AI Visibility & GEO

Published segment leaderboard

AI Visibility & GEO: How buyers choose in the Machine Relations Index

This leaderboard uses only the AI Visibility & GEO / How buyers choose segment denominator: 282 observed answer runs across 13 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs282

Segment-specific denominator. Not the overall domain denominator.

Run dates13

Release floor: 7 dates.

Observed domains699

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 699YouTubeyoutube.comSearch or media platform12.06%3428213
#2 of 699Stackmatix.comstackmatix.comOther observed source10.99%3128213
#3 of 699Llmpulse.aillmpulse.aiOther observed source8.87%2528213
#4 of 699Hubspot.comhubspot.comVendor-owned source8.51%2428213
#5 of 699Tryprofound.comtryprofound.comVendor-owned source8.16%2328213
#6 of 699Brandviz.aibrandviz.aiOther observed source7.45%2128213
#7 of 699Averi.aiaveri.aiOther observed source6.74%1928213
#8 of 699Mybrandi.aimybrandi.aiOther observed source6.03%1728213
#9 of 699Gen-optima.comgen-optima.comOther observed source5.67%1628213
#10 of 699Redditreddit.comCommunity and social platform5.67%1628213
#11 of 699Semrush.comsemrush.comVendor-owned source5.67%1628213
#12 of 699Evertune.aievertune.aiOther observed source5.32%1528213
#13 of 699Github.comgithub.comCommunity and social platform5.32%1528213
#14 of 699Mersel.aimersel.aiOther observed source5.32%1528213
#15 of 699Dageno.aidageno.aiOther observed source4.96%1428213
#16 of 699Limy.ailimy.aiOther observed source4.96%1428213
#17 of 699Metehan.aimetehan.aiOther observed source4.96%1428213
#18 of 699LinkedInlinkedin.comCommunity and social platform4.61%1328213
#19 of 699Otterly.aiotterly.aiOther observed source4.61%1328213
#20 of 699Seranking.comseranking.comOther observed source4.61%1328213
#21 of 699Xseek.ioxseek.ioOther observed source4.61%1328213
#22 of 699Yotpo.comyotpo.comOther observed source4.61%1328213
#23 of 699Airfleet.coairfleet.coOther observed source4.26%1228213
#24 of 699Botric.aibotric.aiOther observed source4.26%1228213
#25 of 699Getgeology.comgetgeology.comOther observed source4.26%1228213
#26 of 699Primacy.comprimacy.comOther observed source4.26%1228213
#27 of 699Shadow.incshadow.incOther observed source4.26%1228213
#28 of 699Toolsolved.comtoolsolved.comOther observed source4.26%1228213
#29 of 699Derivatex.agencyderivatex.agencyVendor-owned source3.55%1028213
#30 of 699Geovector.aigeovector.aiOther observed source3.55%1028213
#31 of 699Gracker.aigracker.aiVendor-owned source3.55%1028213
#32 of 699Pepper.incpepper.incOther observed source3.55%1028213
#33 of 699Scrunch.comscrunch.comOther observed source3.55%1028213
#34 of 699Beomniscient.combeomniscient.comOther observed source3.19%928213
#35 of 699Frase.iofrase.ioOther observed source3.19%928213
#36 of 699Geocara.comgeocara.comVendor-owned source3.19%928213
#37 of 699Geoptie.comgeoptie.comOther observed source3.19%928213
#38 of 699Margen.netmargen.netVendor-owned source3.19%928213
#39 of 699Optimizegeo.aioptimizegeo.aiOther observed source3.19%928213
#40 of 699PR Newswireprnewswire.comWire and press-release distribution3.19%928213
#41 of 699Quattr.comquattr.comOther observed source3.19%928213
#42 of 699365iwebdesign.co.uk365iwebdesign.co.ukOther observed source2.84%828213
#43 of 699Aeovision.aiaeovision.aiOther observed source2.84%828213
#44 of 699Aiclicks.ioaiclicks.ioOther observed source2.84%828213
#45 of 699Dev.todev.toCommunity and social platform2.84%828213
#46 of 699Geotoolbox.aigeotoolbox.aiOther observed source2.84%828213
#47 of 699Maxaeo.aimaxaeo.aiOther observed source2.84%828213
#48 of 699Sitepoint.comsitepoint.comOther observed source2.84%828213
#49 of 699Susodigital.comsusodigital.comOther observed source2.84%828213
#50 of 699Topify.aitopify.aiOther observed source2.84%828213
#51 of 699Answersocrates.comanswersocrates.comOther observed source2.48%728213
#52 of 699Athenahq.aiathenahq.aiOther observed source2.48%728213
#53 of 699Ayzeo.comayzeo.comOther observed source2.48%728213
#54 of 699Higoodie.comhigoodie.comVendor-owned source2.48%728213
#55 of 699Humanizeai.comhumanizeai.comOther observed source2.48%728213
#56 of 699Kubnalbridge.comkubnalbridge.comOther observed source2.48%728213
#57 of 699Nerdbot.comnerdbot.comOther observed source2.48%728213
#58 of 699Yesoptimist.comyesoptimist.comVendor-owned source2.48%728213
#59 of 699Arxiv.orgarxiv.orgAcademic and government source2.13%628213
#60 of 699Birdeye.combirdeye.comVendor-owned source2.13%628213
#61 of 699Carto.comcarto.comOther observed source2.13%628213
#62 of 699Demand Gen Reportdemandgenreport.comEditorial publication2.13%628213
#63 of 699Genixly.iogenixly.ioOther observed source2.13%628213
#64 of 699Geosoftwarerankings.comgeosoftwarerankings.comOther observed source2.13%628213
#65 of 699HackerNoonhackernoon.comOther observed source2.13%628213
#66 of 699Mediummedium.comCommunity and social platform2.13%628213
#67 of 699Nicklafferty.comnicklafferty.comOther observed source2.13%628213
#68 of 699Nogood.ionogood.ioVendor-owned source2.13%628213
#69 of 699Olostep.comolostep.comOther observed source2.13%628213
#70 of 699Saffronedge.comsaffronedge.comVendor-owned source2.13%628213
#71 of 699Search Engine Landsearchengineland.comEditorial publication2.13%628213
#72 of 699Seerinteractive.comseerinteractive.comOther observed source2.13%628213
#73 of 699Senso.aisenso.aiOther observed source2.13%628213
#74 of 699Similarweb.comsimilarweb.comOther observed source2.13%628213
#75 of 699Tryxlr8.aitryxlr8.aiOther observed source2.13%628213
#76 of 699Useomnia.comuseomnia.comOther observed source2.13%628213
#77 of 699Writesonic.comwritesonic.comOther observed source2.13%628213
#78 of 699Wrodium.comwrodium.comOther observed source2.13%628213
#79 of 699Ai-search-tools.comai-search-tools.comOther observed source1.77%528213
#80 of 699Airankchecker.netairankchecker.netOther observed source1.77%528213
#81 of 699Airops.comairops.comOther observed source1.77%528213
#82 of 699Bluefishai.combluefishai.comVendor-owned source1.77%528213
#83 of 699Geodeck.iogeodeck.ioOther observed source1.77%528213
#84 of 699Getpassionfruit.comgetpassionfruit.comVendor-owned source1.77%528213
#85 of 699Itechguides.comitechguides.comMarket and company database1.77%528213
#86 of 699Llmrefs.comllmrefs.comOther observed source1.77%528213
#87 of 699Okara.aiokara.aiOther observed source1.77%528213
#88 of 699Presenc.aipresenc.aiOther observed source1.77%528213
#89 of 699Ranktracker.comranktracker.comOther observed source1.77%528213
#90 of 699Ritnerdigital.comritnerdigital.comOther observed source1.77%528213
#91 of 699Search Engine Journalsearchenginejournal.comEditorial publication1.77%528213
#92 of 699Siftly.aisiftly.aiOther observed source1.77%528213
#93 of 699Strivelabs.aistrivelabs.aiOther observed source1.77%528213
#94 of 699TechRadartechradar.comEditorial publication1.77%528213
#95 of 699Thewhitebox.iothewhitebox.ioOther observed source1.77%528213
#96 of 699Ahrefs.comahrefs.comVendor-owned source1.42%428213
#97 of 699Aisightline.comaisightline.comOther observed source1.42%428213
#98 of 699Amicited.comamicited.comOther observed source1.42%428213
#99 of 699AuthorityTechauthoritytech.ioVendor-owned source1.42%428213
#100 of 699Bevisible.appbevisible.appOther observed source1.42%428213

Showing the first 100 rows from 699 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. AI Visibility & GEO / How buyers choose: 699 observed source domains in the leaderboard, measured on 282 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/how_choose. CC BY 4.0.
APA
Parrott, J. (2026). AI Visibility & GEO / How buyers choose 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/how_choose https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mriaivisibilitygeohowchoose,
  author = {Parrott, Jaxon},
  title = {AI Visibility \& GEO / How buyers choose 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/how_choose},
  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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