Evidence floor met in this release.
Published segment leaderboard
Martech & Advertising: Comparisons in the Machine Relations Index
This leaderboard uses only the Martech & Advertising / Comparisons segment denominator: 100 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 |
|---|---|---|---|---|---|---|
| #1 of 162 | Cdp.comcdp.com | Vendor-owned source | 28.00% | 28 | 100 | 7 |
| #2 of 162 | Nvecta.comnvecta.com | Vendor-owned source | 16.00% | 16 | 100 | 7 |
| #3 of 162 | Fivetran.comfivetran.com | Other observed source | 12.00% | 12 | 100 | 7 |
| #4 of 162 | Blueshift.comblueshift.com | Other observed source | 11.00% | 11 | 100 | 7 |
| #5 of 162 | G2g2.com | Market and company database | 9.00% | 9 | 100 | 7 |
| #6 of 162 | Insider Oneinsiderone.com | Vendor-owned source | 9.00% | 9 | 100 | 7 |
| #7 of 162 | Klaviyo.comklaviyo.com | Other observed source | 9.00% | 9 | 100 | 7 |
| #8 of 162 | Adlibrary.comadlibrary.com | Other observed source | 7.00% | 7 | 100 | 7 |
| #9 of 162 | Segwise.aisegwise.ai | Other observed source | 7.00% | 7 | 100 | 7 |
| #10 of 162 | Themarketingagency.cathemarketingagency.ca | Vendor-owned source | 7.00% | 7 | 100 | 7 |
| #11 of 162 | YouTubeyoutube.com | Search or media platform | 7.00% | 7 | 100 | 7 |
| #12 of 162 | Airbyte.comairbyte.com | Other observed source | 6.00% | 6 | 100 | 7 |
| #13 of 162 | Jellyreach.comjellyreach.com | Other observed source | 6.00% | 6 | 100 | 7 |
| #14 of 162 | Mailercloud.commailercloud.com | Vendor-owned source | 6.00% | 6 | 100 | 7 |
| #15 of 162 | Sendpulse.comsendpulse.com | Vendor-owned source | 6.00% | 6 | 100 | 7 |
| #16 of 162 | Stackmatix.comstackmatix.com | Other observed source | 6.00% | 6 | 100 | 7 |
| #17 of 162 | Adblueprint.appadblueprint.app | Other observed source | 5.00% | 5 | 100 | 7 |
| #18 of 162 | Attnagency.comattnagency.com | Other observed source | 5.00% | 5 | 100 | 7 |
| #19 of 162 | Enchantagency.comenchantagency.com | Other observed source | 5.00% | 5 | 100 | 7 |
| #20 of 162 | Flighted.coflighted.co | Vendor-owned source | 5.00% | 5 | 100 | 7 |
| #21 of 162 | Improvado.ioimprovado.io | Vendor-owned source | 5.00% | 5 | 100 | 7 |
| #22 of 162 | MarTechmartech.org | Editorial publication | 5.00% | 5 | 100 | 7 |
| #23 of 162 | Mhigrowthengine.commhigrowthengine.com | Other observed source | 5.00% | 5 | 100 | 7 |
| #24 of 162 | Nofluffadvisory.comnofluffadvisory.com | Vendor-owned source | 5.00% | 5 | 100 | 7 |
| #25 of 162 | Omnisend.comomnisend.com | Vendor-owned source | 5.00% | 5 | 100 | 7 |
| #26 of 162 | Rework.comrework.com | Other observed source | 5.00% | 5 | 100 | 7 |
| #27 of 162 | Rudderstack.comrudderstack.com | Other observed source | 5.00% | 5 | 100 | 7 |
| #28 of 162 | Admanage.aiadmanage.ai | Other observed source | 4.00% | 4 | 100 | 7 |
| #29 of 162 | Atlan.comatlan.com | Vendor-owned source | 4.00% | 4 | 100 | 7 |
| #30 of 162 | Customer.iocustomer.io | Other observed source | 4.00% | 4 | 100 | 7 |
| #31 of 162 | Digitalapplied.comdigitalapplied.com | Vendor-owned source | 4.00% | 4 | 100 | 7 |
| #32 of 162 | Hightouch.comhightouch.com | Vendor-owned source | 4.00% | 4 | 100 | 7 |
| #33 of 162 | Houseofmartech.comhouseofmartech.com | Other observed source | 4.00% | 4 | 100 | 7 |
| #34 of 162 | Merkle.commerkle.com | Other observed source | 4.00% | 4 | 100 | 7 |
| #35 of 162 | Moosend.commoosend.com | Other observed source | 4.00% | 4 | 100 | 7 |
| #36 of 162 | R-advertising.comr-advertising.com | Other observed source | 4.00% | 4 | 100 | 7 |
| #37 of 162 | Zapier.comzapier.com | Vendor-owned source | 4.00% | 4 | 100 | 7 |
| #38 of 162 | Boomi.comboomi.com | Other observed source | 3.00% | 3 | 100 | 7 |
| #39 of 162 | Domo.comdomo.com | Other observed source | 3.00% | 3 | 100 | 7 |
| #40 of 162 | Ecirql.comecirql.com | Other observed source | 3.00% | 3 | 100 | 7 |
| #41 of 162 | Emailtooltester.comemailtooltester.com | Other observed source | 3.00% | 3 | 100 | 7 |
| #42 of 162 | Finantrix.comfinantrix.com | Other observed source | 3.00% | 3 | 100 | 7 |
| #43 of 162 | Horizonlabs.com.auhorizonlabs.com.au | Other observed source | 3.00% | 3 | 100 | 7 |
| #44 of 162 | Integrate.iointegrate.io | Other observed source | 3.00% | 3 | 100 | 7 |
| #45 of 162 | Media Strategy Labmediastrategylab.com | Other observed source | 3.00% | 3 | 100 | 7 |
| #46 of 162 | PostHogposthog.com | Other observed source | 3.00% | 3 | 100 | 7 |
| #47 of 162 | Skitrate.comskitrate.com | Other observed source | 3.00% | 3 | 100 | 7 |
| #48 of 162 | TechRadartechradar.com | Editorial publication | 3.00% | 3 | 100 | 7 |
| #49 of 162 | Twilio.comtwilio.com | Other observed source | 3.00% | 3 | 100 | 7 |
| #50 of 162 | Yespo.ioyespo.io | Other observed source | 3.00% | 3 | 100 | 7 |
| #51 of 162 | 20northmarketing.com20northmarketing.com | Other observed source | 2.00% | 2 | 100 | 7 |
| #52 of 162 | Adobe.comadobe.com | Vendor-owned source | 2.00% | 2 | 100 | 7 |
| #53 of 162 | Adstellar.aiadstellar.ai | Other observed source | 2.00% | 2 | 100 | 7 |
| #54 of 162 | Bsandco.usbsandco.us | Other observed source | 2.00% | 2 | 100 | 7 |
| #55 of 162 | Campaigner.comcampaigner.com | Other observed source | 2.00% | 2 | 100 | 7 |
| #56 of 162 | Cdpinstitute.orgcdpinstitute.org | Market and company database | 2.00% | 2 | 100 | 7 |
| #57 of 162 | Ciopages.comciopages.com | Other observed source | 2.00% | 2 | 100 | 7 |
| #58 of 162 | Codecrew.uscodecrew.us | Other observed source | 2.00% | 2 | 100 | 7 |
| #59 of 162 | Creatify.aicreatify.ai | Other observed source | 2.00% | 2 | 100 | 7 |
| #60 of 162 | Devopsschool.comdevopsschool.com | Other observed source | 2.00% | 2 | 100 | 7 |
| #61 of 162 | Drip.comdrip.com | Other observed source | 2.00% | 2 | 100 | 7 |
| #62 of 162 | Ecommerceparadise.comecommerceparadise.com | Other observed source | 2.00% | 2 | 100 | 7 |
| #63 of 162 | Firsthive.comfirsthive.com | Other observed source | 2.00% | 2 | 100 | 7 |
| #64 of 162 | Funnel.iofunnel.io | Other observed source | 2.00% | 2 | 100 | 7 |
| #65 of 162 | Getvero.comgetvero.com | Other observed source | 2.00% | 2 | 100 | 7 |
| #66 of 162 | Growthloop.comgrowthloop.com | Other observed source | 2.00% | 2 | 100 | 7 |
| #67 of 162 | Hubspotusercontent-na2.nethubspotusercontent-na2.net | Other observed source | 2.00% | 2 | 100 | 7 |
| #68 of 162 | Liveramp.comliveramp.com | Other observed source | 2.00% | 2 | 100 | 7 |
| #69 of 162 | Lumusconsulting.comlumusconsulting.com | Other observed source | 2.00% | 2 | 100 | 7 |
| #70 of 162 | Mailchimp.commailchimp.com | Vendor-owned source | 2.00% | 2 | 100 | 7 |
| #71 of 162 | Maple Media Groupmaplemediagroup.co.uk | Other observed source | 2.00% | 2 | 100 | 7 |
| #72 of 162 | Marketing-sync.commarketing-sync.com | Other observed source | 2.00% | 2 | 100 | 7 |
| #73 of 162 | Mediovsky.commediovsky.com | Other observed source | 2.00% | 2 | 100 | 7 |
| #74 of 162 | Netmera.comnetmera.com | Vendor-owned source | 2.00% | 2 | 100 | 7 |
| #75 of 162 | Polaranalytics.compolaranalytics.com | Other observed source | 2.00% | 2 | 100 | 7 |
| #76 of 162 | Portable.ioportable.io | Other observed source | 2.00% | 2 | 100 | 7 |
| #77 of 162 | Sapun.com.npsapun.com.np | Other observed source | 2.00% | 2 | 100 | 7 |
| #78 of 162 | Shopify.comshopify.com | Other observed source | 2.00% | 2 | 100 | 7 |
| #79 of 162 | Skyvia.comskyvia.com | Vendor-owned source | 2.00% | 2 | 100 | 7 |
| #80 of 162 | Solvingdynamics365.comsolvingdynamics365.com | Other observed source | 2.00% | 2 | 100 | 7 |
| #81 of 162 | Spectraglobal.techspectraglobal.tech | Other observed source | 2.00% | 2 | 100 | 7 |
| #82 of 162 | Stephenellul.costephenellul.co | Other observed source | 2.00% | 2 | 100 | 7 |
| #83 of 162 | Tatacommunications.comtatacommunications.com | Other observed source | 2.00% | 2 | 100 | 7 |
| #84 of 162 | Tiktok.comtiktok.com | Other observed source | 2.00% | 2 | 100 | 7 |
| #85 of 162 | Trackraptor.comtrackraptor.com | Other observed source | 2.00% | 2 | 100 | 7 |
| #86 of 162 | Treasure.aitreasure.ai | Other observed source | 2.00% | 2 | 100 | 7 |
| #87 of 162 | Tribe.studiotribe.studio | Other observed source | 2.00% | 2 | 100 | 7 |
| #88 of 162 | Zipdo.cozipdo.co | Analyst and consulting research | 2.00% | 2 | 100 | 7 |
| #89 of 162 | 6sense.com6sense.com | Vendor-owned source | 1.00% | 1 | 100 | 7 |
| #90 of 162 | Aboutmartech.comaboutmartech.com | Other observed source | 1.00% | 1 | 100 | 7 |
| #91 of 162 | Adage.comadage.com | Other observed source | 1.00% | 1 | 100 | 7 |
| #92 of 162 | Adrate.ioadrate.io | Other observed source | 1.00% | 1 | 100 | 7 |
| #93 of 162 | AI:PRODUCTIVITYaiproductivity.ai | Editorial publication | 1.00% | 1 | 100 | 7 |
| #94 of 162 | Analyticahouse.comanalyticahouse.com | Other observed source | 1.00% | 1 | 100 | 7 |
| #95 of 162 | Astera.comastera.com | Other observed source | 1.00% | 1 | 100 | 7 |
| #96 of 162 | Barchartbarchart.com | Vendor-owned source | 1.00% | 1 | 100 | 7 |
| #97 of 162 | Barhammarketing.combarhammarketing.com | Other observed source | 1.00% | 1 | 100 | 7 |
| #98 of 162 | Bestever.aibestever.ai | Other observed source | 1.00% | 1 | 100 | 7 |
| #99 of 162 | Bles-software.combles-software.com | Other observed source | 1.00% | 1 | 100 | 7 |
| #100 of 162 | Calibermind.comcalibermind.com | Other observed source | 1.00% | 1 | 100 | 7 |
Showing the first 100 rows from 162 observed domains.
Cite this
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Martech & Advertising / Comparisons: 162 observed source domains in the leaderboard, measured on 100 observed runs across 7 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/x_vs_y. CC BY 4.0.Parrott, J. (2026). Martech & Advertising / Comparisons 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/x_vs_y https://doi.org/10.5281/zenodo.23652423@misc{parrott2026mrimartechadvertisingxvsy,
author = {Parrott, Jaxon},
title = {Martech \& Advertising / Comparisons 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/x_vs_y},
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.