Fintech

Published segment leaderboard

Fintech: Problem-first research in the Machine Relations Index

This leaderboard uses only the Fintech / Problem-first research segment denominator: 234 observed answer runs across 12 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs234

Segment-specific denominator. Not the overall domain denominator.

Run dates12

Release floor: 7 dates.

Observed domains289

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.

RankSourceSource roleCitation rateCited runsObserved runsRun dates
#1 of 289Chargeflow.iochargeflow.ioOther observed source14.96%3523412
#2 of 289Stripe.comstripe.comVendor-owned source11.54%2723412
#3 of 289Rexi.financerexi.financeOther observed source9.40%2223412
#4 of 289LegalClaritylegalclarity.orgEditorial publication8.55%2023412
#5 of 289Sift.comsift.comOther observed source8.55%2023412
#6 of 289Chargeback.iochargeback.ioOther observed source7.69%1823412
#7 of 289Chargebacks911.comchargebacks911.comOther observed source7.69%1823412
#8 of 289Payrails.compayrails.comOther observed source7.69%1823412
#9 of 289Mastercard.commastercard.comOther observed source7.26%1723412
#10 of 289Ridgewayfs.comridgewayfs.comAnalyst and consulting research6.84%1623412
#11 of 289Chargebackgurus.comchargebackgurus.comOther observed source6.41%1523412
#12 of 289Shopify.comshopify.comOther observed source6.41%1523412
#13 of 289LinkedInlinkedin.comCommunity and social platform5.98%1423412
#14 of 289Nhimg.orgnhimg.orgOther observed source5.98%1423412
#15 of 289Chargemate.techchargemate.techOther observed source5.56%1323412
#16 of 289Mids.commids.comOther observed source5.13%1223412
#17 of 289Guideflow.comguideflow.comOther observed source4.70%1123412
#18 of 289Checkout.comcheckout.comOther observed source4.27%1023412
#19 of 289Paddle.compaddle.comVendor-owned source4.27%1023412
#20 of 289Reconcileos.comreconcileos.comMarket and company database4.27%1023412
#21 of 289Optimus.techoptimus.techOther observed source3.85%923412
#22 of 289Paymentsandrisk.compaymentsandrisk.comOther observed source3.85%923412
#23 of 289Signifyd.comsignifyd.comOther observed source3.85%923412
#24 of 289Cointab.netcointab.netOther observed source3.42%823412
#25 of 289Netsuite.comnetsuite.comOther observed source3.42%823412
#26 of 289Recovraflow.comrecovraflow.comOther observed source3.42%823412
#27 of 289Seon.ioseon.ioOther observed source3.42%823412
#28 of 289Xero.comxero.comOther observed source3.42%823412
#29 of 289Accertify.comaccertify.comOther observed source2.99%723412
#30 of 289Bams.combams.comOther observed source2.99%723412
#31 of 289Bofa.combofa.comOther observed source2.99%723412
#32 of 289Clear.saleclear.saleOther observed source2.99%723412
#33 of 289Dispu.comdispu.comOther observed source2.99%723412
#34 of 289Hcaptcha.comhcaptcha.comVendor-owned source2.99%723412
#35 of 289Solidgate.comsolidgate.comVendor-owned source2.99%723412
#36 of 289Thecarryforward.comthecarryforward.comOther observed source2.99%723412
#37 of 2892accept.net2accept.netOther observed source2.56%623412
#38 of 289Accountingtools.comaccountingtools.comOther observed source2.56%623412
#39 of 289Justt.aijustt.aiOther observed source2.56%623412
#40 of 289Riskified.comriskified.comOther observed source2.56%623412
#41 of 289Sage.comsage.comOther observed source2.56%623412
#42 of 289Aciworldwide.comaciworldwide.comOther observed source2.14%523412
#43 of 289Chargebackstop.comchargebackstop.comOther observed source2.14%523412
#44 of 289Disputifier.comdisputifier.comOther observed source2.14%523412
#45 of 289Invoicereconcile.cominvoicereconcile.comOther observed source2.14%523412
#46 of 289Juniperresearch.comjuniperresearch.comOther observed source2.14%523412
#47 of 289Paymentbrief.compaymentbrief.comOther observed source2.14%523412
#48 of 289Ravelin.comravelin.comOther observed source2.14%523412
#49 of 289Rex.increx.incOther observed source2.14%523412
#50 of 289Truelayer.comtruelayer.comOther observed source2.14%523412
#51 of 289Adyen.comadyen.comVendor-owned source1.71%423412
#52 of 289Airwallex.comairwallex.comVendor-owned source1.71%423412
#53 of 289Aurum.solutionsaurum.solutionsOther observed source1.71%423412
#54 of 289Eftsure.comeftsure.comOther observed source1.71%423412
#55 of 289Finera.comfinera.comOther observed source1.71%423412
#56 of 289Finix.comfinix.comOther observed source1.71%423412
#57 of 289Hycos.aihycos.aiOther observed source1.71%423412
#58 of 289Intuit.comintuit.comOther observed source1.71%423412
#59 of 289Keytransact.comkeytransact.comOther observed source1.71%423412
#60 of 289Mn.govmn.govAcademic and government source1.71%423412
#61 of 289Teamsbpo.comteamsbpo.comOther observed source1.71%423412
#62 of 289Unipaygateway.infounipaygateway.infoOther observed source1.71%423412
#63 of 289Vaultnow.covaultnow.coOther observed source1.71%423412
#64 of 289Zoneandco.comzoneandco.comOther observed source1.71%423412
#65 of 289Akurateco.comakurateco.comOther observed source1.28%323412
#66 of 289Bankofamerica.combankofamerica.comOther observed source1.28%323412
#67 of 289Bankwriter.combankwriter.comOther observed source1.28%323412
#68 of 289Billingmodel.combillingmodel.comVendor-owned source1.28%323412
#69 of 289Business.combusiness.comOther observed source1.28%323412
#70 of 289Business Wirebusinesswire.comWire and press-release distribution1.28%323412
#71 of 289Dev.todev.toCommunity and social platform1.28%323412
#72 of 289Dualentry.comdualentry.comOther observed source1.28%323412
#73 of 289Fintechmarker.comfintechmarker.comOther observed source1.28%323412
#74 of 289Fintechspecs.comfintechspecs.comOther observed source1.28%323412
#75 of 289Forbesforbes.comEditorial publication1.28%323412
#76 of 289Formance.comformance.comOther observed source1.28%323412
#77 of 289Getholdings.comgetholdings.comOther observed source1.28%323412
#78 of 289Highradius.comhighradius.comOther observed source1.28%323412
#79 of 289Invoicedataextraction.cominvoicedataextraction.comOther observed source1.28%323412
#80 of 289Inyoglobal.cominyoglobal.comOther observed source1.28%323412
#81 of 289Jumpstartpartners.financejumpstartpartners.financeVendor-owned source1.28%323412
#82 of 289Kansascityfed.orgkansascityfed.orgOther observed source1.28%323412
#83 of 289Lslcpas.comlslcpas.comOther observed source1.28%323412
#84 of 289Mbs.cpambs.cpaOther observed source1.28%323412
#85 of 289Microsintegratedpayments.commicrosintegratedpayments.comOther observed source1.28%323412
#86 of 289Paycompass.compaycompass.comOther observed source1.28%323412
#87 of 289Payshieldtechnology.compayshieldtechnology.comOther observed source1.28%323412
#88 of 289Pecan.aipecan.aiOther observed source1.28%323412
#89 of 289Propertyboss.compropertyboss.comOther observed source1.28%323412
#90 of 289Qbodojo.comqbodojo.comOther observed source1.28%323412
#91 of 289Relayfi.comrelayfi.comOther observed source1.28%323412
#92 of 289Sardine.aisardine.aiOther observed source1.28%323412
#93 of 289Shieldify.comshieldify.comOther observed source1.28%323412
#94 of 289Simetrik.comsimetrik.comOther observed source1.28%323412
#95 of 289Talli.aitalli.aiOther observed source1.28%323412
#96 of 289Technologyadvice.comtechnologyadvice.comMarket and company database1.28%323412
#97 of 289Theaspteam.comtheaspteam.comVendor-owned source1.28%323412
#98 of 289Trio.devtrio.devOther observed source1.28%323412
#99 of 289Wyllo.aiwyllo.aiVendor-owned source1.28%323412
#100 of 289Authorize.netauthorize.netOther observed source0.85%223412

Showing the first 100 rows from 289 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Fintech / Problem-first research: 289 observed source domains in the leaderboard, measured on 234 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/problem_first. CC BY 4.0.
APA
Parrott, J. (2026). Fintech / Problem-first research 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/problem_first https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mrifintechproblemfirst,
  author = {Parrott, Jaxon},
  title = {Fintech / Problem-first research 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/problem_first},
  doi = {10.5281/zenodo.23652423},
  license = {CC-BY-4.0},
  note = {Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai}
}

CITATION.cff

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.

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