Martech & Advertising

Published segment leaderboard

Martech & Advertising: How buyers choose in the Machine Relations Index

This leaderboard uses only the Martech & Advertising / How buyers choose segment denominator: 129 observed answer runs across 8 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs129

Segment-specific denominator. Not the overall domain denominator.

Run dates8

Release floor: 7 dates.

Observed domains224

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 224Cdp.comcdp.comVendor-owned source25.58%331298
#2 of 224Adobe.comadobe.comVendor-owned source10.85%141298
#3 of 224TechTargettechtarget.comEditorial publication10.85%141298
#4 of 224Amplitude.comamplitude.comOther observed source9.30%121298
#5 of 224Cometly.comcometly.comVendor-owned source7.75%101298
#6 of 224Hashmeta.comhashmeta.comOther observed source7.75%101298
#7 of 224Quantummetric.comquantummetric.comOther observed source7.75%101298
#8 of 224Rework.comrework.comOther observed source7.75%101298
#9 of 224Ansira.comansira.comOther observed source6.98%91298
#10 of 224Hubspot.comhubspot.comVendor-owned source6.98%91298
#11 of 224Tealium.comtealium.comVendor-owned source6.98%91298
#12 of 224Albato.comalbato.comVendor-owned source6.20%81298
#13 of 224Infobip.cominfobip.comVendor-owned source6.20%81298
#14 of 224Decentriq.comdecentriq.comOther observed source5.43%71298
#15 of 224Elogic.coelogic.coVendor-owned source5.43%71298
#16 of 224Aidigital.comaidigital.comOther observed source4.65%61298
#17 of 224Bloomreach.combloomreach.comVendor-owned source4.65%61298
#18 of 224CMSWire.comcmswire.comEditorial publication4.65%61298
#19 of 224Customer.iocustomer.ioOther observed source4.65%61298
#20 of 224Dinmo.comdinmo.comVendor-owned source4.65%61298
#21 of 224Improvado.ioimprovado.ioVendor-owned source4.65%61298
#22 of 224Influencers-time.cominfluencers-time.comOther observed source4.65%61298
#23 of 224Mediummedium.comCommunity and social platform4.65%61298
#24 of 224Nine.amnine.amOther observed source4.65%61298
#25 of 224Pedowitzgroup.compedowitzgroup.comOther observed source4.65%61298
#26 of 224Shakuro.comshakuro.comVendor-owned source4.65%61298
#27 of 224Attributionapp.comattributionapp.comOther observed source3.88%51298
#28 of 224Evinent.comevinent.comVendor-owned source3.88%51298
#29 of 224Guideflow.comguideflow.comOther observed source3.88%51298
#30 of 224Otterab.comotterab.comOther observed source3.88%51298
#31 of 224Shopify.comshopify.comOther observed source3.88%51298
#32 of 224Spotler.comspotler.comVendor-owned source3.88%51298
#33 of 224Usermaven.comusermaven.comVendor-owned source3.88%51298
#34 of 22420xbusiness.com20xbusiness.comEditorial publication3.10%41298
#35 of 224Count.cocount.coOther observed source3.10%41298
#36 of 224Digitalapplied.comdigitalapplied.comVendor-owned source3.10%41298
#37 of 224Diva-e.comdiva-e.comVendor-owned source3.10%41298
#38 of 224Factors.aifactors.aiVendor-owned source3.10%41298
#39 of 224Insider Oneinsiderone.comVendor-owned source3.10%41298
#40 of 224Klaviyo.comklaviyo.comOther observed source3.10%41298
#41 of 224Salesmotion.iosalesmotion.ioVendor-owned source3.10%41298
#42 of 224Thatmarketingbuddy.comthatmarketingbuddy.comOther observed source3.10%41298
#43 of 224Topmarketingreview.comtopmarketingreview.comOther observed source3.10%41298
#44 of 224Agilespace.digitalagilespace.digitalOther observed source2.33%31298
#45 of 224Amazon.comamazon.comOther observed source2.33%31298
#46 of 224Appsflyer.comappsflyer.comOther observed source2.33%31298
#47 of 224Cleverly.cocleverly.coOther observed source2.33%31298
#48 of 224Data-pilot.comdata-pilot.comOther observed source2.33%31298
#49 of 224Epsilon.comepsilon.comVendor-owned source2.33%31298
#50 of 224Forbesforbes.comEditorial publication2.33%31298
#51 of 224Gitnux.orggitnux.orgAnalyst and consulting research2.33%31298
#52 of 224Invenna.nlinvenna.nlOther observed source2.33%31298
#53 of 224Leadfeeder.comleadfeeder.comOther observed source2.33%31298
#54 of 224Marketingprofs.commarketingprofs.comOther observed source2.33%31298
#55 of 224Mavlers.commavlers.comVendor-owned source2.33%31298
#56 of 224Misspepper.aimisspepper.aiVendor-owned source2.33%31298
#57 of 224Productivitybrief.comproductivitybrief.comOther observed source2.33%31298
#58 of 224Redpointglobal.comredpointglobal.comOther observed source2.33%31298
#59 of 224Salesforce.comsalesforce.comVendor-owned source2.33%31298
#60 of 224Skyvia.comskyvia.comVendor-owned source2.33%31298
#61 of 224Usercentrics.comusercentrics.comOther observed source2.33%31298
#62 of 224Wysera.aiwysera.aiOther observed source2.33%31298
#63 of 224Zoominfo.comzoominfo.comMarket and company database2.33%31298
#64 of 224Aerospike.comaerospike.comVendor-owned source1.55%21298
#65 of 224Airbyte.comairbyte.comOther observed source1.55%21298
#66 of 224Amperity.comamperity.comVendor-owned source1.55%21298
#67 of 224Amplemarket.comamplemarket.comOther observed source1.55%21298
#68 of 224Arcalea.comarcalea.comOther observed source1.55%21298
#69 of 224Berrycoders.comberrycoders.comOther observed source1.55%21298
#70 of 224Bestwebsite.bizbestwebsite.bizOther observed source1.55%21298
#71 of 224Blueconic.comblueconic.comVendor-owned source1.55%21298
#72 of 224Branch.iobranch.ioOther observed source1.55%21298
#73 of 224Brandmovers.co.ukbrandmovers.co.ukOther observed source1.55%21298
#74 of 224Brevo.combrevo.comOther observed source1.55%21298
#75 of 224Capgemini.comcapgemini.comAnalyst and consulting research1.55%21298
#76 of 224Connectionmodel.comconnectionmodel.comOther observed source1.55%21298
#77 of 224Cxl.comcxl.comOther observed source1.55%21298
#78 of 224Dataflysignal.comdataflysignal.comOther observed source1.55%21298
#79 of 224Destm.comdestm.comOther observed source1.55%21298
#80 of 224Domo.comdomo.comOther observed source1.55%21298
#81 of 224Futuremartech.aifuturemartech.aiOther observed source1.55%21298
#82 of 224Fyisolutions.comfyisolutions.comOther observed source1.55%21298
#83 of 224G2g2.comMarket and company database1.55%21298
#84 of 224Getreditus.progetreditus.proOther observed source1.55%21298
#85 of 224Gleantap.comgleantap.comVendor-owned source1.55%21298
#86 of 224Hightouch.comhightouch.comVendor-owned source1.55%21298
#87 of 224Hockeystack.comhockeystack.comVendor-owned source1.55%21298
#88 of 224Integrate.comintegrate.comOther observed source1.55%21298
#89 of 224Kbr.agencykbr.agencyOther observed source1.55%21298
#90 of 224Knock.appknock.appOther observed source1.55%21298
#91 of 224Knowledgelib.ioknowledgelib.ioOther observed source1.55%21298
#92 of 224Liveramp.comliveramp.comOther observed source1.55%21298
#93 of 224Llmrefs.comllmrefs.comOther observed source1.55%21298
#94 of 224MarTechmartech.orgEditorial publication1.55%21298
#95 of 224Matomo.orgmatomo.orgOther observed source1.55%21298
#96 of 224Monday.commonday.comVendor-owned source1.55%21298
#97 of 224N3hub.comn3hub.comOther observed source1.55%21298
#98 of 224Netguru.comnetguru.comOther observed source1.55%21298
#99 of 224Oktopost.comoktopost.comOther observed source1.55%21298
#100 of 224Outreach.aioutreach.aiVendor-owned source1.55%21298

Showing the first 100 rows from 224 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Martech & Advertising / How buyers choose: 224 observed source domains in the leaderboard, measured on 129 observed runs across 8 distinct run dates, 2026-05-10 to 2026-11-02. Release mri_score_v2.1+2026-11-02+f9aaeca0db15. https://machinerelations.ai/index/categories/martech-advertising/how_choose. CC BY 4.0.
APA
Parrott, J. (2026). Martech & Advertising / How buyers choose in the Machine Relations Index (Version mri_score_v2.1+2026-11-02+f9aaeca0db15) [Data set]. Machine Relations Research. https://machinerelations.ai/index/categories/martech-advertising/how_choose https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mrimartechadvertisinghowchoose,
  author = {Parrott, Jaxon},
  title = {Martech \& Advertising / How buyers choose 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/martech-advertising/how_choose},
  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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