AI Security & Privacy

Published segment leaderboard

AI Security & Privacy: Comparisons in the Machine Relations Index

This leaderboard uses only the AI Security & Privacy / Comparisons segment denominator: 283 observed answer runs across 13 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs283

Segment-specific denominator. Not the overall domain denominator.

Run dates13

Release floor: 7 dates.

Observed domains391

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 391Arxiv.orgarxiv.orgAcademic and government source39.22%11128313
#2 of 391Mediummedium.comCommunity and social platform16.61%4728313
#3 of 391Apxml.comapxml.comOther observed source13.43%3828313
#4 of 391Nhimg.orgnhimg.orgOther observed source9.19%2628313
#5 of 391YouTubeyoutube.comSearch or media platform8.48%2428313
#6 of 391Bluedot.orgbluedot.orgOther observed source8.13%2328313
#7 of 391Milvus.iomilvus.ioOther observed source8.13%2328313
#8 of 391Paloaltonetworks.compaloaltonetworks.comVendor-owned source8.13%2328313
#9 of 391Ibm.comibm.comVendor-owned source7.77%2228313
#10 of 391Stanford.edustanford.eduAcademic and government source7.07%2028313
#11 of 391Dev.todev.toCommunity and social platform6.71%1928313
#12 of 391Dualitytech.comdualitytech.comAcademic and government source6.71%1928313
#13 of 391Microsoft.commicrosoft.comVendor-owned source6.71%1928313
#14 of 391Oneuptime.comoneuptime.comOther observed source6.71%1928313
#15 of 391Wikipediawikipedia.orgAcademic and government source6.71%1928313
#16 of 391Nist.govnist.govAcademic and government source6.36%1828313
#17 of 391Substack.comsubstack.comCommunity and social platform6.36%1828313
#18 of 391Owasp.orgowasp.orgAcademic and government source6.01%1728313
#19 of 391Github.iogithub.ioOther observed source5.65%1628313
#20 of 391Openai.comopenai.comVendor-owned source5.65%1628313
#21 of 391Github.comgithub.comCommunity and social platform5.30%1528313
#22 of 391NIHnih.govAcademic and government source5.30%1528313
#23 of 391Springer.comspringer.comOther observed source5.30%1528313
#24 of 391Amazon.comamazon.comOther observed source4.95%1428313
#25 of 391Harvard.eduharvard.eduAcademic and government source4.59%1328313
#26 of 391Wardstone.aiwardstone.aiOther observed source4.24%1228313
#27 of 391Wiz.iowiz.ioVendor-owned source4.24%1228313
#28 of 391Aisecurityandsafety.orgaisecurityandsafety.orgOther observed source3.53%1028313
#29 of 391Cloudflare.comcloudflare.comOther observed source3.53%1028313
#30 of 391Iabtechlab.comiabtechlab.comOther observed source3.53%1028313
#31 of 391Inferensys.cominferensys.comOther observed source3.53%1028313
#32 of 391OpenReviewopenreview.netAcademic and government source3.53%1028313
#33 of 391Science.orgscience.orgOther observed source3.53%1028313
#34 of 391Sciencedirect.comsciencedirect.comAcademic and government source3.53%1028313
#35 of 391Iclr.cciclr.ccOther observed source3.18%928313
#36 of 391Safeguard.shsafeguard.shVendor-owned source3.18%928313
#37 of 391Systemoverflow.comsystemoverflow.comOther observed source3.18%928313
#38 of 391Ukanon.netukanon.netOther observed source3.18%928313
#39 of 391Kanerika.comkanerika.comAnalyst and consulting research2.83%828313
#40 of 391Researchgate.netresearchgate.netAcademic and government source2.83%828313
#41 of 391Alice.ioalice.ioOther observed source2.47%728313
#42 of 391Calibreos.comcalibreos.comOther observed source2.47%728313
#43 of 391Cdt.orgcdt.orgAcademic and government source2.47%728313
#44 of 391Cisco.comcisco.comOther observed source2.47%728313
#45 of 391LinkedInlinkedin.comCommunity and social platform2.47%728313
#46 of 391Protecto.aiprotecto.aiOther observed source2.47%728313
#47 of 391Tencentcloud.comtencentcloud.comOther observed source2.47%728313
#48 of 391Aclanthology.orgaclanthology.orgOther observed source2.12%628313
#49 of 391Aepd.esaepd.esOther observed source2.12%628313
#50 of 391Customgpt.aicustomgpt.aiOther observed source2.12%628313
#51 of 391Cycognito.comcycognito.comOther observed source2.12%628313
#52 of 391Ethora.comethora.comOther observed source2.12%628313
#53 of 391Huggingface.cohuggingface.coOther observed source2.12%628313
#54 of 391Ieee.orgieee.orgAcademic and government source2.12%628313
#55 of 391Leanware.coleanware.coOther observed source2.12%628313
#56 of 391Pvml.compvml.comOther observed source2.12%628313
#57 of 391Risingstack.comrisingstack.comOther observed source2.12%628313
#58 of 391Rohan-paul.comrohan-paul.comCommunity and social platform2.12%628313
#59 of 391Towardsai.nettowardsai.netAnalyst and consulting research2.12%628313
#60 of 391Towardsdatascience.comtowardsdatascience.comEditorial publication2.12%628313
#61 of 391Amazonaws.comamazonaws.comOther observed source1.77%528313
#62 of 391Coralogix.comcoralogix.comOther observed source1.77%528313
#63 of 391Datadoghq.comdatadoghq.comOther observed source1.77%528313
#64 of 391Emergentmind.comemergentmind.comOther observed source1.77%528313
#65 of 391Enkryptai.comenkryptai.comVendor-owned source1.77%528313
#66 of 391Ituonline.comituonline.comOther observed source1.77%528313
#67 of 391Learnprompting.orglearnprompting.orgOther observed source1.77%528313
#68 of 391Mdpi.commdpi.comOther observed source1.77%528313
#69 of 391Myengineeringpath.devmyengineeringpath.devOther observed source1.77%528313
#70 of 391Render.comrender.comOther observed source1.77%528313
#71 of 391Snailsploit.comsnailsploit.comOther observed source1.77%528313
#72 of 391Wickedsmartdata.comwickedsmartdata.comOther observed source1.77%528313
#73 of 391Writer.comwriter.comVendor-owned source1.77%528313
#74 of 391Aimatter.inaimatter.inOther observed source1.41%428313
#75 of 391Apsipa.orgapsipa.orgAcademic and government source1.41%428313
#76 of 391Byteplus.combyteplus.comOther observed source1.41%428313
#77 of 391Casrai.orgcasrai.orgOther observed source1.41%428313
#78 of 391Dasca.orgdasca.orgOther observed source1.41%428313
#79 of 391Datasunrise.comdatasunrise.comOther observed source1.41%428313
#80 of 391Eeworldonline.comeeworldonline.comOther observed source1.41%428313
#81 of 391Ethicaldatahub.comethicaldatahub.comOther observed source1.41%428313
#82 of 391F5.comf5.comOther observed source1.41%428313
#83 of 391Hoop.devhoop.devOther observed source1.41%428313
#84 of 391Immuta.comimmuta.comOther observed source1.41%428313
#85 of 391Imperva.comimperva.comOther observed source1.41%428313
#86 of 391Kalviumlabs.aikalviumlabs.aiOther observed source1.41%428313
#87 of 391Lilting.chlilting.chOther observed source1.41%428313
#88 of 391Llmnet.nlllmnet.nlOther observed source1.41%428313
#89 of 391Makeaihq.commakeaihq.comOther observed source1.41%428313
#90 of 391Mbrenndoerfer.commbrenndoerfer.comAnalyst and consulting research1.41%428313
#91 of 391Mit.edumit.eduAcademic and government source1.41%428313
#92 of 391Neuraltrust.aineuraltrust.aiOther observed source1.41%428313
#93 of 391Openlayer.comopenlayer.comOther observed source1.41%428313
#94 of 391Ox.securityox.securityOther observed source1.41%428313
#95 of 391Pangeanic.compangeanic.comOther observed source1.41%428313
#96 of 391Proprivacy.comproprivacy.comOther observed source1.41%428313
#97 of 391Redditreddit.comCommunity and social platform1.41%428313
#98 of 391Swfte.comswfte.comVendor-owned source1.41%428313
#99 of 391Upgrad.comupgrad.comOther observed source1.41%428313
#100 of 391Aiengineeringfromscratch.comaiengineeringfromscratch.comOther observed source1.06%328313

Showing the first 100 rows from 391 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. AI Security & Privacy / Comparisons: 391 observed source domains in the leaderboard, measured on 283 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/x_vs_y. CC BY 4.0.
APA
Parrott, J. (2026). AI Security & Privacy / 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/ai-security-privacy/x_vs_y https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mriaisecurityprivacyxvsy,
  author = {Parrott, Jaxon},
  title = {AI Security \& Privacy / 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/ai-security-privacy/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.

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