AI Visibility & GEO

Published segment leaderboard

AI Visibility & GEO: Comparisons in the Machine Relations Index

This leaderboard uses only the AI Visibility & GEO / Comparisons segment denominator: 301 observed answer runs across 13 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs301

Segment-specific denominator. Not the overall domain denominator.

Run dates13

Release floor: 7 dates.

Observed domains585

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 585Hubspot.comhubspot.comVendor-owned source26.25%7930113
#2 of 585Semrush.comsemrush.comVendor-owned source15.28%4630113
#3 of 585Redditreddit.comCommunity and social platform12.62%3830113
#4 of 585Mediummedium.comCommunity and social platform11.30%3430113
#5 of 585LinkedInlinkedin.comCommunity and social platform10.96%3330113
#6 of 585YouTubeyoutube.comSearch or media platform10.30%3130113
#7 of 585Siteimprove.comsiteimprove.comOther observed source8.64%2630113
#8 of 585Search Engine Landsearchengineland.comEditorial publication8.31%2530113
#9 of 585Optimizegeo.aioptimizegeo.aiOther observed source7.97%2430113
#10 of 585Forbesforbes.comEditorial publication7.64%2330113
#11 of 585Jasper.aijasper.aiOther observed source7.31%2230113
#12 of 585Lseo.comlseo.comOther observed source6.31%1930113
#13 of 585Monday.commonday.comVendor-owned source5.98%1830113
#14 of 585Seo.comseo.comOther observed source5.98%1830113
#15 of 585Frase.iofrase.ioOther observed source5.65%1730113
#16 of 585Airops.comairops.comOther observed source5.32%1630113
#17 of 585Digitalapplied.comdigitalapplied.comVendor-owned source5.32%1630113
#18 of 585Directiveconsulting.comdirectiveconsulting.comOther observed source4.98%1530113
#19 of 585Eseospace.comeseospace.comOther observed source4.98%1530113
#20 of 585Llmrefs.comllmrefs.comOther observed source4.98%1530113
#21 of 585Bigeyeagency.combigeyeagency.comOther observed source4.65%1430113
#22 of 585Ahrefs.comahrefs.comVendor-owned source4.32%1330113
#23 of 585Contentful.comcontentful.comOther observed source4.32%1330113
#24 of 585Arxiv.orgarxiv.orgAcademic and government source3.99%1230113
#25 of 585AuthorityTechauthoritytech.ioVendor-owned source3.99%1230113
#26 of 585Backlinko.combacklinko.comOther observed source3.99%1230113
#27 of 585Discoveredlabs.comdiscoveredlabs.comOther observed source3.99%1230113
#28 of 585Metaflow.lifemetaflow.lifeOther observed source3.99%1230113
#29 of 585Acquia.comacquia.comVendor-owned source3.65%1130113
#30 of 585Altudo.coaltudo.coOther observed source3.65%1130113
#31 of 585TechRadartechradar.comEditorial publication3.65%1130113
#32 of 585Wordstream.comwordstream.comOther observed source3.65%1130113
#33 of 585Writesonic.comwritesonic.comOther observed source3.65%1130113
#34 of 585Content Marketing Institutecontentmarketinginstitute.comEditorial publication3.32%1030113
#35 of 585Wellows.comwellows.comVendor-owned source3.32%1030113
#36 of 585Windmillstrategy.comwindmillstrategy.comOther observed source3.32%1030113
#37 of 585Adobe.comadobe.comVendor-owned source2.99%930113
#38 of 585Built Inbuiltin.comEditorial publication2.99%930113
#39 of 585Searchatlas.comsearchatlas.comOther observed source2.99%930113
#40 of 585Thriveagency.comthriveagency.comOther observed source2.99%930113
#41 of 585Yotpo.comyotpo.comOther observed source2.99%930113
#42 of 585Advancedwebranking.comadvancedwebranking.comOther observed source2.66%830113
#43 of 585Alexbirkett.comalexbirkett.comOther observed source2.66%830113
#44 of 585Clearscope.ioclearscope.ioOther observed source2.66%830113
#45 of 585Keyword.comkeyword.comOther observed source2.66%830113
#46 of 585Rankzero.iorankzero.ioOther observed source2.66%830113
#47 of 585Seranking.comseranking.comOther observed source2.66%830113
#48 of 585Similarweb.comsimilarweb.comOther observed source2.66%830113
#49 of 585Strapi.iostrapi.ioOther observed source2.66%830113
#50 of 585Typeface.aitypeface.aiVendor-owned source2.66%830113
#51 of 585Busyseed.combusyseed.comSearch or media platform2.33%730113
#52 of 585Contentstack.comcontentstack.comVendor-owned source2.33%730113
#53 of 585Ericrounds.comericrounds.comOther observed source2.33%730113
#54 of 585Impactplus.comimpactplus.comOther observed source2.33%730113
#55 of 585Seomonitor.comseomonitor.comOther observed source2.33%730113
#56 of 585Siftly.aisiftly.aiOther observed source2.33%730113
#57 of 585Singlegrain.comsinglegrain.comOther observed source2.33%730113
#58 of 585Tryprofound.comtryprofound.comVendor-owned source2.33%730113
#59 of 585Yesoptimist.comyesoptimist.comVendor-owned source2.33%730113
#60 of 585A16z.coma16z.comAnalyst and consulting research1.99%630113
#61 of 585Aithinkerlab.comaithinkerlab.comOther observed source1.99%630113
#62 of 585CMSWire.comcmswire.comEditorial publication1.99%630113
#63 of 585Factors.aifactors.aiVendor-owned source1.99%630113
#64 of 585Foglift.iofoglift.ioOther observed source1.99%630113
#65 of 585Llmpulse.aillmpulse.aiOther observed source1.99%630113
#66 of 585Quora.comquora.comCommunity and social platform1.99%630113
#67 of 585Siege Mediasiegemedia.comOther observed source1.99%630113
#68 of 585Therankmasters.comtherankmasters.comVendor-owned source1.99%630113
#69 of 585Writer.comwriter.comVendor-owned source1.99%630113
#70 of 585Xseek.ioxseek.ioOther observed source1.99%630113
#71 of 585Airshelf.aiairshelf.aiOther observed source1.66%530113
#72 of 585Birdeye.combirdeye.comVendor-owned source1.66%530113
#73 of 585Brightedge.combrightedge.comOther observed source1.66%530113
#74 of 585Cognizo.aicognizo.aiOther observed source1.66%530113
#75 of 585Euromatech.comeuromatech.comOther observed source1.66%530113
#76 of 585Goodfirms.cogoodfirms.coOther observed source1.66%530113
#77 of 585Loudface.coloudface.coVendor-owned source1.66%530113
#78 of 585Nightwatch.ionightwatch.ioOther observed source1.66%530113
#79 of 585Samshev.comsamshev.comAnalyst and consulting research1.66%530113
#80 of 585Silvertech.comsilvertech.comOther observed source1.66%530113
#81 of 585Skulift.comskulift.comOther observed source1.66%530113
#82 of 585Straightnorth.comstraightnorth.comOther observed source1.66%530113
#83 of 585Zs.comzs.comAnalyst and consulting research1.66%530113
#84 of 585Amsive.comamsive.comOther observed source1.33%430113
#85 of 585Coursera.orgcoursera.orgOther observed source1.33%430113
#86 of 585Digiday.comdigiday.comOther observed source1.33%430113
#87 of 585Emarketer.comemarketer.comMarket and company database1.33%430113
#88 of 585Evertune.aievertune.aiOther observed source1.33%430113
#89 of 585Frac.tlfrac.tlOther observed source1.33%430113
#90 of 585Geotoolbox.aigeotoolbox.aiOther observed source1.33%430113
#91 of 585Gofishdigital.comgofishdigital.comOther observed source1.33%430113
#92 of 585Instagram.cominstagram.comOther observed source1.33%430113
#93 of 585Locusdigital.comlocusdigital.comOther observed source1.33%430113
#94 of 585Marketmuse.commarketmuse.comOther observed source1.33%430113
#95 of 585Moz.commoz.comAnalyst and consulting research1.33%430113
#96 of 585Seohandbook.co.ukseohandbook.co.ukOther observed source1.33%430113
#97 of 585Seosherpa.comseosherpa.comOther observed source1.33%430113
#98 of 585Sproutworth.comsproutworth.comOther observed source1.33%430113
#99 of 585Stifel-marcin.comstifel-marcin.comOther observed source1.33%430113
#100 of 585Us.comus.comOther observed source1.33%430113

Showing the first 100 rows from 585 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. AI Visibility & GEO / Comparisons: 585 observed source domains in the leaderboard, measured on 301 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-visibility-geo/x_vs_y. CC BY 4.0.
APA
Parrott, J. (2026). AI Visibility & GEO / Comparisons 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-visibility-geo/x_vs_y https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mriaivisibilitygeoxvsy,
  author = {Parrott, Jaxon},
  title = {AI Visibility \& GEO / Comparisons 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-visibility-geo/x_vs_y},
  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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