Cybersecurity

Published segment leaderboard

Cybersecurity: Comparisons in the Machine Relations Index

This leaderboard uses only the Cybersecurity / Comparisons segment denominator: 212 observed answer runs across 12 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs212

Segment-specific denominator. Not the overall domain denominator.

Run dates12

Release floor: 7 dates.

Observed domains272

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 272Vectra.aivectra.aiVendor-owned source25.47%5421212
#2 of 272Exabeam.comexabeam.comOther observed source21.23%4521212
#3 of 272Sentinelone.comsentinelone.comVendor-owned source21.23%4521212
#4 of 272Cynet.comcynet.comVendor-owned source16.98%3621212
#5 of 272Crowdstrike.comcrowdstrike.comVendor-owned source15.09%3221212
#6 of 272Paloaltonetworks.compaloaltonetworks.comVendor-owned source14.15%3021212
#7 of 272Decryption Digestdecryptiondigest.comOther observed source11.79%2521212
#8 of 272TechTargettechtarget.comEditorial publication11.79%2521212
#9 of 272Meriplex.commeriplex.comOther observed source11.32%2421212
#10 of 272Redditreddit.comCommunity and social platform10.85%2321212
#11 of 272Corelight.comcorelight.comOther observed source10.38%2221212
#12 of 272LinkedInlinkedin.comCommunity and social platform8.49%1821212
#13 of 272Secure.comsecure.comOther observed source8.49%1821212
#14 of 272YouTubeyoutube.comSearch or media platform8.49%1821212
#15 of 272Securityoperationscost.comsecurityoperationscost.comOther observed source7.55%1621212
#16 of 272Hughes.comhughes.comOther observed source7.08%1521212
#17 of 272Tech Insidertech-insider.orgEditorial publication7.08%1521212
#18 of 272Netwitness.comnetwitness.comOther observed source6.60%1421212
#19 of 272Stellarcyber.aistellarcyber.aiVendor-owned source6.60%1421212
#20 of 272Threater.comthreater.comOther observed source6.60%1421212
#21 of 272Cloud4c.comcloud4c.comOther observed source6.13%1321212
#22 of 272Heimdalsecurity.comheimdalsecurity.comVendor-owned source6.13%1321212
#23 of 272Manageengine.commanageengine.comOther observed source6.13%1321212
#24 of 272Cisco.comcisco.comOther observed source5.66%1221212
#25 of 272Huntress.comhuntress.comVendor-owned source5.66%1221212
#26 of 272Secureframe.comsecureframe.comOther observed source5.66%1221212
#27 of 272Corsicatech.comcorsicatech.comOther observed source5.19%1121212
#28 of 272Neweratech.comneweratech.comOther observed source5.19%1121212
#29 of 272Ninjaone.comninjaone.comOther observed source5.19%1121212
#30 of 272NIHnih.govAcademic and government source4.72%1021212
#31 of 272Cyberdefenders.orgcyberdefenders.orgOther observed source4.25%921212
#32 of 272Eset.comeset.comOther observed source4.25%921212
#33 of 272Extrahop.comextrahop.comOther observed source4.25%921212
#34 of 272Fortinet.comfortinet.comVendor-owned source4.25%921212
#35 of 272Shatteredshattered.ioEditorial publication4.25%921212
#36 of 272TechRepublictechrepublic.comEditorial publication4.25%921212
#37 of 272Zscaler.comzscaler.comVendor-owned source4.25%921212
#38 of 272Darktrace.comdarktrace.comVendor-owned source3.77%821212
#39 of 272Digitalhands.comdigitalhands.comVendor-owned source3.77%821212
#40 of 272Gbrands.comgbrands.comOther observed source3.77%821212
#41 of 272Inventivehq.cominventivehq.comOther observed source3.77%821212
#42 of 272Optiv.comoptiv.comAnalyst and consulting research3.77%821212
#43 of 272Accountablehq.comaccountablehq.comOther observed source3.30%721212
#44 of 272Cell.comcell.comOther observed source3.30%721212
#45 of 272Centraleyes.comcentraleyes.comVendor-owned source3.30%721212
#46 of 272Cloudtango.netcloudtango.netOther observed source3.30%721212
#47 of 272CrowdStrike Reviewscrowdstrikereviews.comOther observed source3.30%721212
#48 of 272Iplocation.netiplocation.netOther observed source3.30%721212
#49 of 272Msspproviders.iomsspproviders.ioOther observed source3.30%721212
#50 of 272Nhimg.orgnhimg.orgOther observed source3.30%721212
#51 of 272Peerspot.compeerspot.comMarket and company database3.30%721212
#52 of 272Splashtop.comsplashtop.comOther observed source3.30%721212
#53 of 272Stamus-networks.comstamus-networks.comAcademic and government source3.30%721212
#54 of 272Underdefense.comunderdefense.comOther observed source3.30%721212
#55 of 272Bridgeall.combridgeall.comOther observed source2.83%621212
#56 of 272Cyberstarit.comcyberstarit.comMarket and company database2.83%621212
#57 of 272Hexnode.comhexnode.comOther observed source2.83%621212
#58 of 272Msspsecurity.commsspsecurity.comOther observed source2.83%621212
#59 of 272Threatscoped.comthreatscoped.comOther observed source2.83%621212
#60 of 272Vaadata.comvaadata.comOther observed source2.83%621212
#61 of 272Akati.comakati.comOther observed source2.36%521212
#62 of 272Arxiv.orgarxiv.orgAcademic and government source2.36%521212
#63 of 272Brieflyn.combrieflyn.comOther observed source2.36%521212
#64 of 272Edr-telemetry.comedr-telemetry.comOther observed source2.36%521212
#65 of 272Katprotech.comkatprotech.comOther observed source2.36%521212
#66 of 272Nflo.technflo.techOther observed source2.36%521212
#67 of 272Sciencedirect.comsciencedirect.comAcademic and government source2.36%521212
#68 of 272Sybari.comsybari.comOther observed source2.36%521212
#69 of 272TechRadartechradar.comEditorial publication2.36%521212
#70 of 272Trellix.comtrellix.comOther observed source2.36%521212
#71 of 272Axiosaxios.comEditorial publication1.89%421212
#72 of 272Christian-schneider.netchristian-schneider.netOther observed source1.89%421212
#73 of 272Ciopages.comciopages.comOther observed source1.89%421212
#74 of 272Cipherssecurity.comcipherssecurity.comOther observed source1.89%421212
#75 of 272Cybersectools.comcybersectools.comOther observed source1.89%421212
#76 of 272Datamation.comdatamation.comEditorial publication1.89%421212
#77 of 272Dropzone.aidropzone.aiOther observed source1.89%421212
#78 of 272Elastic.coelastic.coOther observed source1.89%421212
#79 of 272Github.iogithub.ioOther observed source1.89%421212
#80 of 272Gritservices.aegritservices.aeOther observed source1.89%421212
#81 of 272Guardz.comguardz.comVendor-owned source1.89%421212
#82 of 272Industry-lens.comindustry-lens.comVendor-owned source1.89%421212
#83 of 272Jettbt.comjettbt.comOther observed source1.89%421212
#84 of 272LegalClaritylegalclarity.orgEditorial publication1.89%421212
#85 of 272Lumenit.calumenit.caOther observed source1.89%421212
#86 of 272Netally.comnetally.comOther observed source1.89%421212
#87 of 272Questo Mediaquesto.mediaAnalyst and consulting research1.89%421212
#88 of 272Spyhunter.comspyhunter.comOther observed source1.89%421212
#89 of 272Usenix.orgusenix.orgAcademic and government source1.89%421212
#90 of 272Vehere.comvehere.comOther observed source1.89%421212
#91 of 272Cyber Security Newscybersecuritynews.comEditorial publication1.42%321212
#92 of 272Cybersecuritysolutionsltd.comcybersecuritysolutionsltd.comOther observed source1.42%321212
#93 of 272Cybervendorguide.comcybervendorguide.comOther observed source1.42%321212
#94 of 272Ethicalhacking.aiethicalhacking.aiOther observed source1.42%321212
#95 of 272Ibm.comibm.comVendor-owned source1.42%321212
#96 of 272Ifeeltech.comifeeltech.comVendor-owned source1.42%321212
#97 of 272Kasperskydaily.comkasperskydaily.comOther observed source1.42%321212
#98 of 272Levelblue.comlevelblue.comOther observed source1.42%321212
#99 of 272Mediummedium.comCommunity and social platform1.42%321212
#100 of 272Microsoft.commicrosoft.comVendor-owned source1.42%321212

Showing the first 100 rows from 272 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Cybersecurity / Comparisons: 272 observed source domains in the leaderboard, measured on 212 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/x_vs_y. CC BY 4.0.
APA
Parrott, J. (2026). Cybersecurity / 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/cybersecurity/x_vs_y https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mricybersecurityxvsy,
  author = {Parrott, Jaxon},
  title = {Cybersecurity / 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/cybersecurity/x_vs_y},
  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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