AI Security & Privacy

Published segment leaderboard

AI Security & Privacy: Problem-first research in the Machine Relations Index

This leaderboard uses only the AI Security & Privacy / Problem-first research segment denominator: 277 observed answer runs across 13 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs277

Segment-specific denominator. Not the overall domain denominator.

Run dates13

Release floor: 7 dates.

Observed domains513

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 513TechRadartechradar.comEditorial publication12.27%3427713
#2 of 513Arxiv.orgarxiv.orgAcademic and government source11.91%3327713
#3 of 513Conferbot.comconferbot.comOther observed source10.83%3027713
#4 of 513TechTargettechtarget.comEditorial publication9.75%2727713
#5 of 513LinkedInlinkedin.comCommunity and social platform8.66%2427713
#6 of 513Iguazio.comiguazio.comVendor-owned source7.94%2227713
#7 of 513Tom's Guidetomsguide.comEditorial publication7.94%2227713
#8 of 513YouTubeyoutube.comSearch or media platform7.58%2127713
#9 of 513Redditreddit.comCommunity and social platform6.14%1727713
#10 of 513Bitdefender.combitdefender.comOther observed source5.78%1627713
#11 of 513Mediummedium.comCommunity and social platform5.78%1627713
#12 of 513Aembit.ioaembit.ioOther observed source5.42%1527713
#13 of 513Nhimg.orgnhimg.orgOther observed source5.42%1527713
#14 of 513Dev.todev.toCommunity and social platform5.05%1427713
#15 of 513Microsoft.commicrosoft.comVendor-owned source5.05%1427713
#16 of 513Ibm.comibm.comVendor-owned source4.69%1327713
#17 of 513Malwarebytes.commalwarebytes.comOther observed source4.69%1327713
#18 of 513Swarmz.netswarmz.netOther observed source4.69%1327713
#19 of 513Witness.aiwitness.aiOther observed source4.33%1227713
#20 of 513Riskinsight-wavestone.comriskinsight-wavestone.comOther observed source3.97%1127713
#21 of 513Trendmicro.comtrendmicro.comVendor-owned source3.97%1127713
#22 of 513Autoriteitpersoonsgegevens.nlautoriteitpersoonsgegevens.nlOther observed source3.61%1027713
#23 of 513Cookie-script.comcookie-script.comOther observed source3.61%1027713
#24 of 513Egnyte.comegnyte.comOther observed source3.61%1027713
#25 of 513Inkog.ioinkog.ioVendor-owned source3.61%1027713
#26 of 513Skyhighsecurity.comskyhighsecurity.comVendor-owned source3.61%1027713
#27 of 513Accuknox.comaccuknox.comOther observed source3.25%927713
#28 of 513Axiosaxios.comEditorial publication3.25%927713
#29 of 513Liveagent.comliveagent.comOther observed source3.25%927713
#30 of 513Protecto.aiprotecto.aiOther observed source3.25%927713
#31 of 513Acronis.comacronis.comOther observed source2.89%827713
#32 of 513Codeables.devcodeables.devCommunity and social platform2.89%827713
#33 of 513Datafence.aidatafence.aiOther observed source2.89%827713
#34 of 513Giskard.aigiskard.aiVendor-owned source2.89%827713
#35 of 513Kommunicate.iokommunicate.ioOther observed source2.89%827713
#36 of 513Myaskai.commyaskai.comOther observed source2.89%827713
#37 of 513Owasp.orgowasp.orgAcademic and government source2.89%827713
#38 of 513ABC Newsabcnews.comEditorial publication2.53%727713
#39 of 513Cyber Security Newscybersecuritynews.comEditorial publication2.53%727713
#40 of 513Deadsimplecomputing.co.ukdeadsimplecomputing.co.ukOther observed source2.53%727713
#41 of 513Dexpose.iodexpose.ioOther observed source2.53%727713
#42 of 513Kiteworks.comkiteworks.comVendor-owned source2.53%727713
#43 of 513Netrixglobal.comnetrixglobal.comOther observed source2.53%727713
#44 of 513Neuraltrust.aineuraltrust.aiOther observed source2.53%727713
#45 of 513Rasa.comrasa.comOther observed source2.53%727713
#46 of 513The Tech Buzztechbuzz.aiEditorial publication2.53%727713
#47 of 513Underdefense.comunderdefense.comOther observed source2.53%727713
#48 of 513Cybernewscybernews.comEditorial publication2.17%627713
#49 of 513Getmacha.comgetmacha.comOther observed source2.17%627713
#50 of 513Intuitionlabs.aiintuitionlabs.aiVendor-owned source2.17%627713
#51 of 513IT Proitpro.comEditorial publication2.17%627713
#52 of 513Live Sciencelivescience.comEditorial publication2.17%627713
#53 of 513Reutersreuters.comEditorial publication2.17%627713
#54 of 513Truto.onetruto.oneVendor-owned source2.17%627713
#55 of 513Windows Centralwindowscentral.comEditorial publication2.17%627713
#56 of 513Abn.companyabn.companyOther observed source1.81%527713
#57 of 513Agentshield.aiagentshield.aiOther observed source1.81%527713
#58 of 513Ars Technicaarstechnica.comEditorial publication1.81%527713
#59 of 513Calstate.educalstate.eduAcademic and government source1.81%527713
#60 of 513Cleanissue.iocleanissue.ioOther observed source1.81%527713
#61 of 513Cloudradix.comcloudradix.comOther observed source1.81%527713
#62 of 513Crowdstrike.comcrowdstrike.comVendor-owned source1.81%527713
#63 of 513Github.comgithub.comCommunity and social platform1.81%527713
#64 of 513Haxoris.comhaxoris.comOther observed source1.81%527713
#65 of 513Hexnode.comhexnode.comOther observed source1.81%527713
#66 of 513Langprotect.comlangprotect.comVendor-owned source1.81%527713
#67 of 513Modernsecurity.iomodernsecurity.ioOther observed source1.81%527713
#68 of 513NIHnih.govAcademic and government source1.81%527713
#69 of 513Norton.comnorton.comOther observed source1.81%527713
#70 of 513SC Mediascworld.comEditorial publication1.81%527713
#71 of 513The Hacker Newsthehackernews.comEditorial publication1.81%527713
#72 of 513Android.comandroid.comOther observed source1.44%427713
#73 of 513Archerlaw.comarcherlaw.comOther observed source1.44%427713
#74 of 513Arsa.technologyarsa.technologyOther observed source1.44%427713
#75 of 513Blackfog.comblackfog.comOther observed source1.44%427713
#76 of 513Blockchain-council.orgblockchain-council.orgAcademic and government source1.44%427713
#77 of 513Cmitsolutions.comcmitsolutions.comOther observed source1.44%427713
#78 of 513Cobalt.iocobalt.ioOther observed source1.44%427713
#79 of 513Fastbots.aifastbots.aiOther observed source1.44%427713
#80 of 513Happysupport.aihappysupport.aiVendor-owned source1.44%427713
#81 of 513Ino.caino.caOther observed source1.44%427713
#82 of 513Isc2.orgisc2.orgOther observed source1.44%427713
#83 of 513Itechguides.comitechguides.comMarket and company database1.44%427713
#84 of 513Layer3labs.iolayer3labs.ioOther observed source1.44%427713
#85 of 513Nightfall.ainightfall.aiVendor-owned source1.44%427713
#86 of 513Openai.comopenai.comVendor-owned source1.44%427713
#87 of 513Pandastack.aipandastack.aiOther observed source1.44%427713
#88 of 513Perfecxion.aiperfecxion.aiOther observed source1.44%427713
#89 of 513Redbotsecurity.comredbotsecurity.comOther observed source1.44%427713
#90 of 513Ringsafe.inringsafe.inOther observed source1.44%427713
#91 of 513Sagnikbhattacharya.comsagnikbhattacharya.comOther observed source1.44%427713
#92 of 513Stanford.edustanford.eduAcademic and government source1.44%427713
#93 of 513Stayprepared.sgstayprepared.sgOther observed source1.44%427713
#94 of 513Syteca.comsyteca.comOther observed source1.44%427713
#95 of 513TechCrunchtechcrunch.comEditorial publication1.44%427713
#96 of 513Typewise.apptypewise.appOther observed source1.44%427713
#97 of 513Ucl.ac.ukucl.ac.ukOther observed source1.44%427713
#98 of 513Upguard.comupguard.comVendor-owned source1.44%427713
#99 of 513Usefenn.comusefenn.comOther observed source1.44%427713
#100 of 513Webleveling.comwebleveling.comOther observed source1.44%427713

Showing the first 100 rows from 513 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. AI Security & Privacy / Problem-first research: 513 observed source domains in the leaderboard, measured on 277 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/problem_first. CC BY 4.0.
APA
Parrott, J. (2026). AI Security & Privacy / Problem-first research 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/problem_first https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mriaisecurityprivacyproblemfirst,
  author = {Parrott, Jaxon},
  title = {AI Security \& Privacy / Problem-first research 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/problem_first},
  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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