Evidence floor met in this release.
Published segment leaderboard
AI Security & Privacy: Comparisons in the Machine Relations Index
This leaderboard uses only the AI Security & Privacy / Comparisons segment denominator: 114 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 263 | Arxiv.orgarxiv.org | Academic and government source | 47.37% | 54 | 114 | 7 | Unavailable |
| #2 of 263 | Mediummedium.com | Editorial publication | 24.56% | 28 | 114 | 7 | Unavailable |
| #3 of 263 | Apxml.comapxml.com | Other observed source | 21.05% | 24 | 114 | 7 | Unavailable |
| #4 of 263 | YouTubeyoutube.com | Search or media platform | 19.30% | 22 | 114 | 7 | Unavailable |
| #5 of 263 | Milvus.iomilvus.io | Other observed source | 17.54% | 20 | 114 | 7 | Unavailable |
| #6 of 263 | Bluedot.orgbluedot.org | Other observed source | 16.67% | 19 | 114 | 7 | Unavailable |
| #7 of 263 | Oneuptime.comoneuptime.com | Other observed source | 13.16% | 15 | 114 | 7 | Unavailable |
| #8 of 263 | Ibm.comibm.com | Vendor-owned source | 11.40% | 13 | 114 | 7 | Unavailable |
| #9 of 263 | Paloaltonetworks.compaloaltonetworks.com | Vendor-owned source | 11.40% | 13 | 114 | 7 | Unavailable |
| #10 of 263 | Substack.comsubstack.com | Community and social platform | 11.40% | 13 | 114 | 7 | Unavailable |
| #11 of 263 | Dev.todev.to | Community and social platform | 10.53% | 12 | 114 | 7 | Unavailable |
| #12 of 263 | Stanford.edustanford.edu | Academic and government source | 7.89% | 9 | 114 | 7 | Unavailable |
| #13 of 263 | Wiz.iowiz.io | Vendor-owned source | 7.89% | 9 | 114 | 7 | Unavailable |
| #14 of 263 | Aisecurityandsafety.orgaisecurityandsafety.org | Other observed source | 7.02% | 8 | 114 | 7 | Unavailable |
| #15 of 263 | Sciencedirect.comsciencedirect.com | Academic and government source | 7.02% | 8 | 114 | 7 | Unavailable |
| #16 of 263 | Cisco.comcisco.com | Academic and government source | 6.14% | 7 | 114 | 7 | Unavailable |
| #17 of 263 | Harvard.eduharvard.edu | Academic and government source | 6.14% | 7 | 114 | 7 | Unavailable |
| #18 of 263 | Owasp.orgowasp.org | Academic and government source | 6.14% | 7 | 114 | 7 | Unavailable |
| #19 of 263 | Wikipediawikipedia.org | Academic and government source | 6.14% | 7 | 114 | 7 | Unavailable |
| #20 of 263 | Calibreos.comcalibreos.com | Other observed source | 5.26% | 6 | 114 | 7 | Unavailable |
| #21 of 263 | Dualitytech.comdualitytech.com | Other observed source | 5.26% | 6 | 114 | 7 | Unavailable |
| #22 of 263 | Github.iogithub.io | Other observed source | 5.26% | 6 | 114 | 7 | Unavailable |
| #23 of 263 | LinkedInlinkedin.com | Community and social platform | 5.26% | 6 | 114 | 7 | Unavailable |
| #24 of 263 | Openreview.netopenreview.net | Editorial publication | 5.26% | 6 | 114 | 7 | Unavailable |
| #25 of 263 | Pvml.compvml.com | Other observed source | 5.26% | 6 | 114 | 7 | Unavailable |
| #26 of 263 | Towardsdatascience.comtowardsdatascience.com | Market and company database | 5.26% | 6 | 114 | 7 | Unavailable |
| #27 of 263 | Ukanon.netukanon.net | Other observed source | 5.26% | 6 | 114 | 7 | Unavailable |
| #28 of 263 | Amazon.comamazon.com | Editorial publication | 4.39% | 5 | 114 | 7 | Unavailable |
| #29 of 263 | Enkryptai.comenkryptai.com | Other observed source | 4.39% | 5 | 114 | 7 | Unavailable |
| #30 of 263 | Ieee.orgieee.org | Academic and government source | 4.39% | 5 | 114 | 7 | Unavailable |
| #31 of 263 | Leanware.coleanware.co | Other observed source | 4.39% | 5 | 114 | 7 | Unavailable |
| #32 of 263 | Microsoft.commicrosoft.com | Vendor-owned source | 4.39% | 5 | 114 | 7 | Unavailable |
| #33 of 263 | Myengineeringpath.devmyengineeringpath.dev | Other observed source | 4.39% | 5 | 114 | 7 | Unavailable |
| #34 of 263 | Openai.comopenai.com | Vendor-owned source | 4.39% | 5 | 114 | 7 | Unavailable |
| #35 of 263 | Safeguard.shsafeguard.sh | Other observed source | 4.39% | 5 | 114 | 7 | Unavailable |
| #36 of 263 | Aclanthology.orgaclanthology.org | Other observed source | 3.51% | 4 | 114 | 7 | Unavailable |
| #37 of 263 | Eeworldonline.comeeworldonline.com | Other observed source | 3.51% | 4 | 114 | 7 | Unavailable |
| #38 of 263 | Emergentmind.comemergentmind.com | Other observed source | 3.51% | 4 | 114 | 7 | Unavailable |
| #39 of 263 | Ethicaldatahub.comethicaldatahub.com | Market and company database | 3.51% | 4 | 114 | 7 | Unavailable |
| #40 of 263 | F5.comf5.com | Other observed source | 3.51% | 4 | 114 | 7 | Unavailable |
| #41 of 263 | Immuta.comimmuta.com | Other observed source | 3.51% | 4 | 114 | 7 | Unavailable |
| #42 of 263 | Kalviumlabs.aikalviumlabs.ai | Other observed source | 3.51% | 4 | 114 | 7 | Unavailable |
| #43 of 263 | Mbrenndoerfer.commbrenndoerfer.com | Other observed source | 3.51% | 4 | 114 | 7 | Unavailable |
| #44 of 263 | Mdpi.commdpi.com | Other observed source | 3.51% | 4 | 114 | 7 | Unavailable |
| #45 of 263 | Neuraltrust.aineuraltrust.ai | Other observed source | 3.51% | 4 | 114 | 7 | Unavailable |
| #46 of 263 | NIHnih.gov | Academic and government source | 3.51% | 4 | 114 | 7 | Unavailable |
| #47 of 263 | Nist.govnist.gov | Academic and government source | 3.51% | 4 | 114 | 7 | Unavailable |
| #48 of 263 | Redditreddit.com | Community and social platform | 3.51% | 4 | 114 | 7 | Unavailable |
| #49 of 263 | Render.comrender.com | Other observed source | 3.51% | 4 | 114 | 7 | Unavailable |
| #50 of 263 | Researchgate.netresearchgate.net | Academic and government source | 3.51% | 4 | 114 | 7 | Unavailable |
| #51 of 263 | Rohan-paul.comrohan-paul.com | Other observed source | 3.51% | 4 | 114 | 7 | Unavailable |
| #52 of 263 | Snailsploit.comsnailsploit.com | Other observed source | 3.51% | 4 | 114 | 7 | Unavailable |
| #53 of 263 | Systemoverflow.comsystemoverflow.com | Other observed source | 3.51% | 4 | 114 | 7 | Unavailable |
| #54 of 263 | Towardsai.nettowardsai.net | Other observed source | 3.51% | 4 | 114 | 7 | Unavailable |
| #55 of 263 | Wickedsmartdata.comwickedsmartdata.com | Market and company database | 3.51% | 4 | 114 | 7 | Unavailable |
| #56 of 263 | Alice.ioalice.io | Other observed source | 2.63% | 3 | 114 | 7 | Unavailable |
| #57 of 263 | Bridewell.combridewell.com | Other observed source | 2.63% | 3 | 114 | 7 | Unavailable |
| #58 of 263 | Civilsc.netcivilsc.net | Other observed source | 2.63% | 3 | 114 | 7 | Unavailable |
| #59 of 263 | Cloudflare.comcloudflare.com | Other observed source | 2.63% | 3 | 114 | 7 | Unavailable |
| #60 of 263 | Coralogix.comcoralogix.com | Other observed source | 2.63% | 3 | 114 | 7 | Unavailable |
| #61 of 263 | Customgpt.aicustomgpt.ai | Other observed source | 2.63% | 3 | 114 | 7 | Unavailable |
| #62 of 263 | Datasunrise.comdatasunrise.com | Market and company database | 2.63% | 3 | 114 | 7 | Unavailable |
| #63 of 263 | Gopher.securitygopher.security | Other observed source | 2.63% | 3 | 114 | 7 | Unavailable |
| #64 of 263 | Huggingface.cohuggingface.co | Other observed source | 2.63% | 3 | 114 | 7 | Unavailable |
| #65 of 263 | Iclr.cciclr.cc | Other observed source | 2.63% | 3 | 114 | 7 | Unavailable |
| #66 of 263 | Lilting.chlilting.ch | Other observed source | 2.63% | 3 | 114 | 7 | Unavailable |
| #67 of 263 | Makeaihq.commakeaihq.com | Other observed source | 2.63% | 3 | 114 | 7 | Unavailable |
| #68 of 263 | Mit.edumit.edu | Academic and government source | 2.63% | 3 | 114 | 7 | Unavailable |
| #69 of 263 | Musubilabs.aimusubilabs.ai | Other observed source | 2.63% | 3 | 114 | 7 | Unavailable |
| #70 of 263 | Nhimg.orgnhimg.org | Other observed source | 2.63% | 3 | 114 | 7 | Unavailable |
| #71 of 263 | Openlayer.comopenlayer.com | Other observed source | 2.63% | 3 | 114 | 7 | Unavailable |
| #72 of 263 | Openmined.orgopenmined.org | Other observed source | 2.63% | 3 | 114 | 7 | Unavailable |
| #73 of 263 | Oup.comoup.com | Editorial publication | 2.63% | 3 | 114 | 7 | Unavailable |
| #74 of 263 | Plainenglish.ioplainenglish.io | Vendor-owned source | 2.63% | 3 | 114 | 7 | Unavailable |
| #75 of 263 | Proprivacy.comproprivacy.com | Other observed source | 2.63% | 3 | 114 | 7 | Unavailable |
| #76 of 263 | Sonatype.comsonatype.com | Other observed source | 2.63% | 3 | 114 | 7 | Unavailable |
| #77 of 263 | Stackai.comstackai.com | Other observed source | 2.63% | 3 | 114 | 7 | Unavailable |
| #78 of 263 | Thellms.devthellms.dev | Other observed source | 2.63% | 3 | 114 | 7 | Unavailable |
| #79 of 263 | Aepd.esaepd.es | Other observed source | 1.75% | 2 | 114 | 7 | Unavailable |
| #80 of 263 | Boxplot.comboxplot.com | Other observed source | 1.75% | 2 | 114 | 7 | Unavailable |
| #81 of 263 | Cdt.orgcdt.org | Other observed source | 1.75% | 2 | 114 | 7 | Unavailable |
| #82 of 263 | Cobalt.iocobalt.io | Other observed source | 1.75% | 2 | 114 | 7 | Unavailable |
| #83 of 263 | Confident-ai.comconfident-ai.com | Other observed source | 1.75% | 2 | 114 | 7 | Unavailable |
| #84 of 263 | Cyberhaven.comcyberhaven.com | Vendor-owned source | 1.75% | 2 | 114 | 7 | Unavailable |
| #85 of 263 | Davidmoore.iodavidmoore.io | Other observed source | 1.75% | 2 | 114 | 7 | Unavailable |
| #86 of 263 | Epic.orgepic.org | Other observed source | 1.75% | 2 | 114 | 7 | Unavailable |
| #87 of 263 | Evolink.aievolink.ai | Other observed source | 1.75% | 2 | 114 | 7 | Unavailable |
| #88 of 263 | Finos.orgfinos.org | Community and social platform | 1.75% | 2 | 114 | 7 | Unavailable |
| #89 of 263 | Flexibench.ioflexibench.io | Other observed source | 1.75% | 2 | 114 | 7 | Unavailable |
| #90 of 263 | Fuzzylabs.aifuzzylabs.ai | Other observed source | 1.75% | 2 | 114 | 7 | Unavailable |
| #91 of 263 | Hoop.devhoop.dev | Other observed source | 1.75% | 2 | 114 | 7 | Unavailable |
| #92 of 263 | Iabtechlab.comiabtechlab.com | Other observed source | 1.75% | 2 | 114 | 7 | Unavailable |
| #93 of 263 | Imperva.comimperva.com | Other observed source | 1.75% | 2 | 114 | 7 | Unavailable |
| #94 of 263 | Irjems.orgirjems.org | Other observed source | 1.75% | 2 | 114 | 7 | Unavailable |
| #95 of 263 | Learnprompting.orglearnprompting.org | Other observed source | 1.75% | 2 | 114 | 7 | Unavailable |
| #96 of 263 | Legalclarity.orglegalclarity.org | Editorial publication | 1.75% | 2 | 114 | 7 | Unavailable |
| #97 of 263 | Nebius.comnebius.com | Other observed source | 1.75% | 2 | 114 | 7 | Unavailable |
| #98 of 263 | Neovasolutions.comneovasolutions.com | Other observed source | 1.75% | 2 | 114 | 7 | Unavailable |
| #99 of 263 | Newline.conewline.co | Other observed source | 1.75% | 2 | 114 | 7 | Unavailable |
| #100 of 263 | Nexla.comnexla.com | Vendor-owned source | 1.75% | 2 | 114 | 7 | Unavailable |
Showing the first 100 rows from 263 observed domains.
Release and boundary
How to cite this segment
AI Security & Privacy / Comparisons: 263 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/x_vs_y.
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.