AI Visibility & GEO

Published segment leaderboard

AI Visibility & GEO: Problem-first research in the Machine Relations Index

This leaderboard uses only the AI Visibility & GEO / Problem-first research 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 domains682

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 682YouTubeyoutube.comSearch or media platform15.61%4730113
#2 of 682Redditreddit.comCommunity and social platform14.95%4530113
#3 of 682LinkedInlinkedin.comCommunity and social platform13.95%4230113
#4 of 682Semrush.comsemrush.comVendor-owned source11.30%3430113
#5 of 682Trysight.aitrysight.aiOther observed source8.97%2730113
#6 of 682Onely.comonely.comOther observed source7.64%2330113
#7 of 682Hubspot.comhubspot.comVendor-owned source6.31%1930113
#8 of 682Derivatex.agencyderivatex.agencyVendor-owned source4.65%1430113
#9 of 682Launchcodex.comlaunchcodex.comOther observed source4.32%1330113
#10 of 682Searchintel.techsearchintel.techOther observed source3.99%1230113
#11 of 682Statuslabs.comstatuslabs.comOther observed source3.99%1230113
#12 of 682Llmpulse.aillmpulse.aiOther observed source3.65%1130113
#13 of 682Rankry.airankry.aiOther observed source3.65%1130113
#14 of 682Visible.mdvisible.mdOther observed source3.65%1130113
#15 of 682Eseospace.comeseospace.comOther observed source3.32%1030113
#16 of 682Farandwide.iofarandwide.ioOther observed source3.32%1030113
#17 of 682Linkeddit.comlinkeddit.comVendor-owned source3.32%1030113
#18 of 682Mentionagent.aimentionagent.aiVendor-owned source3.32%1030113
#19 of 682Ahrefs.comahrefs.comVendor-owned source2.99%930113
#20 of 682Geoscout.progeoscout.proOther observed source2.99%930113
#21 of 682Searchpod.comsearchpod.comOther observed source2.99%930113
#22 of 682TechRadartechradar.comEditorial publication2.99%930113
#23 of 682Webfx.comwebfx.comOther observed source2.99%930113
#24 of 682Contextmemo.comcontextmemo.comOther observed source2.66%830113
#25 of 682Dev.todev.toCommunity and social platform2.66%830113
#26 of 682Facebook.comfacebook.comCommunity and social platform2.66%830113
#27 of 682Impactplus.comimpactplus.comOther observed source2.66%830113
#28 of 682Instagram.cominstagram.comOther observed source2.66%830113
#29 of 682Maxaeo.aimaxaeo.aiOther observed source2.66%830113
#30 of 682Oversearch.aioversearch.aiOther observed source2.66%830113
#31 of 682Radyant.ioradyant.ioOther observed source2.66%830113
#32 of 682Seerinteractive.comseerinteractive.comOther observed source2.66%830113
#33 of 682TechBriefedtechbriefed.comEditorial publication2.66%830113
#34 of 682Ultrascout.aiultrascout.aiOther observed source2.66%830113
#35 of 682Yotpo.comyotpo.comOther observed source2.66%830113
#36 of 682Clickforest.comclickforest.comOther observed source2.33%730113
#37 of 682Depra.aidepra.aiOther observed source2.33%730113
#38 of 682Flowmondo.comflowmondo.comOther observed source2.33%730113
#39 of 682Forbesforbes.comEditorial publication2.33%730113
#40 of 682Netsujo.jpnetsujo.jpOther observed source2.33%730113
#41 of 682Search Engine Journalsearchenginejournal.comEditorial publication2.33%730113
#42 of 682Search Engine Landsearchengineland.comEditorial publication2.33%730113
#43 of 682Dupple.comdupple.comOther observed source1.99%630113
#44 of 682Getintel.aigetintel.aiVendor-owned source1.99%630113
#45 of 682Getrocketsales.orggetrocketsales.orgOther observed source1.99%630113
#46 of 682Growtika.comgrowtika.comOther observed source1.99%630113
#47 of 682Howseen.aihowseen.aiOther observed source1.99%630113
#48 of 682Inetventures.cominetventures.comOther observed source1.99%630113
#49 of 682Mediummedium.comCommunity and social platform1.99%630113
#50 of 682Mentionlayer.commentionlayer.comOther observed source1.99%630113
#51 of 682Mersel.aimersel.aiOther observed source1.99%630113
#52 of 682Nxtg.ainxtg.aiOther observed source1.99%630113
#53 of 682Pavadotech.compavadotech.comOther observed source1.99%630113
#54 of 682Pitchkitchen.compitchkitchen.comOther observed source1.99%630113
#55 of 682Spyderbot.netspyderbot.netOther observed source1.99%630113
#56 of 682Surva.aisurva.aiOther observed source1.99%630113
#57 of 682Tryanalyze.aitryanalyze.aiOther observed source1.99%630113
#58 of 682Anagram.aianagram.aiOther observed source1.66%530113
#59 of 682Brookings.edubrookings.eduAcademic and government source1.66%530113
#60 of 682Digiday.comdigiday.comOther observed source1.66%530113
#61 of 682Diib.comdiib.comOther observed source1.66%530113
#62 of 682Exploredigital.comexploredigital.comOther observed source1.66%530113
#63 of 682Frictionai.cofrictionai.coOther observed source1.66%530113
#64 of 682G2g2.comMarket and company database1.66%530113
#65 of 682Growthunhinged.comgrowthunhinged.comOther observed source1.66%530113
#66 of 682Leadrescue.appleadrescue.appOther observed source1.66%530113
#67 of 682Lilachbullock.comlilachbullock.comOther observed source1.66%530113
#68 of 682Lovedby.ailovedby.aiOther observed source1.66%530113
#69 of 682Mentionwell.commentionwell.comOther observed source1.66%530113
#70 of 682Moistur.aimoistur.aiOther observed source1.66%530113
#71 of 682Pierview.aipierview.aiOther observed source1.66%530113
#72 of 682Quora.comquora.comCommunity and social platform1.66%530113
#73 of 682Reddireach.comreddireach.comOther observed source1.66%530113
#74 of 682Shensuo.aishensuo.aiOther observed source1.66%530113
#75 of 682Soar.shsoar.shOther observed source1.66%530113
#76 of 682Sparktoro.comsparktoro.comOther observed source1.66%530113
#77 of 682Suganthan.comsuganthan.comOther observed source1.66%530113
#78 of 682Superlines.iosuperlines.ioOther observed source1.66%530113
#79 of 682Trakkr.aitrakkr.aiOther observed source1.66%530113
#80 of 682Trustsignals.comtrustsignals.comOther observed source1.66%530113
#81 of 682Verticality.coverticality.coOther observed source1.66%530113
#82 of 682Wsiworld.comwsiworld.comOther observed source1.66%530113
#83 of 682Yale.eduyale.eduAcademic and government source1.66%530113
#84 of 682Ai-advisors.aiai-advisors.aiVendor-owned source1.33%430113
#85 of 682Ansvisor.comansvisor.comOther observed source1.33%430113
#86 of 682Answermentions.comanswermentions.comOther observed source1.33%430113
#87 of 682Beamtrace.combeamtrace.comOther observed source1.33%430113
#88 of 682Brandviz.aibrandviz.aiOther observed source1.33%430113
#89 of 682Contexthints.comcontexthints.comOther observed source1.33%430113
#90 of 682Entlify.comentlify.comOther observed source1.33%430113
#91 of 682Highervisibility.comhighervisibility.comOther observed source1.33%430113
#92 of 682It-s.comit-s.comOther observed source1.33%430113
#93 of 682Lightsite.ailightsite.aiOther observed source1.33%430113
#94 of 682Llmreach.aillmreach.aiOther observed source1.33%430113
#95 of 682Lseo.comlseo.comOther observed source1.33%430113
#96 of 682Metricusapp.commetricusapp.comOther observed source1.33%430113
#97 of 682Nrlc.ainrlc.aiOther observed source1.33%430113
#98 of 682Operatoriq.iooperatoriq.ioVendor-owned source1.33%430113
#99 of 682Optimly.aioptimly.aiOther observed source1.33%430113
#100 of 682Orbit Media Studiosorbitmedia.comOther observed source1.33%430113

Showing the first 100 rows from 682 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. AI Visibility & GEO / Problem-first research: 682 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/problem_first. CC BY 4.0.
APA
Parrott, J. (2026). AI Visibility & GEO / Problem-first research 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/problem_first https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mriaivisibilitygeoproblemfirst,
  author = {Parrott, Jaxon},
  title = {AI Visibility \& GEO / Problem-first research 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/problem_first},
  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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