Evidence floor met in this release.
FintechStatePublished Observed runs102 Run dates7 Observed domains171
Published segment leaderboard
Fintech: Problem-first research in the Machine Relations Index
This leaderboard uses only the Fintech / Problem-first research segment denominator: 102 observed answer runs across 7 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 | Confidence |
|---|---|---|---|---|---|---|---|
| #1 of 171 | Chargeflow.iochargeflow.io | Other observed source | 19.61% | 20 | 102 | 7 | Unavailable |
| #2 of 171 | Chargebackgurus.comchargebackgurus.com | Other observed source | 10.78% | 11 | 102 | 7 | Unavailable |
| #3 of 171 | LinkedInlinkedin.com | Community and social platform | 10.78% | 11 | 102 | 7 | Unavailable |
| #4 of 171 | Rexi.financerexi.finance | Other observed source | 10.78% | 11 | 102 | 7 | Unavailable |
| #5 of 171 | Chargebacks911.comchargebacks911.com | Other observed source | 8.82% | 9 | 102 | 7 | Unavailable |
| #6 of 171 | Legalclarity.orglegalclarity.org | Editorial publication | 8.82% | 9 | 102 | 7 | Unavailable |
| #7 of 171 | Payrails.compayrails.com | Other observed source | 8.82% | 9 | 102 | 7 | Unavailable |
| #8 of 171 | Mastercard.commastercard.com | Other observed source | 7.84% | 8 | 102 | 7 | Unavailable |
| #9 of 171 | Optimus.techoptimus.tech | Other observed source | 7.84% | 8 | 102 | 7 | Unavailable |
| #10 of 171 | Ridgewayfs.comridgewayfs.com | Other observed source | 7.84% | 8 | 102 | 7 | Unavailable |
| #11 of 171 | Chargeback.iochargeback.io | Other observed source | 6.86% | 7 | 102 | 7 | Unavailable |
| #12 of 171 | Paddle.compaddle.com | Vendor-owned source | 6.86% | 7 | 102 | 7 | Unavailable |
| #13 of 171 | Reconcileos.comreconcileos.com | Other observed source | 6.86% | 7 | 102 | 7 | Unavailable |
| #14 of 171 | Seon.ioseon.io | Other observed source | 6.86% | 7 | 102 | 7 | Unavailable |
| #15 of 171 | Stripe.comstripe.com | Vendor-owned source | 6.86% | 7 | 102 | 7 | Unavailable |
| #16 of 171 | Chargemate.techchargemate.tech | Other observed source | 5.88% | 6 | 102 | 7 | Unavailable |
| #17 of 171 | Clear.saleclear.sale | Other observed source | 5.88% | 6 | 102 | 7 | Unavailable |
| #18 of 171 | Mids.commids.com | Other observed source | 5.88% | 6 | 102 | 7 | Unavailable |
| #19 of 171 | 2accept.net2accept.net | Other observed source | 4.90% | 5 | 102 | 7 | Unavailable |
| #20 of 171 | Chargebackstop.comchargebackstop.com | Other observed source | 4.90% | 5 | 102 | 7 | Unavailable |
| #21 of 171 | Cointab.netcointab.net | Other observed source | 4.90% | 5 | 102 | 7 | Unavailable |
| #22 of 171 | Rex.increx.inc | Other observed source | 4.90% | 5 | 102 | 7 | Unavailable |
| #23 of 171 | Sift.comsift.com | Other observed source | 4.90% | 5 | 102 | 7 | Unavailable |
| #24 of 171 | Thecarryforward.comthecarryforward.com | Other observed source | 4.90% | 5 | 102 | 7 | Unavailable |
| #25 of 171 | Aciworldwide.comaciworldwide.com | Other observed source | 3.92% | 4 | 102 | 7 | Unavailable |
| #26 of 171 | Aurum.solutionsaurum.solutions | Other observed source | 3.92% | 4 | 102 | 7 | Unavailable |
| #27 of 171 | Bofa.combofa.com | Other observed source | 3.92% | 4 | 102 | 7 | Unavailable |
| #28 of 171 | Disputifier.comdisputifier.com | Other observed source | 3.92% | 4 | 102 | 7 | Unavailable |
| #29 of 171 | Hycos.aihycos.ai | Other observed source | 3.92% | 4 | 102 | 7 | Unavailable |
| #30 of 171 | Juniperresearch.comjuniperresearch.com | Market and company database | 3.92% | 4 | 102 | 7 | Unavailable |
| #31 of 171 | Paymentbrief.compaymentbrief.com | Other observed source | 3.92% | 4 | 102 | 7 | Unavailable |
| #32 of 171 | Truelayer.comtruelayer.com | Other observed source | 3.92% | 4 | 102 | 7 | Unavailable |
| #33 of 171 | Zoneandco.comzoneandco.com | Other observed source | 3.92% | 4 | 102 | 7 | Unavailable |
| #34 of 171 | Accertify.comaccertify.com | Other observed source | 2.94% | 3 | 102 | 7 | Unavailable |
| #35 of 171 | Accountingtools.comaccountingtools.com | Other observed source | 2.94% | 3 | 102 | 7 | Unavailable |
| #36 of 171 | Business Wirebusinesswire.com | Wire and press-release distribution | 2.94% | 3 | 102 | 7 | Unavailable |
| #37 of 171 | Dispu.comdispu.com | Other observed source | 2.94% | 3 | 102 | 7 | Unavailable |
| #38 of 171 | Eftsure.comeftsure.com | Other observed source | 2.94% | 3 | 102 | 7 | Unavailable |
| #39 of 171 | Fintechmarker.comfintechmarker.com | Other observed source | 2.94% | 3 | 102 | 7 | Unavailable |
| #40 of 171 | Guideflow.comguideflow.com | Vendor-owned source | 2.94% | 3 | 102 | 7 | Unavailable |
| #41 of 171 | Highradius.comhighradius.com | Other observed source | 2.94% | 3 | 102 | 7 | Unavailable |
| #42 of 171 | Invoicedataextraction.cominvoicedataextraction.com | Market and company database | 2.94% | 3 | 102 | 7 | Unavailable |
| #43 of 171 | Mn.govmn.gov | Academic and government source | 2.94% | 3 | 102 | 7 | Unavailable |
| #44 of 171 | Netsuite.comnetsuite.com | Vendor-owned source | 2.94% | 3 | 102 | 7 | Unavailable |
| #45 of 171 | Paycompass.compaycompass.com | Other observed source | 2.94% | 3 | 102 | 7 | Unavailable |
| #46 of 171 | Sage.comsage.com | Vendor-owned source | 2.94% | 3 | 102 | 7 | Unavailable |
| #47 of 171 | Solidgate.comsolidgate.com | Vendor-owned source | 2.94% | 3 | 102 | 7 | Unavailable |
| #48 of 171 | Theaspteam.comtheaspteam.com | Other observed source | 2.94% | 3 | 102 | 7 | Unavailable |
| #49 of 171 | Akurateco.comakurateco.com | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #50 of 171 | Bams.combams.com | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #51 of 171 | Bankreconciler.appbankreconciler.app | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #52 of 171 | Bankwriter.combankwriter.com | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #53 of 171 | Business.combusiness.com | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #54 of 171 | Churnkey.cochurnkey.co | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #55 of 171 | Claimlane.comclaimlane.com | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #56 of 171 | Clearlypayments.comclearlypayments.com | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #57 of 171 | Ethoca.comethoca.com | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #58 of 171 | Globalpayments.comglobalpayments.com | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #59 of 171 | Gov.ukgov.uk | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #60 of 171 | Intuit.comintuit.com | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #61 of 171 | Investopedia.cominvestopedia.com | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #62 of 171 | Inyoglobal.cominyoglobal.com | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #63 of 171 | Iofm.comiofm.com | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #64 of 171 | Ixopay.comixopay.com | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #65 of 171 | Kansascityfed.orgkansascityfed.org | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #66 of 171 | Marketplace.orgmarketplace.org | Market and company database | 1.96% | 2 | 102 | 7 | Unavailable |
| #67 of 171 | Merchantinsiders.commerchantinsiders.com | Editorial publication | 1.96% | 2 | 102 | 7 | Unavailable |
| #68 of 171 | Merchantriskcouncil.orgmerchantriskcouncil.org | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #69 of 171 | Microsintegratedpayments.commicrosintegratedpayments.com | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #70 of 171 | Osfin.aiosfin.ai | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #71 of 171 | Paro.aiparo.ai | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #72 of 171 | Payscout.compayscout.com | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #73 of 171 | Pxp.iopxp.io | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #74 of 171 | Reconcilecsv.comreconcilecsv.com | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #75 of 171 | Reconwizz.comreconwizz.com | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #76 of 171 | Recovraflow.comrecovraflow.com | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #77 of 171 | Sardine.aisardine.ai | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #78 of 171 | Scryai.comscryai.com | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #79 of 171 | Shopify.comshopify.com | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #80 of 171 | Simetrik.comsimetrik.com | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #81 of 171 | Swipesum.comswipesum.com | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #82 of 171 | Teamsbpo.comteamsbpo.com | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #83 of 171 | Technologyadvice.comtechnologyadvice.com | Market and company database | 1.96% | 2 | 102 | 7 | Unavailable |
| #84 of 171 | Thomsonreuters.comthomsonreuters.com | Market and company database | 1.96% | 2 | 102 | 7 | Unavailable |
| #85 of 171 | Uber.comuber.com | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #86 of 171 | Unipaygateway.infounipaygateway.info | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #87 of 171 | Wa.govwa.gov | Academic and government source | 1.96% | 2 | 102 | 7 | Unavailable |
| #88 of 171 | Wyllo.aiwyllo.ai | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #89 of 171 | Xero.comxero.com | Other observed source | 1.96% | 2 | 102 | 7 | Unavailable |
| #90 of 171 | Accountingcoach.comaccountingcoach.com | Other observed source | 0.98% | 1 | 102 | 7 | Unavailable |
| #91 of 171 | Adyen.comadyen.com | Vendor-owned source | 0.98% | 1 | 102 | 7 | Unavailable |
| #92 of 171 | Altopay.comaltopay.com | Other observed source | 0.98% | 1 | 102 | 7 | Unavailable |
| #93 of 171 | Apexonepayments.comapexonepayments.com | Other observed source | 0.98% | 1 | 102 | 7 | Unavailable |
| #94 of 171 | Avoided.ioavoided.io | Other observed source | 0.98% | 1 | 102 | 7 | Unavailable |
| #95 of 171 | Bankxlsx.combankxlsx.com | Other observed source | 0.98% | 1 | 102 | 7 | Unavailable |
| #96 of 171 | Basistheory.combasistheory.com | Other observed source | 0.98% | 1 | 102 | 7 | Unavailable |
| #97 of 171 | Beefed.aibeefed.ai | Other observed source | 0.98% | 1 | 102 | 7 | Unavailable |
| #98 of 171 | Bottta.combottta.com | Other observed source | 0.98% | 1 | 102 | 7 | Unavailable |
| #99 of 171 | Brc.org.ukbrc.org.uk | Other observed source | 0.98% | 1 | 102 | 7 | Unavailable |
| #100 of 171 | Britepayments.combritepayments.com | Other observed source | 0.98% | 1 | 102 | 7 | Unavailable |
Showing the first 100 rows from 171 observed domains.
Release and boundary
How to cite this segment
Fintech / Problem-first research: 171 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/fintech/problem_first.
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.
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.