Evidence floor met in this release.
AI Visibility & GEOStatePublished Observed runs132 Run dates7 Observed domains417
Published segment leaderboard
AI Visibility & GEO: Comparisons in the Machine Relations Index
This leaderboard uses only the AI Visibility & GEO / Comparisons segment denominator: 132 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 417 | Hubspot.comhubspot.com | Vendor-owned source | 26.52% | 35 | 132 | 7 | Unavailable |
| #2 of 417 | Redditreddit.com | Community and social platform | 22.73% | 30 | 132 | 7 | Unavailable |
| #3 of 417 | YouTubeyoutube.com | Search or media platform | 21.21% | 28 | 132 | 7 | Unavailable |
| #4 of 417 | LinkedInlinkedin.com | Community and social platform | 20.45% | 27 | 132 | 7 | Unavailable |
| #5 of 417 | Mediummedium.com | Editorial publication | 18.18% | 24 | 132 | 7 | Unavailable |
| #6 of 417 | Semrush.comsemrush.com | Vendor-owned source | 15.15% | 20 | 132 | 7 | Unavailable |
| #7 of 417 | Optimizegeo.aioptimizegeo.ai | Other observed source | 12.12% | 16 | 132 | 7 | Unavailable |
| #8 of 417 | Directiveconsulting.comdirectiveconsulting.com | Other observed source | 10.61% | 14 | 132 | 7 | Unavailable |
| #9 of 417 | Forbesforbes.com | Editorial publication | 10.61% | 14 | 132 | 7 | Unavailable |
| #10 of 417 | Searchengineland.comsearchengineland.com | Search or media platform | 10.61% | 14 | 132 | 7 | Unavailable |
| #11 of 417 | Jasper.aijasper.ai | Other observed source | 9.09% | 12 | 132 | 7 | Unavailable |
| #12 of 417 | Siteimprove.comsiteimprove.com | Other observed source | 8.33% | 11 | 132 | 7 | Unavailable |
| #13 of 417 | Eseospace.comeseospace.com | Other observed source | 7.58% | 10 | 132 | 7 | Unavailable |
| #14 of 417 | Monday.commonday.com | Vendor-owned source | 7.58% | 10 | 132 | 7 | Unavailable |
| #15 of 417 | Altudo.coaltudo.co | Other observed source | 6.82% | 9 | 132 | 7 | Unavailable |
| #16 of 417 | Frase.iofrase.io | Other observed source | 6.82% | 9 | 132 | 7 | Unavailable |
| #17 of 417 | Lseo.comlseo.com | Other observed source | 6.82% | 9 | 132 | 7 | Unavailable |
| #18 of 417 | Seo.comseo.com | Other observed source | 6.82% | 9 | 132 | 7 | Unavailable |
| #19 of 417 | Windmillstrategy.comwindmillstrategy.com | Other observed source | 6.82% | 9 | 132 | 7 | Unavailable |
| #20 of 417 | Bigeyeagency.combigeyeagency.com | Other observed source | 6.06% | 8 | 132 | 7 | Unavailable |
| #21 of 417 | Contentful.comcontentful.com | Other observed source | 6.06% | 8 | 132 | 7 | Unavailable |
| #22 of 417 | Wordstream.comwordstream.com | Other observed source | 6.06% | 8 | 132 | 7 | Unavailable |
| #23 of 417 | Contentmarketinginstitute.comcontentmarketinginstitute.com | Editorial publication | 5.30% | 7 | 132 | 7 | Unavailable |
| #24 of 417 | Discoveredlabs.comdiscoveredlabs.com | Other observed source | 5.30% | 7 | 132 | 7 | Unavailable |
| #25 of 417 | Ericrounds.comericrounds.com | Other observed source | 5.30% | 7 | 132 | 7 | Unavailable |
| #26 of 417 | Keyword.comkeyword.com | Other observed source | 5.30% | 7 | 132 | 7 | Unavailable |
| #27 of 417 | Writesonic.comwritesonic.com | Other observed source | 5.30% | 7 | 132 | 7 | Unavailable |
| #28 of 417 | A16z.coma16z.com | Analyst and consulting research | 4.55% | 6 | 132 | 7 | Unavailable |
| #29 of 417 | Acquia.comacquia.com | Vendor-owned source | 4.55% | 6 | 132 | 7 | Unavailable |
| #30 of 417 | Arxiv.orgarxiv.org | Academic and government source | 4.55% | 6 | 132 | 7 | Unavailable |
| #31 of 417 | Backlinko.combacklinko.com | Vendor-owned source | 4.55% | 6 | 132 | 7 | Unavailable |
| #32 of 417 | TechRadartechradar.com | Editorial publication | 4.55% | 6 | 132 | 7 | Unavailable |
| #33 of 417 | Thriveagency.comthriveagency.com | Other observed source | 4.55% | 6 | 132 | 7 | Unavailable |
| #34 of 417 | Xseek.ioxseek.io | Other observed source | 4.55% | 6 | 132 | 7 | Unavailable |
| #35 of 417 | Airops.comairops.com | Other observed source | 3.79% | 5 | 132 | 7 | Unavailable |
| #36 of 417 | Alexbirkett.comalexbirkett.com | Other observed source | 3.79% | 5 | 132 | 7 | Unavailable |
| #37 of 417 | Digitalapplied.comdigitalapplied.com | Other observed source | 3.79% | 5 | 132 | 7 | Unavailable |
| #38 of 417 | Metaflow.lifemetaflow.life | Other observed source | 3.79% | 5 | 132 | 7 | Unavailable |
| #39 of 417 | Quora.comquora.com | Community and social platform | 3.79% | 5 | 132 | 7 | Unavailable |
| #40 of 417 | Searchatlas.comsearchatlas.com | Other observed source | 3.79% | 5 | 132 | 7 | Unavailable |
| #41 of 417 | Silvertech.comsilvertech.com | Other observed source | 3.79% | 5 | 132 | 7 | Unavailable |
| #42 of 417 | Tryprofound.comtryprofound.com | Other observed source | 3.79% | 5 | 132 | 7 | Unavailable |
| #43 of 417 | Brightedge.combrightedge.com | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #44 of 417 | Clearscope.ioclearscope.io | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #45 of 417 | Cmswire.comcmswire.com | Editorial publication | 3.03% | 4 | 132 | 7 | Unavailable |
| #46 of 417 | Cognizo.aicognizo.ai | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #47 of 417 | Euromatech.comeuromatech.com | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #48 of 417 | Evertune.aievertune.ai | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #49 of 417 | Impactplus.comimpactplus.com | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #50 of 417 | Instagram.cominstagram.com | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #51 of 417 | Llmrefs.comllmrefs.com | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #52 of 417 | Locusdigital.comlocusdigital.com | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #53 of 417 | Nightwatch.ionightwatch.io | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #54 of 417 | Rankzero.iorankzero.io | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #55 of 417 | Singlegrain.comsinglegrain.com | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #56 of 417 | Skulift.comskulift.com | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #57 of 417 | Sproutworth.comsproutworth.com | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #58 of 417 | Strapi.iostrapi.io | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #59 of 417 | Virayo.comvirayo.com | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #60 of 417 | Wellows.comwellows.com | Vendor-owned source | 3.03% | 4 | 132 | 7 | Unavailable |
| #61 of 417 | Yesoptimist.comyesoptimist.com | Other observed source | 3.03% | 4 | 132 | 7 | Unavailable |
| #62 of 417 | Zs.comzs.com | Analyst and consulting research | 3.03% | 4 | 132 | 7 | Unavailable |
| #63 of 417 | 51blocks.com51blocks.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #64 of 417 | Airshelf.aiairshelf.ai | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #65 of 417 | Aithinkerlab.comaithinkerlab.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #66 of 417 | Animalz.coanimalz.co | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #67 of 417 | Authoritytech.ioauthoritytech.io | Editorial publication | 2.27% | 3 | 132 | 7 | Unavailable |
| #68 of 417 | Averi.aiaveri.ai | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #69 of 417 | Bigrock-graphics.com.aubigrock-graphics.com.au | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #70 of 417 | Birdeye.combirdeye.com | Vendor-owned source | 2.27% | 3 | 132 | 7 | Unavailable |
| #71 of 417 | Boralagency.comboralagency.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #72 of 417 | Busyseed.combusyseed.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #73 of 417 | Contentrebels.com.aucontentrebels.com.au | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #74 of 417 | Contentstack.comcontentstack.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #75 of 417 | Davidmelamed.comdavidmelamed.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #76 of 417 | Emetdigital.comemetdigital.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #77 of 417 | Envisionitagency.comenvisionitagency.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #78 of 417 | Ipullrank.comipullrank.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #79 of 417 | Lemonadestand.orglemonadestand.org | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #80 of 417 | Loudface.coloudface.co | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #81 of 417 | Pbjmarketing.compbjmarketing.com | Market and company database | 2.27% | 3 | 132 | 7 | Unavailable |
| #82 of 417 | Pureseo.compureseo.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #83 of 417 | Redefineyourmarketing.comredefineyourmarketing.com | Market and company database | 2.27% | 3 | 132 | 7 | Unavailable |
| #84 of 417 | Rvsmedia.comrvsmedia.com | Editorial publication | 2.27% | 3 | 132 | 7 | Unavailable |
| #85 of 417 | Semai.aisemai.ai | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #86 of 417 | Seoportfolio.inseoportfolio.in | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #87 of 417 | Seosherpa.comseosherpa.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #88 of 417 | Snezzi.comsnezzi.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #89 of 417 | Stifel-marcin.comstifel-marcin.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #90 of 417 | Timothydevore.comtimothydevore.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #91 of 417 | Upcite.aiupcite.ai | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #92 of 417 | Useomnia.comuseomnia.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #93 of 417 | Yotpo.comyotpo.com | Other observed source | 2.27% | 3 | 132 | 7 | Unavailable |
| #94 of 417 | Adobe.comadobe.com | Vendor-owned source | 1.52% | 2 | 132 | 7 | Unavailable |
| #95 of 417 | Aeomotor.seaeomotor.se | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #96 of 417 | Aibrandpulse.aiaibrandpulse.ai | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #97 of 417 | Analyticalinsider.aianalyticalinsider.ai | Editorial publication | 1.52% | 2 | 132 | 7 | Unavailable |
| #98 of 417 | Ansvisor.comansvisor.com | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #99 of 417 | Artunlimitedusa.comartunlimitedusa.com | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
| #100 of 417 | Atakinteractive.comatakinteractive.com | Other observed source | 1.52% | 2 | 132 | 7 | Unavailable |
Showing the first 100 rows from 417 observed domains.
Release and boundary
How to cite this segment
AI Visibility & GEO / Comparisons: 417 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-visibility-geo/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.