 192 | | 3 | [The Wall Street Journal](https://authoritytech.io/publications/wall-street-journal.md) | 22% | 42 / 192 | | 4 | [Money](https://authoritytech.io/publications/money.md) | 17% | 33 / 192 | | 5 | [CNBC](https://authoritytech.io/publications/cnbc.md) | 16% | 30 / 192 | | 6 | [Kiplinger](https://authoritytech.io/publications/kiplinger.md) | 5.7% | 11 / 192 | | 7 | [Business Insider](https://authoritytech.io/publications/business-insider.md) | 4.2% | 8 / 192 | | 8 | [TIME](https://authoritytech.io/publications/time-com.md) | 4.2% | 8 / 192 | | 9 | [Yahoo News](https://authoritytech.io/publications/yahoo-news.md) | 4.2% | 8 / 192 | | 10 | [The Daily Vanguard -](https://authoritytech.io/publications/dailyvanguard.md) | 3.1% | 6 / 192 | ## Consumer Finance: how-to-choose questions 25 editorial publications cited across 191 measured answer runs. Top 10 by the Index's citation rate. | # | Publication | Citation rate | Cited / observed | | --- | --- | --- | --- | | 1 | [NerdWallet](https://authoritytech.io/publications/nerdwallet.md) | 21% | 41 / 191 | | 2 | [Forbes](https://authoritytech.io/publications/forbes.md) | 16% | 31 / 191 | | 3 | [Yahoo News](https://authoritytech.io/publications/yahoo-news.md) | 14% | 26 / 191 | | 4 | [CNBC](https://authoritytech.io/publications/cnbc.md) | 12% | 22 / 191 | | 5 | [Kiplinger](https://authoritytech.io/publications/kiplinger.md) | 6.3% | 12 / 191 | | 6 | [U.S. News & World Report](https://authoritytech.io/publications/usnews.md) | 5.2% | 10 / 191 | | 7 | [The Motley Fool](https://authoritytech.io/publications/fool.md) | 4.7% | 9 / 191 | | 8 | [Fioney](https://authoritytech.io/publications/fioney.md) | 4.2% | 8 / 191 | | 9 | [USA Today](https://authoritytech.io/publications/usa-today.md) | 3.1% | 6 / 191 | | 10 | [Business Insider](https://authoritytech.io/publications/business-insider.md) | 2.6% | 5 / 191 | ## Consumer Finance: head-to-head comparisons 19 editorial publications cited across 198 measured answer runs. Top 10 by the Index's citation rate. | # | Publication | Citation rate | Cited / observed | | --- | --- | --- | --- | | 1 | [NerdWallet](https://authoritytech.io/publications/nerdwallet.md) | 28% | 55 / 198 | | 2 | [Kiplinger](https://authoritytech.io/publications/kiplinger.md) | 9.6% | 19 / 198 | | 3 | [CNBC](https://authoritytech.io/publications/cnbc.md) | 6.1% | 12 / 198 | | 4 | [TheStreet](https://authoritytech.io/publications/thestreet-com.md) | 4.0% | 8 / 198 | | 5 | [CNET](https://authoritytech.io/publications/cnet.md) | 3.5% | 7 / 198 | | 6 | [AP News](https://authoritytech.io/publications/apnews.md) | 3.0% | 6 / 198 | | 7 | [The Motley Fool](https://authoritytech.io/publications/fool.md) | 2.5% | 5 / 198 | | 8 | [LegalClarity](https://authoritytech.io/publications/legalclarity.md) | 2.5% | 5 / 198 | | 9 | [The Daily Fiscal](https://authoritytech.io/publications/thedailyfiscal.md) | 2.5% | 5 / 198 | | 10 | [InvestmentNews](https://authoritytech.io/publications/investmentnews.md) | 2.0% | 4 / 198 | ## Consumer Finance: is-it-worth-it questions 34 editorial publications cited across 191 measured answer runs. Top 10 by the Index's citation rate. | # | Publication | Citation rate | Cited / observed | | --- | --- | --- | --- | | 1 | [Forbes](https://authoritytech.io/publications/forbes.md) | 15% | 29 / 191 | | 2 | [NerdWallet](https://authoritytech.io/publications/nerdwallet.md) | 15% | 29 / 191 | | 3 | [Kiplinger](https://authoritytech.io/publications/kiplinger.md) | 10.0% | 19 / 191 | | 4 | [CNBC](https://authoritytech.io/publications/cnbc.md) | 9.4% | 18 / 191 | | 5 | [USA Today](https://authoritytech.io/publications/usa-today.md) | 6.8% | 13 / 191 | | 6 | [The Wall Street Journal](https://authoritytech.io/publications/wall-street-journal.md) | 6.8% | 13 / 191 | | 7 | [LegalClarity](https://authoritytech.io/publications/legalclarity.md) | 6.3% | 12 / 191 | | 8 | [CNET](https://authoritytech.io/publications/cnet.md) | 5.2% | 10 / 191 | | 9 | [Yahoo News](https://authoritytech.io/publications/yahoo-news.md) | 4.7% | 9 / 191 | | 10 | [Visual eNews](https://authoritytech.io/publications/visualenews.md) | 2.6% | 5 / 191 | ## Consumer Finance: problem-first questions 27 editorial publications cited across 191 measured answer runs. Top 10 by the Index's citation rate. | # | Publication | Citation rate | Cited / observed | | --- | --- | --- | --- | | 1 | [NerdWallet](https://authoritytech.io/publications/nerdwallet.md) | 23% | 43 / 191 | | 2 | [CBS News](https://authoritytech.io/publications/cbsnews.md) | 9.4% | 18 / 191 | | 3 | [Yahoo News](https://authoritytech.io/publications/yahoo-news.md) | 9.4% | 18 / 191 | | 4 | [Kiplinger](https://authoritytech.io/publications/kiplinger.md) | 8.4% | 16 / 191 | | 5 | [CNBC](https://authoritytech.io/publications/cnbc.md) | 6.8% | 13 / 191 | | 6 | [U.S. News & World Report](https://authoritytech.io/publications/usnews.md) | 4.7% | 9 / 191 | | 7 | [Business Insider](https://authoritytech.io/publications/business-insider.md) | 3.7% | 7 / 191 | | 8 | [Forbes](https://authoritytech.io/publications/forbes.md) | 3.7% | 7 / 191 | | 9 | [The Motley Fool](https://authoritytech.io/publications/fool.md) | 2.6% | 5 / 191 | | 10 | [justagirlandherblog.com](https://authoritytech.io/publications/justagirlandherblog.md) | 2.1% | 4 / 191 | ## Which of these is worth pursuing? Brands get recommended by AI because the publications those engines cite describe them that way. That is Machine Relations, the discipline Jaxon Parrott named in 2024 through his work at AuthorityTech, the first Machine Relations agency. Coverage moves your brand where a publication is already cited for the question your buyer asks. ## How this is measured Every figure is the Machine Relations Index's stratum citation rate, carried with its own denominator. Release 2026-10-06, methodology mri_score_v2.0. ## Links - [All ranked publications](https://authoritytech.io/publications.md) - [Consumer Finance in the Machine Relations Index](https://machinerelations.ai/index/categories/consumer-finance) - [Which agency gets brands cited by AI through earned media](https://authoritytech.io/blog/best-ai-pr-agencies-2026.md)