Cybersecurity

Published segment leaderboard

Cybersecurity: How buyers choose in the Machine Relations Index

This leaderboard uses only the Cybersecurity / How buyers choose segment denominator: 277 observed answer runs across 12 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs277

Segment-specific denominator. Not the overall domain denominator.

Run dates12

Release floor: 7 dates.

Observed domains434

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 434Microsoft.commicrosoft.comVendor-owned source18.05%5027712
#2 of 434Expel.comexpel.comOther observed source11.19%3127712
#3 of 434Kaseya.comkaseya.comOther observed source10.83%3027712
#4 of 434Jumpcloud.comjumpcloud.comOther observed source9.75%2727712
#5 of 434Soc2auditors.orgsoc2auditors.orgOther observed source9.75%2727712
#6 of 434Cynet.comcynet.comVendor-owned source9.39%2627712
#7 of 434Redditreddit.comCommunity and social platform9.39%2627712
#8 of 434Sentinelone.comsentinelone.comVendor-owned source7.94%2227712
#9 of 434N-able.comn-able.comOther observed source7.22%2027712
#10 of 434TechTargettechtarget.comEditorial publication6.50%1827712
#11 of 434Defysecurity.comdefysecurity.comOther observed source6.14%1727712
#12 of 434Corma.iocorma.ioOther observed source5.42%1527712
#13 of 434Nhimg.orgnhimg.orgOther observed source5.42%1527712
#14 of 434Scrut.ioscrut.ioOther observed source5.42%1527712
#15 of 434G2g2.comMarket and company database5.05%1427712
#16 of 434Scalefusion.comscalefusion.comOther observed source5.05%1427712
#17 of 434Expert Insightsexpertinsights.comEditorial publication4.69%1327712
#18 of 434Linfordco.comlinfordco.comOther observed source4.69%1327712
#19 of 434Secure.comsecure.comOther observed source4.69%1327712
#20 of 434YouTubeyoutube.comSearch or media platform4.69%1327712
#21 of 434Censinet.comcensinet.comOther observed source4.33%1227712
#22 of 434Majorkeytech.commajorkeytech.comOther observed source4.33%1227712
#23 of 434SC Mediascworld.comEditorial publication4.33%1227712
#24 of 434Startwithidentity.comstartwithidentity.comOther observed source4.33%1227712
#25 of 434Fortinet.comfortinet.comVendor-owned source3.97%1127712
#26 of 434Hicomply.comhicomply.comVendor-owned source3.97%1127712
#27 of 434Vanta.comvanta.comOther observed source3.97%1127712
#28 of 434Wiz.iowiz.ioVendor-owned source3.97%1127712
#29 of 434Amazon.comamazon.comOther observed source3.61%1027712
#30 of 434Brightdefense.combrightdefense.comOther observed source3.61%1027712
#31 of 434Descope.comdescope.comOther observed source3.61%1027712
#32 of 434Github.comgithub.comCommunity and social platform3.61%1027712
#33 of 434Mediummedium.comCommunity and social platform3.61%1027712
#34 of 434Ory.comory.comOther observed source3.61%1027712
#35 of 434Pingidentity.compingidentity.comMarket and company database3.61%1027712
#36 of 434Rapid7.comrapid7.comVendor-owned source3.61%1027712
#37 of 434Siit.iosiit.ioOther observed source3.61%1027712
#38 of 434Sprinto.comsprinto.comOther observed source3.61%1027712
#39 of 434Uberether.comuberether.comOther observed source3.61%1027712
#40 of 434Underdefense.comunderdefense.comOther observed source3.61%1027712
#41 of 434Cyberdefenders.orgcyberdefenders.orgOther observed source3.25%927712
#42 of 434Eset.comeset.comOther observed source3.25%927712
#43 of 434Idmworks.comidmworks.comOther observed source3.25%927712
#44 of 434LinkedInlinkedin.comCommunity and social platform3.25%927712
#45 of 434Okta.comokta.comOther observed source3.25%927712
#46 of 434Secureframe.comsecureframe.comOther observed source3.25%927712
#47 of 434Airmdr.comairmdr.comOther observed source2.89%827712
#48 of 434Authio.comauthio.comOther observed source2.89%827712
#49 of 434Cerbos.devcerbos.devOther observed source2.89%827712
#50 of 434Infisign.aiinfisign.aiOther observed source2.89%827712
#51 of 434Isms.onlineisms.onlineOther observed source2.89%827712
#52 of 434Sisa.aisisa.aiOther observed source2.89%827712
#53 of 434Supertokens.comsupertokens.comOther observed source2.89%827712
#54 of 434Vectra.aivectra.aiVendor-owned source2.89%827712
#55 of 434Avatier.comavatier.comOther observed source2.53%727712
#56 of 434Complyjet.comcomplyjet.comVendor-owned source2.53%727712
#57 of 434Guptadeepak.comguptadeepak.comOther observed source2.53%727712
#58 of 434Oloid.comoloid.comOther observed source2.53%727712
#59 of 434Soc2-auditors.comsoc2-auditors.comOther observed source2.53%727712
#60 of 434Workos.comworkos.comOther observed source2.53%727712
#61 of 434Bitdefender.combitdefender.comOther observed source2.17%627712
#62 of 434Everykey.comeverykey.comOther observed source2.17%627712
#63 of 434Gwcnetworks.comgwcnetworks.comOther observed source2.17%627712
#64 of 434LegalClaritylegalclarity.orgEditorial publication2.17%627712
#65 of 434Meriplex.commeriplex.comOther observed source2.17%627712
#66 of 434Nocdoc.comnocdoc.comOther observed source2.17%627712
#67 of 434Optro.aioptro.aiOther observed source2.17%627712
#68 of 434Paloaltonetworks.compaloaltonetworks.comVendor-owned source2.17%627712
#69 of 434Qapiplus.comqapiplus.comOther observed source2.17%627712
#70 of 434Secureauth.comsecureauth.comVendor-owned source2.17%627712
#71 of 434Technologymatch.comtechnologymatch.comOther observed source2.17%627712
#72 of 434Authentrend.comauthentrend.comOther observed source1.81%527712
#73 of 434C1.aic1.aiVendor-owned source1.81%527712
#74 of 434Cast.aicast.aiOther observed source1.81%527712
#75 of 434Cyber Security Newscybersecuritynews.comEditorial publication1.81%527712
#76 of 434Daylight.aidaylight.aiOther observed source1.81%527712
#77 of 434Drata.comdrata.comOther observed source1.81%527712
#78 of 434Erdalozkaya.comerdalozkaya.comOther observed source1.81%527712
#79 of 434Expertchoice.comexpertchoice.comOther observed source1.81%527712
#80 of 434Idsync.comidsync.comOther observed source1.81%527712
#81 of 434Netwrix.comnetwrix.comOther observed source1.81%527712
#82 of 434Ratemysoc.comratemysoc.comOther observed source1.81%527712
#83 of 434Splashtop.comsplashtop.comOther observed source1.81%527712
#84 of 434Thoughtwavesoft.comthoughtwavesoft.comAnalyst and consulting research1.81%527712
#85 of 434Univention.comunivention.comOther observed source1.81%527712
#86 of 434Viewpointanalysis.comviewpointanalysis.comMarket and company database1.81%527712
#87 of 434Wolterskluwer.comwolterskluwer.comVendor-owned source1.81%527712
#88 of 434Youtube.com/@cloudeaglecommunityyoutube.com/@cloudeaglecommunityOther observed source1.81%527712
#89 of 434Zipsec.comzipsec.comOther observed source1.81%527712
#90 of 434Aicpa-cima.comaicpa-cima.comOther observed source1.44%427712
#91 of 434Blackpointcyber.comblackpointcyber.comOther observed source1.44%427712
#92 of 434Cayosoft.comcayosoft.comOther observed source1.44%427712
#93 of 434Ciopages.comciopages.comOther observed source1.44%427712
#94 of 434Coherence.uscoherence.usOther observed source1.44%427712
#95 of 434Curity.iocurity.ioOther observed source1.44%427712
#96 of 434Cybermarkagency.comcybermarkagency.comOther observed source1.44%427712
#97 of 434Cyberstash.comcyberstash.comVendor-owned source1.44%427712
#98 of 434Forenova.comforenova.comOther observed source1.44%427712
#99 of 434Hypr.comhypr.comOther observed source1.44%427712
#100 of 434Infoservetec.cominfoservetec.comOther observed source1.44%427712

Showing the first 100 rows from 434 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Cybersecurity / How buyers choose: 434 observed source domains in the leaderboard, measured on 277 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/cybersecurity/how_choose. CC BY 4.0.
APA
Parrott, J. (2026). Cybersecurity / 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/cybersecurity/how_choose https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mricybersecurityhowchoose,
  author = {Parrott, Jaxon},
  title = {Cybersecurity / 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/cybersecurity/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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