Evidence floor met in this release.
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: 106 observed answer runs across 7 dates.
Segment-specific denominator. Not the overall domain denominator.
Release floor: 7 dates.
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.
| Rank | Source | Source role | Citation rate | Cited runs | Observed runs | Run dates | Confidence |
|---|---|---|---|---|---|---|---|
| #1 of 272 | YouTubeyoutube.com | Search or media platform | 18.87% | 20 | 106 | 7 | Unavailable |
| #2 of 272 | Arxiv.orgarxiv.org | Academic and government source | 16.98% | 18 | 106 | 7 | Unavailable |
| #3 of 272 | Iguazio.comiguazio.com | Other observed source | 16.04% | 17 | 106 | 7 | Unavailable |
| #4 of 272 | Redditreddit.com | Community and social platform | 15.09% | 16 | 106 | 7 | Unavailable |
| #5 of 272 | Mediummedium.com | Editorial publication | 12.26% | 13 | 106 | 7 | Unavailable |
| #6 of 272 | TechRadartechradar.com | Editorial publication | 12.26% | 13 | 106 | 7 | Unavailable |
| #7 of 272 | Conferbot.comconferbot.com | Other observed source | 11.32% | 12 | 106 | 7 | Unavailable |
| #8 of 272 | LinkedInlinkedin.com | Community and social platform | 11.32% | 12 | 106 | 7 | Unavailable |
| #9 of 272 | TechTargettechtarget.com | Editorial publication | 11.32% | 12 | 106 | 7 | Unavailable |
| #10 of 272 | Aembit.ioaembit.io | Other observed source | 10.38% | 11 | 106 | 7 | Unavailable |
| #11 of 272 | Tomsguide.comtomsguide.com | Other observed source | 10.38% | 11 | 106 | 7 | Unavailable |
| #12 of 272 | Ibm.comibm.com | Vendor-owned source | 9.43% | 10 | 106 | 7 | Unavailable |
| #13 of 272 | Riskinsight-wavestone.comriskinsight-wavestone.com | Market and company database | 9.43% | 10 | 106 | 7 | Unavailable |
| #14 of 272 | Accuknox.comaccuknox.com | Other observed source | 7.55% | 8 | 106 | 7 | Unavailable |
| #15 of 272 | Axios.comaxios.com | Editorial publication | 7.55% | 8 | 106 | 7 | Unavailable |
| #16 of 272 | Malwarebytes.commalwarebytes.com | Other observed source | 7.55% | 8 | 106 | 7 | Unavailable |
| #17 of 272 | Cookie-script.comcookie-script.com | Other observed source | 6.60% | 7 | 106 | 7 | Unavailable |
| #18 of 272 | Dev.todev.to | Community and social platform | 6.60% | 7 | 106 | 7 | Unavailable |
| #19 of 272 | Egnyte.comegnyte.com | Other observed source | 6.60% | 7 | 106 | 7 | Unavailable |
| #20 of 272 | Netrixglobal.comnetrixglobal.com | Other observed source | 6.60% | 7 | 106 | 7 | Unavailable |
| #21 of 272 | Autoriteitpersoonsgegevens.nlautoriteitpersoonsgegevens.nl | Other observed source | 5.66% | 6 | 106 | 7 | Unavailable |
| #22 of 272 | Datafence.aidatafence.ai | Market and company database | 5.66% | 6 | 106 | 7 | Unavailable |
| #23 of 272 | Inkog.ioinkog.io | Other observed source | 5.66% | 6 | 106 | 7 | Unavailable |
| #24 of 272 | Skyhighsecurity.comskyhighsecurity.com | Vendor-owned source | 5.66% | 6 | 106 | 7 | Unavailable |
| #25 of 272 | Trendmicro.comtrendmicro.com | Vendor-owned source | 5.66% | 6 | 106 | 7 | Unavailable |
| #26 of 272 | Witness.aiwitness.ai | Other observed source | 5.66% | 6 | 106 | 7 | Unavailable |
| #27 of 272 | Neuraltrust.aineuraltrust.ai | Other observed source | 4.72% | 5 | 106 | 7 | Unavailable |
| #28 of 272 | Truto.onetruto.one | Other observed source | 4.72% | 5 | 106 | 7 | Unavailable |
| #29 of 272 | Underdefense.comunderdefense.com | Editorial publication | 4.72% | 5 | 106 | 7 | Unavailable |
| #30 of 272 | Windowscentral.comwindowscentral.com | Other observed source | 4.72% | 5 | 106 | 7 | Unavailable |
| #31 of 272 | Blackfog.comblackfog.com | Other observed source | 3.77% | 4 | 106 | 7 | Unavailable |
| #32 of 272 | Cleanissue.iocleanissue.io | Other observed source | 3.77% | 4 | 106 | 7 | Unavailable |
| #33 of 272 | Codeables.devcodeables.dev | Other observed source | 3.77% | 4 | 106 | 7 | Unavailable |
| #34 of 272 | Cybernews.comcybernews.com | Editorial publication | 3.77% | 4 | 106 | 7 | Unavailable |
| #35 of 272 | Giskard.aigiskard.ai | Other observed source | 3.77% | 4 | 106 | 7 | Unavailable |
| #36 of 272 | Modernsecurity.iomodernsecurity.io | Other observed source | 3.77% | 4 | 106 | 7 | Unavailable |
| #37 of 272 | Nightfall.ainightfall.ai | Other observed source | 3.77% | 4 | 106 | 7 | Unavailable |
| #38 of 272 | Protecto.aiprotecto.ai | Other observed source | 3.77% | 4 | 106 | 7 | Unavailable |
| #39 of 272 | Ringsafe.inringsafe.in | Other observed source | 3.77% | 4 | 106 | 7 | Unavailable |
| #40 of 272 | Scworld.comscworld.com | Editorial publication | 3.77% | 4 | 106 | 7 | Unavailable |
| #41 of 272 | Stanford.edustanford.edu | Academic and government source | 3.77% | 4 | 106 | 7 | Unavailable |
| #42 of 272 | Stayprepared.sgstayprepared.sg | Other observed source | 3.77% | 4 | 106 | 7 | Unavailable |
| #43 of 272 | Ars Technicaarstechnica.com | Editorial publication | 2.83% | 3 | 106 | 7 | Unavailable |
| #44 of 272 | Blockchain-council.orgblockchain-council.org | Academic and government source | 2.83% | 3 | 106 | 7 | Unavailable |
| #45 of 272 | Bluevoyant.combluevoyant.com | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #46 of 272 | Brside.combrside.com | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #47 of 272 | Crowdstrike.comcrowdstrike.com | Vendor-owned source | 2.83% | 3 | 106 | 7 | Unavailable |
| #48 of 272 | Deepinspect.aideepinspect.ai | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #49 of 272 | Fastbots.aifastbots.ai | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #50 of 272 | Forcepoint.comforcepoint.com | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #51 of 272 | Fortinet.comfortinet.com | Vendor-owned source | 2.83% | 3 | 106 | 7 | Unavailable |
| #52 of 272 | Genbounty.comgenbounty.com | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #53 of 272 | Happysupport.aihappysupport.ai | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #54 of 272 | Hexnode.comhexnode.com | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #55 of 272 | Intuitionlabs.aiintuitionlabs.ai | Vendor-owned source | 2.83% | 3 | 106 | 7 | Unavailable |
| #56 of 272 | Langprotect.comlangprotect.com | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #57 of 272 | Livescience.comlivescience.com | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #58 of 272 | NIHnih.gov | Academic and government source | 2.83% | 3 | 106 | 7 | Unavailable |
| #59 of 272 | Norton.comnorton.com | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #60 of 272 | Openai.comopenai.com | Vendor-owned source | 2.83% | 3 | 106 | 7 | Unavailable |
| #61 of 272 | Pangea.cloudpangea.cloud | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #62 of 272 | Rasa.comrasa.com | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #63 of 272 | Sentiguard.netsentiguard.net | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #64 of 272 | Studyx.aistudyx.ai | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #65 of 272 | Uoguelph.cauoguelph.ca | Other observed source | 2.83% | 3 | 106 | 7 | Unavailable |
| #66 of 272 | Abn.companyabn.company | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #67 of 272 | Advent-of-ai-security.comadvent-of-ai-security.com | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #68 of 272 | Aminrj.comaminrj.com | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #69 of 272 | Bipi.inbipi.in | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #70 of 272 | Bytes.co.ukbytes.co.uk | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #71 of 272 | Calstate.educalstate.edu | Academic and government source | 1.89% | 2 | 106 | 7 | Unavailable |
| #72 of 272 | Cobalt.iocobalt.io | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #73 of 272 | Cside.comcside.com | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #74 of 272 | Cyberhaven.comcyberhaven.com | Vendor-owned source | 1.89% | 2 | 106 | 7 | Unavailable |
| #75 of 272 | Egain.comegain.com | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #76 of 272 | Expressvpn.comexpressvpn.com | Editorial publication | 1.89% | 2 | 106 | 7 | Unavailable |
| #77 of 272 | Ftc.govftc.gov | Academic and government source | 1.89% | 2 | 106 | 7 | Unavailable |
| #78 of 272 | Globaltechcouncil.orgglobaltechcouncil.org | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #79 of 272 | Graphenetechs.netgraphenetechs.net | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #80 of 272 | Ijsra.netijsra.net | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #81 of 272 | Immunebytes.comimmunebytes.com | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #82 of 272 | Imperva.comimperva.com | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #83 of 272 | Jonmayo.comjonmayo.com | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #84 of 272 | Kapture.cxkapture.cx | Vendor-owned source | 1.89% | 2 | 106 | 7 | Unavailable |
| #85 of 272 | Kiteworks.comkiteworks.com | Vendor-owned source | 1.89% | 2 | 106 | 7 | Unavailable |
| #86 of 272 | Kommunicate.iokommunicate.io | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #87 of 272 | Komprise.comkomprise.com | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #88 of 272 | Layerxsecurity.comlayerxsecurity.com | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #89 of 272 | Liveagent.comliveagent.com | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #90 of 272 | Microsoft.commicrosoft.com | Vendor-owned source | 1.89% | 2 | 106 | 7 | Unavailable |
| #91 of 272 | Mimecast.commimecast.com | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #92 of 272 | Mozillafoundation.orgmozillafoundation.org | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #93 of 272 | Netwrix.comnetwrix.com | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #94 of 272 | Oecd.aioecd.ai | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #95 of 272 | Owasp.orgowasp.org | Academic and government source | 1.89% | 2 | 106 | 7 | Unavailable |
| #96 of 272 | Paloaltonetworks.compaloaltonetworks.com | Vendor-owned source | 1.89% | 2 | 106 | 7 | Unavailable |
| #97 of 272 | Perfecxion.aiperfecxion.ai | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #98 of 272 | Petronellatech.competronellatech.com | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #99 of 272 | Privacyinternational.orgprivacyinternational.org | Other observed source | 1.89% | 2 | 106 | 7 | Unavailable |
| #100 of 272 | Reco.aireco.ai | Vendor-owned source | 1.89% | 2 | 106 | 7 | Unavailable |
Showing the first 100 rows from 272 observed domains.
Release and boundary
How to cite this segment
AI Security & Privacy / Problem-first research: 272 observed source domains in the leaderboard, 2026-05-10 to 2026-09-18, mri_score_v2.0, mri_score_v2.0+2026-09-18+8fa38e54dd0a, https://machinerelations.ai/index/categories/ai-security-privacy/problem_first.
Release mri_score_v2.0+2026-09-18+8fa38e54dd0a; methodology mri_score_v2.0; generated 2026-09-18; window 2026-05-10 to 2026-09-18; artifact 8fa38e54dd0a.
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.