Evidence floor met in this release.
Published segment leaderboard
Fintech: Is it worth it in the Machine Relations Index
This leaderboard uses only the Fintech / Is it worth it segment denominator: 229 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 | Paymentsandrisk.compaymentsandrisk.com | Other observed source | 21.83% | 50 | 229 | 12 |
| #2 of 348 | Fraudio.comfraudio.com | Other observed source | 13.97% | 32 | 229 | 12 |
| #3 of 348 | Adyen.comadyen.com | Vendor-owned source | 11.79% | 27 | 229 | 12 |
| #4 of 348 | Apideck.comapideck.com | Vendor-owned source | 11.35% | 26 | 229 | 12 |
| #5 of 348 | Oatfi.comoatfi.com | Other observed source | 11.35% | 26 | 229 | 12 |
| #6 of 348 | Stripe.comstripe.com | Vendor-owned source | 9.61% | 22 | 229 | 12 |
| #7 of 348 | Decta.comdecta.com | Other observed source | 9.17% | 21 | 229 | 12 |
| #8 of 348 | Clear.saleclear.sale | Other observed source | 7.86% | 18 | 229 | 12 |
| #9 of 348 | Payneteasy.compayneteasy.com | Other observed source | 7.42% | 17 | 229 | 12 |
| #10 of 348 | Primer.ioprimer.io | Other observed source | 7.42% | 17 | 229 | 12 |
| #11 of 348 | Beastinsights.combeastinsights.com | Other observed source | 6.99% | 16 | 229 | 12 |
| #12 of 348 | PYMNTSpymnts.com | Editorial publication | 6.99% | 16 | 229 | 12 |
| #13 of 348 | Seon.ioseon.io | Other observed source | 6.99% | 16 | 229 | 12 |
| #14 of 348 | FinTechtrisfintechtris.com | Editorial publication | 6.11% | 14 | 229 | 12 |
| #15 of 348 | Bettr.combettr.com | Other observed source | 5.68% | 13 | 229 | 12 |
| #16 of 348 | Pxp.iopxp.io | Other observed source | 5.68% | 13 | 229 | 12 |
| #17 of 348 | Track360.iotrack360.io | Other observed source | 5.24% | 12 | 229 | 12 |
| #18 of 348 | Viasocket.comviasocket.com | Other observed source | 5.24% | 12 | 229 | 12 |
| #19 of 348 | Aciworldwide.comaciworldwide.com | Other observed source | 4.80% | 11 | 229 | 12 |
| #20 of 348 | Nmi.comnmi.com | Vendor-owned source | 4.80% | 11 | 229 | 12 |
| #21 of 348 | Chargebacks911.comchargebacks911.com | Other observed source | 4.37% | 10 | 229 | 12 |
| #22 of 348 | Microblink.commicroblink.com | Other observed source | 4.37% | 10 | 229 | 12 |
| #23 of 348 | Solidgate.comsolidgate.com | Vendor-owned source | 4.37% | 10 | 229 | 12 |
| #24 of 348 | Visa.comvisa.com | Other observed source | 4.37% | 10 | 229 | 12 |
| #25 of 348 | Y.unoy.uno | Other observed source | 4.37% | 10 | 229 | 12 |
| #26 of 348 | Influencers-time.cominfluencers-time.com | Other observed source | 3.93% | 9 | 229 | 12 |
| #27 of 348 | Mediummedium.com | Community and social platform | 3.93% | 9 | 229 | 12 |
| #28 of 348 | Bain.combain.com | Analyst and consulting research | 3.49% | 8 | 229 | 12 |
| #29 of 348 | Finix.comfinix.com | Other observed source | 3.49% | 8 | 229 | 12 |
| #30 of 348 | Fintechspecs.comfintechspecs.com | Other observed source | 3.49% | 8 | 229 | 12 |
| #31 of 348 | Getfocal.aigetfocal.ai | Other observed source | 3.49% | 8 | 229 | 12 |
| #32 of 348 | LinkedInlinkedin.com | Community and social platform | 3.49% | 8 | 229 | 12 |
| #33 of 348 | Pagbrasil.compagbrasil.com | Other observed source | 3.49% | 8 | 229 | 12 |
| #34 of 348 | Pharosproduction.compharosproduction.com | Other observed source | 3.49% | 8 | 229 | 12 |
| #35 of 348 | Verifone.comverifone.com | Other observed source | 3.49% | 8 | 229 | 12 |
| #36 of 348 | Billed.appbilled.app | Other observed source | 3.06% | 7 | 229 | 12 |
| #37 of 348 | Creditkey.comcreditkey.com | Other observed source | 3.06% | 7 | 229 | 12 |
| #38 of 348 | Finmid.comfinmid.com | Other observed source | 3.06% | 7 | 229 | 12 |
| #39 of 348 | Mypayadvisor.commypayadvisor.com | Other observed source | 3.06% | 7 | 229 | 12 |
| #40 of 348 | Paybis.compaybis.com | Other observed source | 3.06% | 7 | 229 | 12 |
| #41 of 348 | Shadowdragon.ioshadowdragon.io | Vendor-owned source | 3.06% | 7 | 229 | 12 |
| #42 of 348 | Superiorpayments.comsuperiorpayments.com | Other observed source | 3.06% | 7 | 229 | 12 |
| #43 of 348 | Trevipay.comtrevipay.com | Other observed source | 3.06% | 7 | 229 | 12 |
| #44 of 348 | Trio.devtrio.dev | Other observed source | 3.06% | 7 | 229 | 12 |
| #45 of 348 | Antifraud.comantifraud.com | Market and company database | 2.62% | 6 | 229 | 12 |
| #46 of 348 | Cardz3n.comcardz3n.com | Other observed source | 2.62% | 6 | 229 | 12 |
| #47 of 348 | Chargeflow.iochargeflow.io | Other observed source | 2.62% | 6 | 229 | 12 |
| #48 of 348 | Finantrix.comfinantrix.com | Other observed source | 2.62% | 6 | 229 | 12 |
| #49 of 348 | Fraud.netfraud.net | Other observed source | 2.62% | 6 | 229 | 12 |
| #50 of 348 | Influenceflow.ioinfluenceflow.io | Vendor-owned source | 2.62% | 6 | 229 | 12 |
| #51 of 348 | Justt.aijustt.ai | Other observed source | 2.62% | 6 | 229 | 12 |
| #52 of 348 | Openaiclaude.comopenaiclaude.com | Other observed source | 2.62% | 6 | 229 | 12 |
| #53 of 348 | Orchestrasolutions.comorchestrasolutions.com | Other observed source | 2.62% | 6 | 229 | 12 |
| #54 of 348 | Paymentbrief.compaymentbrief.com | Other observed source | 2.62% | 6 | 229 | 12 |
| #55 of 348 | Rfp.wikirfp.wiki | Other observed source | 2.62% | 6 | 229 | 12 |
| #56 of 348 | Riskified.comriskified.com | Other observed source | 2.62% | 6 | 229 | 12 |
| #57 of 348 | Chargeblast.comchargeblast.com | Other observed source | 2.18% | 5 | 229 | 12 |
| #58 of 348 | Flagright.comflagright.com | Other observed source | 2.18% | 5 | 229 | 12 |
| #59 of 348 | Fraudblocker.comfraudblocker.com | Other observed source | 2.18% | 5 | 229 | 12 |
| #60 of 348 | G2g2.com | Market and company database | 2.18% | 5 | 229 | 12 |
| #61 of 348 | Getdefacto.comgetdefacto.com | Other observed source | 2.18% | 5 | 229 | 12 |
| #62 of 348 | Guideflow.comguideflow.com | Other observed source | 2.18% | 5 | 229 | 12 |
| #63 of 348 | Knightfintech.comknightfintech.com | Other observed source | 2.18% | 5 | 229 | 12 |
| #64 of 348 | Paytia.compaytia.com | Other observed source | 2.18% | 5 | 229 | 12 |
| #65 of 348 | Plaid.complaid.com | Other observed source | 2.18% | 5 | 229 | 12 |
| #66 of 348 | Prioritycommerce.comprioritycommerce.com | Other observed source | 2.18% | 5 | 229 | 12 |
| #67 of 348 | Sofi.comsofi.com | Other observed source | 2.18% | 5 | 229 | 12 |
| #68 of 348 | Spreedly.comspreedly.com | Other observed source | 2.18% | 5 | 229 | 12 |
| #69 of 348 | Thelosdirectory.comthelosdirectory.com | Other observed source | 2.18% | 5 | 229 | 12 |
| #70 of 348 | Tribepayments.comtribepayments.com | Other observed source | 2.18% | 5 | 229 | 12 |
| #71 of 348 | Trustmi.aitrustmi.ai | Other observed source | 2.18% | 5 | 229 | 12 |
| #72 of 348 | YouTubeyoutube.com | Search or media platform | 2.18% | 5 | 229 | 12 |
| #73 of 348 | Cardflo.iocardflo.io | Other observed source | 1.75% | 4 | 229 | 12 |
| #74 of 348 | Emporiaresearch.comemporiaresearch.com | Analyst and consulting research | 1.75% | 4 | 229 | 12 |
| #75 of 348 | Fluxforce.aifluxforce.ai | Other observed source | 1.75% | 4 | 229 | 12 |
| #76 of 348 | Forbesforbes.com | Editorial publication | 1.75% | 4 | 229 | 12 |
| #77 of 348 | Getbalance.comgetbalance.com | Other observed source | 1.75% | 4 | 229 | 12 |
| #78 of 348 | Idealogic.ioidealogic.io | Other observed source | 1.75% | 4 | 229 | 12 |
| #79 of 348 | Marketintelo.commarketintelo.com | Analyst and consulting research | 1.75% | 4 | 229 | 12 |
| #80 of 348 | Merchante.commerchante.com | Other observed source | 1.75% | 4 | 229 | 12 |
| #81 of 348 | Payrollwatchdog.compayrollwatchdog.com | Other observed source | 1.75% | 4 | 229 | 12 |
| #82 of 348 | Spd.techspd.tech | Other observed source | 1.75% | 4 | 229 | 12 |
| #83 of 348 | Weareplanet.comweareplanet.com | Other observed source | 1.75% | 4 | 229 | 12 |
| #84 of 348 | Allsecure.euallsecure.eu | Other observed source | 1.31% | 3 | 229 | 12 |
| #85 of 348 | Alternativepayments.ioalternativepayments.io | Other observed source | 1.31% | 3 | 229 | 12 |
| #86 of 348 | Atelio.comatelio.com | Other observed source | 1.31% | 3 | 229 | 12 |
| #87 of 348 | Backd.combackd.com | Other observed source | 1.31% | 3 | 229 | 12 |
| #88 of 348 | Bitrixme.combitrixme.com | Other observed source | 1.31% | 3 | 229 | 12 |
| #89 of 348 | Chargebackgurus.comchargebackgurus.com | Other observed source | 1.31% | 3 | 229 | 12 |
| #90 of 348 | Cloudfintech.aicloudfintech.ai | Other observed source | 1.31% | 3 | 229 | 12 |
| #91 of 348 | Ecrypt.comecrypt.com | Other observed source | 1.31% | 3 | 229 | 12 |
| #92 of 348 | Embedded Finance Reviewembeddedfinancereview.com | Vendor-owned source | 1.31% | 3 | 229 | 12 |
| #93 of 348 | Hokodo.cohokodo.co | Other observed source | 1.31% | 3 | 229 | 12 |
| #94 of 348 | Houseblend.iohouseblend.io | Analyst and consulting research | 1.31% | 3 | 229 | 12 |
| #95 of 348 | Imerchantsolutions.comimerchantsolutions.com | Other observed source | 1.31% | 3 | 229 | 12 |
| #96 of 348 | Innowise.cominnowise.com | Other observed source | 1.31% | 3 | 229 | 12 |
| #97 of 348 | Lendflow.comlendflow.com | Other observed source | 1.31% | 3 | 229 | 12 |
| #98 of 348 | Mastercard.usmastercard.us | Other observed source | 1.31% | 3 | 229 | 12 |
| #99 of 348 | Multisafepay.commultisafepay.com | Other observed source | 1.31% | 3 | 229 | 12 |
| #100 of 348 | Neolink.ioneolink.io | Other observed source | 1.31% | 3 | 229 | 12 |
Showing the first 100 rows from 348 observed domains.
Cite this
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Fintech / Is it worth it: 348 observed source domains in the leaderboard, measured on 229 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/fintech/is_x_worth. CC BY 4.0.Parrott, J. (2026). Fintech / Is it worth it in the Machine Relations Index (Version mri_score_v2.1+2026-11-02+f9aaeca0db15) [Data set]. Machine Relations Research. https://machinerelations.ai/index/categories/fintech/is_x_worth https://doi.org/10.5281/zenodo.23652423@misc{parrott2026mrifintechisxworth,
author = {Parrott, Jaxon},
title = {Fintech / Is it worth it 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/fintech/is_x_worth},
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.