Evidence floor met in this release.
Published segment leaderboard
AI Security & Privacy: Is it worth it in the Machine Relations Index
This leaderboard uses only the AI Security & Privacy / Is it worth it segment denominator: 294 observed answer runs across 13 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 |
|---|---|---|---|---|---|---|
| #1 of 527 | Ovaledge.comovaledge.com | Other observed source | 17.35% | 51 | 294 | 13 |
| #2 of 527 | Witness.aiwitness.ai | Other observed source | 14.97% | 44 | 294 | 13 |
| #3 of 527 | Veeam.comveeam.com | Other observed source | 11.22% | 33 | 294 | 13 |
| #4 of 527 | Radware.comradware.com | Other observed source | 10.88% | 32 | 294 | 13 |
| #5 of 527 | Cloudflare.comcloudflare.com | Other observed source | 9.52% | 28 | 294 | 13 |
| #6 of 527 | YouTubeyoutube.com | Search or media platform | 8.50% | 25 | 294 | 13 |
| #7 of 527 | Atlan.comatlan.com | Vendor-owned source | 8.16% | 24 | 294 | 13 |
| #8 of 527 | Decube.iodecube.io | Other observed source | 8.16% | 24 | 294 | 13 |
| #9 of 527 | Netwrix.comnetwrix.com | Other observed source | 7.48% | 22 | 294 | 13 |
| #10 of 527 | Ibm.comibm.com | Vendor-owned source | 7.14% | 21 | 294 | 13 |
| #11 of 527 | Securiti.aisecuriti.ai | Other observed source | 6.80% | 20 | 294 | 13 |
| #12 of 527 | Akamai.comakamai.com | Other observed source | 6.46% | 19 | 294 | 13 |
| #13 of 527 | Alexewerlof.comalexewerlof.com | Other observed source | 6.46% | 19 | 294 | 13 |
| #14 of 527 | Arxiv.orgarxiv.org | Academic and government source | 6.46% | 19 | 294 | 13 |
| #15 of 527 | LinkedInlinkedin.com | Community and social platform | 6.46% | 19 | 294 | 13 |
| #16 of 527 | Dev.todev.to | Community and social platform | 5.44% | 16 | 294 | 13 |
| #17 of 527 | Hydrox.aihydrox.ai | Other observed source | 5.44% | 16 | 294 | 13 |
| #18 of 527 | Mediummedium.com | Community and social platform | 5.44% | 16 | 294 | 13 |
| #19 of 527 | Redditreddit.com | Community and social platform | 5.44% | 16 | 294 | 13 |
| #20 of 527 | Trussed.aitrussed.ai | Other observed source | 5.44% | 16 | 294 | 13 |
| #21 of 527 | Aironclaw.comaironclaw.com | Other observed source | 5.10% | 15 | 294 | 13 |
| #22 of 527 | Nhimg.orgnhimg.org | Other observed source | 5.10% | 15 | 294 | 13 |
| #23 of 527 | Smartsuite.comsmartsuite.com | Other observed source | 5.10% | 15 | 294 | 13 |
| #24 of 527 | TechTargettechtarget.com | Editorial publication | 5.10% | 15 | 294 | 13 |
| #25 of 527 | Agatsoftware.comagatsoftware.com | Other observed source | 4.76% | 14 | 294 | 13 |
| #26 of 527 | Diligent.comdiligent.com | Vendor-owned source | 4.76% | 14 | 294 | 13 |
| #27 of 527 | Jfrog.comjfrog.com | Other observed source | 4.76% | 14 | 294 | 13 |
| #28 of 527 | Nightfall.ainightfall.ai | Vendor-owned source | 4.76% | 14 | 294 | 13 |
| #29 of 527 | Okoone.comokoone.com | Other observed source | 4.76% | 14 | 294 | 13 |
| #30 of 527 | Prompthalo.aiprompthalo.ai | Other observed source | 4.76% | 14 | 294 | 13 |
| #31 of 527 | K2view.comk2view.com | Other observed source | 4.42% | 13 | 294 | 13 |
| #32 of 527 | Logikcull.comlogikcull.com | Other observed source | 4.42% | 13 | 294 | 13 |
| #33 of 527 | Optro.aioptro.ai | Other observed source | 4.42% | 13 | 294 | 13 |
| #34 of 527 | Strac.iostrac.io | Vendor-owned source | 4.42% | 13 | 294 | 13 |
| #35 of 527 | Firewallm.comfirewallm.com | Other observed source | 4.08% | 12 | 294 | 13 |
| #36 of 527 | Kiteworks.comkiteworks.com | Vendor-owned source | 4.08% | 12 | 294 | 13 |
| #37 of 527 | Truefoundry.comtruefoundry.com | Vendor-owned source | 4.08% | 12 | 294 | 13 |
| #38 of 527 | Audittrue.comaudittrue.com | Other observed source | 3.74% | 11 | 294 | 13 |
| #39 of 527 | Concentric.aiconcentric.ai | Other observed source | 3.74% | 11 | 294 | 13 |
| #40 of 527 | Deepinspect.aideepinspect.ai | Other observed source | 3.74% | 11 | 294 | 13 |
| #41 of 527 | Huggingface.cohuggingface.co | Other observed source | 3.74% | 11 | 294 | 13 |
| #42 of 527 | Checkpoint.comcheckpoint.com | Vendor-owned source | 3.40% | 10 | 294 | 13 |
| #43 of 527 | Forcepoint.comforcepoint.com | Other observed source | 3.40% | 10 | 294 | 13 |
| #44 of 527 | Getmaxim.aigetmaxim.ai | Other observed source | 3.40% | 10 | 294 | 13 |
| #45 of 527 | Inferwall.cominferwall.com | Other observed source | 3.40% | 10 | 294 | 13 |
| #46 of 527 | Databricks.comdatabricks.com | Vendor-owned source | 3.06% | 9 | 294 | 13 |
| #47 of 527 | F5.comf5.com | Other observed source | 3.06% | 9 | 294 | 13 |
| #48 of 527 | Github.comgithub.com | Community and social platform | 3.06% | 9 | 294 | 13 |
| #49 of 527 | Idox.aiidox.ai | Vendor-owned source | 3.06% | 9 | 294 | 13 |
| #50 of 527 | Secureauth.comsecureauth.com | Vendor-owned source | 3.06% | 9 | 294 | 13 |
| #51 of 527 | Aicompliancevendors.comaicompliancevendors.com | Other observed source | 2.72% | 8 | 294 | 13 |
| #52 of 527 | Getlimina.aigetlimina.ai | Other observed source | 2.72% | 8 | 294 | 13 |
| #53 of 527 | Openlayer.comopenlayer.com | Other observed source | 2.72% | 8 | 294 | 13 |
| #54 of 527 | Sisa.aisisa.ai | Other observed source | 2.72% | 8 | 294 | 13 |
| #55 of 527 | TechRadartechradar.com | Editorial publication | 2.72% | 8 | 294 | 13 |
| #56 of 527 | Beyondscale.techbeyondscale.tech | Other observed source | 2.38% | 7 | 294 | 13 |
| #57 of 527 | Dancumberlandlabs.comdancumberlandlabs.com | Other observed source | 2.38% | 7 | 294 | 13 |
| #58 of 527 | Pii-tools.compii-tools.com | Other observed source | 2.38% | 7 | 294 | 13 |
| #59 of 527 | Trustible.aitrustible.ai | Vendor-owned source | 2.38% | 7 | 294 | 13 |
| #60 of 527 | Veniosystems.comveniosystems.com | Other observed source | 2.38% | 7 | 294 | 13 |
| #61 of 527 | A10networks.coma10networks.com | Other observed source | 2.04% | 6 | 294 | 13 |
| #62 of 527 | Areebi.comareebi.com | Other observed source | 2.04% | 6 | 294 | 13 |
| #63 of 527 | Awesomeagents.aiawesomeagents.ai | Other observed source | 2.04% | 6 | 294 | 13 |
| #64 of 527 | Dupple.comdupple.com | Other observed source | 2.04% | 6 | 294 | 13 |
| #65 of 527 | Fortinet.comfortinet.com | Vendor-owned source | 2.04% | 6 | 294 | 13 |
| #66 of 527 | Informationmatters.orginformationmatters.org | Academic and government source | 2.04% | 6 | 294 | 13 |
| #67 of 527 | Neuraltrust.aineuraltrust.ai | Other observed source | 2.04% | 6 | 294 | 13 |
| #68 of 527 | Protego.meprotego.me | Other observed source | 2.04% | 6 | 294 | 13 |
| #69 of 527 | Teleskope.aiteleskope.ai | Other observed source | 2.04% | 6 | 294 | 13 |
| #70 of 527 | Adaptivesecurity.comadaptivesecurity.com | Other observed source | 1.70% | 5 | 294 | 13 |
| #71 of 527 | AIMultipleaimultiple.com | Editorial publication | 1.70% | 5 | 294 | 13 |
| #72 of 527 | Aperion.aiaperion.ai | Other observed source | 1.70% | 5 | 294 | 13 |
| #73 of 527 | Collieai.iocollieai.io | Other observed source | 1.70% | 5 | 294 | 13 |
| #74 of 527 | Danzo.aidanzo.ai | Other observed source | 1.70% | 5 | 294 | 13 |
| #75 of 527 | F6s.comf6s.com | Other observed source | 1.70% | 5 | 294 | 13 |
| #76 of 527 | Hoop.devhoop.dev | Other observed source | 1.70% | 5 | 294 | 13 |
| #77 of 527 | Layer3labs.iolayer3labs.io | Other observed source | 1.70% | 5 | 294 | 13 |
| #78 of 527 | Metomic.iometomic.io | Other observed source | 1.70% | 5 | 294 | 13 |
| #79 of 527 | Petronellatech.competronellatech.com | Editorial publication | 1.70% | 5 | 294 | 13 |
| #80 of 527 | Pipelab.orgpipelab.org | Other observed source | 1.70% | 5 | 294 | 13 |
| #81 of 527 | Proofhelm.comproofhelm.com | Other observed source | 1.70% | 5 | 294 | 13 |
| #82 of 527 | Securetom.comsecuretom.com | Other observed source | 1.70% | 5 | 294 | 13 |
| #83 of 527 | SQ Magazinesqmagazine.co.uk | Editorial publication | 1.70% | 5 | 294 | 13 |
| #84 of 527 | Aigovernancedesk.comaigovernancedesk.com | Other observed source | 1.36% | 4 | 294 | 13 |
| #85 of 527 | Axiosaxios.com | Editorial publication | 1.36% | 4 | 294 | 13 |
| #86 of 527 | Becompliance.aibecompliance.ai | Other observed source | 1.36% | 4 | 294 | 13 |
| #87 of 527 | Bigid.combigid.com | Vendor-owned source | 1.36% | 4 | 294 | 13 |
| #88 of 527 | Billennium.combillennium.com | Other observed source | 1.36% | 4 | 294 | 13 |
| #89 of 527 | Business Wirebusinesswire.com | Wire and press-release distribution | 1.36% | 4 | 294 | 13 |
| #90 of 527 | Casepoint.comcasepoint.com | Vendor-owned source | 1.36% | 4 | 294 | 13 |
| #91 of 527 | Cloudsine.techcloudsine.tech | Other observed source | 1.36% | 4 | 294 | 13 |
| #92 of 527 | Credo.aicredo.ai | Other observed source | 1.36% | 4 | 294 | 13 |
| #93 of 527 | Decryption Digestdecryptiondigest.com | Other observed source | 1.36% | 4 | 294 | 13 |
| #94 of 527 | Finos.orgfinos.org | Community and social platform | 1.36% | 4 | 294 | 13 |
| #95 of 527 | Infomineo.cominfomineo.com | Other observed source | 1.36% | 4 | 294 | 13 |
| #96 of 527 | IT Proitpro.com | Editorial publication | 1.36% | 4 | 294 | 13 |
| #97 of 527 | Lakera.ailakera.ai | Vendor-owned source | 1.36% | 4 | 294 | 13 |
| #98 of 527 | Levo.ailevo.ai | Vendor-owned source | 1.36% | 4 | 294 | 13 |
| #99 of 527 | Mintmcp.commintmcp.com | Other observed source | 1.36% | 4 | 294 | 13 |
| #100 of 527 | Obsidiansecurity.comobsidiansecurity.com | Vendor-owned source | 1.36% | 4 | 294 | 13 |
Showing the first 100 rows from 527 observed domains.
Cite this
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. AI Security & Privacy / Is it worth it: 527 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/is_x_worth. CC BY 4.0.Parrott, J. (2026). AI Security & Privacy / Is it worth it 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/is_x_worth https://doi.org/10.5281/zenodo.23652423@misc{parrott2026mriaisecurityprivacyisxworth,
author = {Parrott, Jaxon},
title = {AI Security \& Privacy / Is it worth it 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/is_x_worth},
doi = {10.5281/zenodo.23652423},
license = {CC-BY-4.0},
note = {Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai}
}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.