Published segment leaderboard

Martech & Advertising: Problem-first research in the Machine Relations Index

This leaderboard uses only the Martech & Advertising / Problem-first research segment denominator: 131 observed answer runs across 8 dates.

Markdown Public JSON Release manifest

StatePublished

Evidence floor met in this release.

Observed runs131

Segment-specific denominator. Not the overall domain denominator.

Run dates8

Release floor: 7 dates.

Observed domains256

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 256	Cometly.comcometly.com	Vendor-owned source	12.21%	16	131	8
#2 of 256	Braze.combraze.com	Other observed source	7.63%	10	131	8
#3 of 256	Deployteq.comdeployteq.com	Other observed source	6.87%	9	131	8
#4 of 256	Clickpatrol.comclickpatrol.com	Other observed source	6.11%	8	131	8
#5 of 256	Outreach.aioutreach.ai	Vendor-owned source	5.34%	7	131	8
#6 of 256	Bird.combird.com	Other observed source	4.58%	6	131	8
#7 of 256	Cartboss.iocartboss.io	Other observed source	4.58%	6	131	8
#8 of 256	Cdp.comcdp.com	Vendor-owned source	4.58%	6	131	8
#9 of 256	Factors.aifactors.ai	Vendor-owned source	4.58%	6	131	8
#10 of 256	Hull.iohull.io	Vendor-owned source	4.58%	6	131	8
#11 of 256	Adobe.comadobe.com	Vendor-owned source	3.82%	5	131	8
#12 of 256	Adstellar.aiadstellar.ai	Other observed source	3.82%	5	131	8
#13 of 256	Appsflyer.comappsflyer.com	Other observed source	3.82%	5	131	8
#14 of 256	Calc4marketers.comcalc4marketers.com	Other observed source	3.82%	5	131	8
#15 of 256	Clicksgeek.comclicksgeek.com	Other observed source	3.82%	5	131	8
#16 of 256	Count.cocount.co	Other observed source	3.82%	5	131	8
#17 of 256	Lumenalta.comlumenalta.com	Other observed source	3.82%	5	131	8
#18 of 256	Nvecta.comnvecta.com	Vendor-owned source	3.82%	5	131	8
#19 of 256	Pedowitzgroup.compedowitzgroup.com	Other observed source	3.82%	5	131	8
#20 of 256	Visitorinsites.comvisitorinsites.com	Other observed source	3.82%	5	131	8
#21 of 256	YouTubeyoutube.com	Search or media platform	3.82%	5	131	8
#22 of 256	Appseconnect.comappseconnect.com	Other observed source	3.05%	4	131	8
#23 of 256	Iceweb.comiceweb.com	Other observed source	3.05%	4	131	8
#24 of 256	Improvado.ioimprovado.io	Vendor-owned source	3.05%	4	131	8
#25 of 256	Keboola.comkeboola.com	Other observed source	3.05%	4	131	8
#26 of 256	Leadenforce.comleadenforce.com	Other observed source	3.05%	4	131	8
#27 of 256	LinkedInlinkedin.com	Community and social platform	3.05%	4	131	8
#28 of 256	Orbee.comorbee.com	Vendor-owned source	3.05%	4	131	8
#29 of 256	Rankworks.comrankworks.com	Search or media platform	3.05%	4	131	8
#30 of 256	Redpointglobal.comredpointglobal.com	Other observed source	3.05%	4	131	8
#31 of 256	Rework.comrework.com	Other observed source	3.05%	4	131	8
#32 of 256	Rox.comrox.com	Other observed source	3.05%	4	131	8
#33 of 256	Tenonhq.comtenonhq.com	Other observed source	3.05%	4	131	8
#34 of 256	Twilio.comtwilio.com	Other observed source	3.05%	4	131	8
#35 of 256	Adsx.comadsx.com	Market and company database	2.29%	3	131	8
#36 of 256	Alltomate.comalltomate.com	Other observed source	2.29%	3	131	8
#37 of 256	Beemdata.combeemdata.com	Vendor-owned source	2.29%	3	131	8
#38 of 256	Confect.ioconfect.io	Other observed source	2.29%	3	131	8
#39 of 256	Customer.iocustomer.io	Other observed source	2.29%	3	131	8
#40 of 256	Dqe.techdqe.tech	Other observed source	2.29%	3	131	8
#41 of 256	Expandi.ioexpandi.io	Other observed source	2.29%	3	131	8
#42 of 256	Fullcontact.comfullcontact.com	Other observed source	2.29%	3	131	8
#43 of 256	Funnelytics.iofunnelytics.io	Other observed source	2.29%	3	131	8
#44 of 256	Hightouch.comhightouch.com	Vendor-owned source	2.29%	3	131	8
#45 of 256	Hubxio.comhubxio.com	Vendor-owned source	2.29%	3	131	8
#46 of 256	Hurree.cohurree.co	Other observed source	2.29%	3	131	8
#47 of 256	Hyperfx.aihyperfx.ai	Other observed source	2.29%	3	131	8
#48 of 256	Indiatimesindiatimes.com	Editorial publication	2.29%	3	131	8
#49 of 256	Keepersdigital.comkeepersdigital.com	Other observed source	2.29%	3	131	8
#50 of 256	Markturbo.commarkturbo.com	Other observed source	2.29%	3	131	8
#51 of 256	Martal.camartal.ca	Other observed source	2.29%	3	131	8
#52 of 256	Only-b2b.comonly-b2b.com	Other observed source	2.29%	3	131	8
#53 of 256	Openprisetech.comopenprisetech.com	Other observed source	2.29%	3	131	8
#54 of 256	Redditreddit.com	Community and social platform	2.29%	3	131	8
#55 of 256	Salesforce.comsalesforce.com	Vendor-owned source	2.29%	3	131	8
#56 of 256	Shopline.comshopline.com	Other observed source	2.29%	3	131	8
#57 of 256	Slack.comslack.com	Other observed source	2.29%	3	131	8
#58 of 256	Tilores.iotilores.io	Other observed source	2.29%	3	131	8
#59 of 256	Tomba.iotomba.io	Other observed source	2.29%	3	131	8
#60 of 256	Typeform.comtypeform.com	Other observed source	2.29%	3	131	8
#61 of 256	Visilead.covisilead.co	Other observed source	2.29%	3	131	8
#62 of 256	Zoominfo.comzoominfo.com	Market and company database	2.29%	3	131	8
#63 of 256	Acoustic.comacoustic.com	Other observed source	1.53%	2	131	8
#64 of 256	Amaphoenix.orgamaphoenix.org	Other observed source	1.53%	2	131	8
#65 of 256	Appmaster.ioappmaster.io	Other observed source	1.53%	2	131	8
#66 of 256	Azariangrowthagency.comazariangrowthagency.com	Other observed source	1.53%	2	131	8
#67 of 256	Beeonline.co.inbeeonline.co.in	Other observed source	1.53%	2	131	8
#68 of 256	Bestever.aibestever.ai	Other observed source	1.53%	2	131	8
#69 of 256	Blobr.ioblobr.io	Other observed source	1.53%	2	131	8
#70 of 256	Blueconic.comblueconic.com	Vendor-owned source	1.53%	2	131	8
#71 of 256	Campaignasia.comcampaignasia.com	Other observed source	1.53%	2	131	8
#72 of 256	Databox.comdatabox.com	Other observed source	1.53%	2	131	8
#73 of 256	Demandbase.comdemandbase.com	Vendor-owned source	1.53%	2	131	8
#74 of 256	Demandzen.comdemandzen.com	Other observed source	1.53%	2	131	8
#75 of 256	Digital Journaldigitaljournal.com	Editorial publication	1.53%	2	131	8
#76 of 256	Digitalremedy.comdigitalremedy.com	Other observed source	1.53%	2	131	8
#77 of 256	Directiveconsulting.comdirectiveconsulting.com	Other observed source	1.53%	2	131	8
#78 of 256	Dwmedia.comdwmedia.com	Other observed source	1.53%	2	131	8
#79 of 256	Emaillistvalidation.comemaillistvalidation.com	Other observed source	1.53%	2	131	8
#80 of 256	Experian.comexperian.com	Vendor-owned source	1.53%	2	131	8
#81 of 256	Gaconnector.comgaconnector.com	Other observed source	1.53%	2	131	8
#82 of 256	Gladly.aigladly.ai	Other observed source	1.53%	2	131	8
#83 of 256	Gofishdigital.comgofishdigital.com	Other observed source	1.53%	2	131	8
#84 of 256	Hustlemarketers.comhustlemarketers.com	Editorial publication	1.53%	2	131	8
#85 of 256	Lead-spot.netlead-spot.net	Other observed source	1.53%	2	131	8
#86 of 256	Lucidlyhq.comlucidlyhq.com	Other observed source	1.53%	2	131	8
#87 of 256	MediaNews4Umedianews4u.com	Other observed source	1.53%	2	131	8
#88 of 256	Mv3marketing.commv3marketing.com	Other observed source	1.53%	2	131	8
#89 of 256	Nine.amnine.am	Other observed source	1.53%	2	131	8
#90 of 256	Oracle.comoracle.com	Vendor-owned source	1.53%	2	131	8
#91 of 256	Osmos.aiosmos.ai	Other observed source	1.53%	2	131	8
#92 of 256	Petavue.competavue.com	Other observed source	1.53%	2	131	8
#93 of 256	Powerpatent.compowerpatent.com	Other observed source	1.53%	2	131	8
#94 of 256	Pump.copump.co	Vendor-owned source	1.53%	2	131	8
#95 of 256	Salesmotion.iosalesmotion.io	Vendor-owned source	1.53%	2	131	8
#96 of 256	Seroundtable.comseroundtable.com	Community and social platform	1.53%	2	131	8
#97 of 256	Shopify.comshopify.com	Other observed source	1.53%	2	131	8
#98 of 256	Simplywall.stsimplywall.st	Other observed source	1.53%	2	131	8
#99 of 256	SourceForgesourceforge.net	Market and company database	1.53%	2	131	8
#100 of 256	Spaceads.agencyspaceads.agency	Other observed source	1.53%	2	131	8

Showing the first 100 rows from 256 observed domains.

Cite this

Citation

Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Martech & Advertising / Problem-first research: 256 observed source domains in the leaderboard, measured on 131 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/problem_first. CC BY 4.0.

APA

Parrott, J. (2026). Martech & Advertising / 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/martech-advertising/problem_first https://doi.org/10.5281/zenodo.23652423

BibTeX

@misc{parrott2026mrimartechadvertisingproblemfirst,
  author = {Parrott, Jaxon},
  title = {Martech \& Advertising / 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/martech-advertising/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.

Martech & Advertising: Problem-first research in the Machine Relations Index

Segment-specific cited sources

What this segment measures

Check how AI systems cite your brand.