AI Security & Privacy

Published segment leaderboard

AI Security & Privacy: How buyers choose in the Machine Relations Index

This leaderboard uses only the AI Security & Privacy / How buyers choose segment denominator: 294 observed answer runs across 13 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs294

Segment-specific denominator. Not the overall domain denominator.

Run dates13

Release floor: 7 dates.

Observed domains477

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 477Teramind.coteramind.coOther observed source18.71%5529413
#2 of 477Philterd.aiphilterd.aiOther observed source16.67%4929413
#3 of 477Arxiv.orgarxiv.orgAcademic and government source13.61%4029413
#4 of 477Strac.iostrac.ioVendor-owned source11.90%3529413
#5 of 477Aona.aiaona.aiOther observed source11.56%3429413
#6 of 477Microsoft.commicrosoft.comVendor-owned source10.88%3229413
#7 of 477Dope.securitydope.securityOther observed source9.86%2929413
#8 of 477Cyberhaven.comcyberhaven.comVendor-owned source9.18%2729413
#9 of 477Forcepoint.comforcepoint.comOther observed source9.18%2729413
#10 of 477YouTubeyoutube.comSearch or media platform9.18%2729413
#11 of 477Mindgard.aimindgard.aiVendor-owned source7.82%2329413
#12 of 477Nightfall.ainightfall.aiVendor-owned source7.82%2329413
#13 of 477Predictionguard.compredictionguard.comOther observed source7.82%2329413
#14 of 477Endpointprotector.comendpointprotector.comOther observed source6.80%2029413
#15 of 477Acronis.comacronis.comOther observed source6.46%1929413
#16 of 477Guardion.aiguardion.aiOther observed source6.46%1929413
#17 of 477Truefoundry.comtruefoundry.comVendor-owned source6.46%1929413
#18 of 477Deadsimplecomputing.co.ukdeadsimplecomputing.co.ukOther observed source6.12%1829413
#19 of 477Langprotect.comlangprotect.comVendor-owned source6.12%1829413
#20 of 477Paloaltonetworks.compaloaltonetworks.comVendor-owned source6.12%1829413
#21 of 477LinkedInlinkedin.comCommunity and social platform5.78%1729413
#22 of 477Mediummedium.comCommunity and social platform5.78%1729413
#23 of 477Proofpoint.comproofpoint.comOther observed source5.78%1729413
#24 of 477Redditreddit.comCommunity and social platform5.78%1729413
#25 of 477Grepture.comgrepture.comOther observed source5.44%1629413
#26 of 477Dev.todev.toCommunity and social platform5.10%1529413
#27 of 477Budecosystem.combudecosystem.comOther observed source4.76%1429413
#28 of 477Giskard.aigiskard.aiVendor-owned source4.76%1429413
#29 of 477Kiteworks.comkiteworks.comVendor-owned source4.76%1429413
#30 of 477Pasteproof.compasteproof.comOther observed source4.08%1229413
#31 of 477Zscaler.comzscaler.comVendor-owned source4.08%1229413
#32 of 477CYBER WOWcyberwow.comEditorial publication3.74%1129413
#33 of 477Github.comgithub.comCommunity and social platform3.74%1129413
#34 of 477Kavara.iokavara.ioOther observed source3.74%1129413
#35 of 477Venn.comvenn.comOther observed source3.74%1129413
#36 of 477Ibm.comibm.comVendor-owned source3.40%1029413
#37 of 477Intuitionlabs.aiintuitionlabs.aiVendor-owned source3.40%1029413
#38 of 477Itzal.aiitzal.aiOther observed source3.40%1029413
#39 of 477Nhimg.orgnhimg.orgOther observed source3.40%1029413
#40 of 477Orionsec.ioorionsec.ioVendor-owned source3.40%1029413
#41 of 477Trussed.aitrussed.aiOther observed source3.40%1029413
#42 of 477Business Wirebusinesswire.comWire and press-release distribution3.06%929413
#43 of 477Camotext.aicamotext.aiOther observed source3.06%929413
#44 of 477Edenai.coedenai.coOther observed source3.06%929413
#45 of 477Generalanalysis.comgeneralanalysis.comOther observed source3.06%929413
#46 of 477Ml6.euml6.euOther observed source3.06%929413
#47 of 477Promptfoo.devpromptfoo.devVendor-owned source3.06%929413
#48 of 477Tenlines.iotenlines.ioOther observed source3.06%929413
#49 of 477Wald.aiwald.aiOther observed source3.06%929413
#50 of 477Aidlppro.comaidlppro.comOther observed source2.72%829413
#51 of 477Aileakshield.comaileakshield.comOther observed source2.72%829413
#52 of 477Checkpoint.comcheckpoint.comVendor-owned source2.72%829413
#53 of 477Lakera.ailakera.aiVendor-owned source2.72%829413
#54 of 477Layerxsecurity.comlayerxsecurity.comOther observed source2.72%829413
#55 of 477Parse.glparse.glOther observed source2.72%829413
#56 of 477Safeguard.shsafeguard.shVendor-owned source2.72%829413
#57 of 477Tryaidr.comtryaidr.comOther observed source2.72%829413
#58 of 477Blacksight.aiblacksight.aiOther observed source2.38%729413
#59 of 477Deepinspect.aideepinspect.aiOther observed source2.38%729413
#60 of 477Libertylts.comlibertylts.comOther observed source2.38%729413
#61 of 477Mozilla.aimozilla.aiOther observed source2.38%729413
#62 of 477Nutrient.ionutrient.ioOther observed source2.38%729413
#63 of 477Adrisecurity.aiadrisecurity.aiOther observed source2.04%629413
#64 of 477Codeables.devcodeables.devCommunity and social platform2.04%629413
#65 of 477Concentric.aiconcentric.aiOther observed source2.04%629413
#66 of 477Coremanaged.comcoremanaged.comOther observed source2.04%629413
#67 of 477Coverity.aicoverity.aiVendor-owned source2.04%629413
#68 of 477Fiddler.aifiddler.aiOther observed source2.04%629413
#69 of 477Futureagi.comfutureagi.comOther observed source2.04%629413
#70 of 477Github.iogithub.ioOther observed source2.04%629413
#71 of 477Mlflow.orgmlflow.orgVendor-owned source2.04%629413
#72 of 477Redactor.comredactor.comVendor-owned source2.04%629413
#73 of 477Seraphicsecurity.comseraphicsecurity.comVendor-owned source2.04%629413
#74 of 477Specode.aispecode.aiOther observed source2.04%629413
#75 of 477Accountablehq.comaccountablehq.comOther observed source1.70%529413
#76 of 477Aclanthology.orgaclanthology.orgOther observed source1.70%529413
#77 of 477Aisecuritygateway.aiaisecuritygateway.aiOther observed source1.70%529413
#78 of 477Artificialanalysis.aiartificialanalysis.aiOther observed source1.70%529413
#79 of 477Currentware.comcurrentware.comOther observed source1.70%529413
#80 of 477Datastreamer.iodatastreamer.ioOther observed source1.70%529413
#81 of 477Jazz.securityjazz.securityOther observed source1.70%529413
#82 of 477Kitecyber.comkitecyber.comVendor-owned source1.70%529413
#83 of 477Praesidia.aipraesidia.aiOther observed source1.70%529413
#84 of 477Privacyfilter.runprivacyfilter.runOther observed source1.70%529413
#85 of 477Promptention.aipromptention.aiOther observed source1.70%529413
#86 of 477Qualys.comqualys.comVendor-owned source1.70%529413
#87 of 477Redactor.airedactor.aiOther observed source1.70%529413
#88 of 477Sentiguard.netsentiguard.netOther observed source1.70%529413
#89 of 477Snyk.iosnyk.ioVendor-owned source1.70%529413
#90 of 477Sqreen.netsqreen.netOther observed source1.70%529413
#91 of 477Traceless.comtraceless.comOther observed source1.70%529413
#92 of 477Vaikora.comvaikora.comVendor-owned source1.70%529413
#93 of 477Aembit.ioaembit.ioOther observed source1.36%429413
#94 of 477Anonym.legalanonym.legalOther observed source1.36%429413
#95 of 477Blockchain-council.orgblockchain-council.orgAcademic and government source1.36%429413
#96 of 477C4cgroup.co.ukc4cgroup.co.ukOther observed source1.36%429413
#97 of 477Cloudflare.comcloudflare.comOther observed source1.36%429413
#98 of 477Deepgram.comdeepgram.comOther observed source1.36%429413
#99 of 477Developers Digestdevelopersdigest.techOther observed source1.36%429413
#100 of 477Docuflair.comdocuflair.comOther observed source1.36%429413

Showing the first 100 rows from 477 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. AI Security & Privacy / How buyers choose: 477 observed source domains in the leaderboard, measured on 294 observed runs across 13 distinct run dates, 2026-05-10 to 2026-11-02. Release mri_score_v2.1+2026-11-02+f9aaeca0db15. https://machinerelations.ai/index/categories/ai-security-privacy/how_choose. CC BY 4.0.
APA
Parrott, J. (2026). AI Security & Privacy / 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/ai-security-privacy/how_choose https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mriaisecurityprivacyhowchoose,
  author = {Parrott, Jaxon},
  title = {AI Security \& Privacy / 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/ai-security-privacy/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.

Apply the MR Framework

Check how AI systems cite your brand.

Free MR Consultant — available as a custom GPT and a Gemini Gem. Each is pre-trained on the Machine Relations framework. Ask it to audit your entity presence, earned authority gaps, and citation frequency across ChatGPT, Claude, and Perplexity.

Open in ChatGPTOpen in Gemini