HR & Talent

Published segment leaderboard

HR & Talent: How buyers choose in the Machine Relations Index

This leaderboard uses only the HR & Talent / How buyers choose segment denominator: 226 observed answer runs across 12 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs226

Segment-specific denominator. Not the overall domain denominator.

Run dates12

Release floor: 7 dates.

Observed domains368

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 368Lever.colever.coOther observed source12.83%2922612
#2 of 368Hibob.comhibob.comVendor-owned source11.95%2722612
#3 of 368Pin.compin.comVendor-owned source11.95%2722612
#4 of 368People Managing Peoplepeoplemanagingpeople.comEditorial publication9.73%2222612
#5 of 368Yena.aiyena.aiOther observed source8.85%2022612
#6 of 368Gem.comgem.comVendor-owned source7.96%1822612
#7 of 368LinkedInlinkedin.comCommunity and social platform7.96%1822612
#8 of 368Arxiv.orgarxiv.orgAcademic and government source7.52%1722612
#9 of 368Selenios.comselenios.comOther observed source7.08%1622612
#10 of 368Umantis.comumantis.comOther observed source7.08%1622612
#11 of 368Mokahr.iomokahr.ioOther observed source6.64%1522612
#12 of 368Pinpointhq.compinpointhq.comOther observed source6.64%1522612
#13 of 368Prescreener.aiprescreener.aiOther observed source6.64%1522612
#14 of 368Ustechautomations.comustechautomations.comOther observed source6.64%1522612
#15 of 368Greenhouse.comgreenhouse.comOther observed source6.19%1422612
#16 of 368Recruitee.comrecruitee.comOther observed source6.19%1422612
#17 of 368Sapia.aisapia.aiOther observed source6.19%1422612
#18 of 368Bullhorn.combullhorn.comOther observed source5.75%1322612
#19 of 368Capterra.comcapterra.comMarket and company database5.75%1322612
#20 of 368Hrpanda.cohrpanda.coOther observed source5.75%1322612
#21 of 368Metaview.aimetaview.aiVendor-owned source5.31%1222612
#22 of 368SelectSoftware Reviewsselectsoftwarereviews.comOther observed source5.31%1222612
#23 of 3684spotconsulting.com4spotconsulting.comOther observed source4.87%1122612
#24 of 368Clearcompany.comclearcompany.comOther observed source4.87%1122612
#25 of 368Cvviz.comcvviz.comVendor-owned source4.87%1122612
#26 of 368Fisherphillips.comfisherphillips.comOther observed source4.87%1122612
#27 of 368Hirium.comhirium.comOther observed source4.87%1122612
#28 of 368Articsledge.comarticsledge.comOther observed source4.42%1022612
#29 of 368Fountain.comfountain.comOther observed source4.42%1022612
#30 of 368Hrstacks.comhrstacks.comOther observed source4.42%1022612
#31 of 368Beatview.aibeatview.aiOther observed source3.98%922612
#32 of 368Mihcm.commihcm.comVendor-owned source3.98%922612
#33 of 368Pitchnhire.compitchnhire.comOther observed source3.98%922612
#34 of 368Recruitbpm.comrecruitbpm.comVendor-owned source3.98%922612
#35 of 368Recruithorizon.airecruithorizon.aiVendor-owned source3.98%922612
#36 of 368Redditreddit.comCommunity and social platform3.98%922612
#37 of 368Sage.comsage.comOther observed source3.98%922612
#38 of 368TechRadartechradar.comEditorial publication3.98%922612
#39 of 368Textus.comtextus.comOther observed source3.98%922612
#40 of 368Tracker-rms.comtracker-rms.comVendor-owned source3.98%922612
#41 of 368Zotrack.comzotrack.comOther observed source3.98%922612
#42 of 368Arborworld.ioarborworld.ioOther observed source3.54%822612
#43 of 368Dover.comdover.comOther observed source3.54%822612
#44 of 368Eploy.comeploy.comOther observed source3.54%822612
#45 of 368Forbesforbes.comEditorial publication3.54%822612
#46 of 368Goodtime.iogoodtime.ioOther observed source3.54%822612
#47 of 368Recuite.comrecuite.comOther observed source3.54%822612
#48 of 368Zal.aizal.aiOther observed source3.54%822612
#49 of 368Cadenceapp.cccadenceapp.ccOther observed source3.10%722612
#50 of 368Cercli.comcercli.comVendor-owned source3.10%722612
#51 of 368G2g2.comMarket and company database3.10%722612
#52 of 368Hiretruffle.comhiretruffle.comOther observed source3.10%722612
#53 of 368Juicebox.aijuicebox.aiVendor-owned source3.10%722612
#54 of 368Manatal.commanatal.comOther observed source3.10%722612
#55 of 368Recruiterflow.comrecruiterflow.comOther observed source3.10%722612
#56 of 368Resumly.airesumly.aiOther observed source3.10%722612
#57 of 368Rival-hr.comrival-hr.comOther observed source3.10%722612
#58 of 368Siit.iosiit.ioOther observed source3.10%722612
#59 of 368Zimyo.uszimyo.usOther observed source3.10%722612
#60 of 368Atsmako.comatsmako.comOther observed source2.65%622612
#61 of 368Brookings.edubrookings.eduAcademic and government source2.65%622612
#62 of 368Deel.comdeel.comVendor-owned source2.65%622612
#63 of 368Enboarder.comenboarder.comOther observed source2.65%622612
#64 of 368Hr-campus.chhr-campus.chOther observed source2.65%622612
#65 of 368Icims.comicims.comOther observed source2.65%622612
#66 of 368Leonar.appleonar.appOther observed source2.65%622612
#67 of 368Lighthousehiring.ailighthousehiring.aiOther observed source2.65%622612
#68 of 368Shrm.orgshrm.orgAcademic and government source2.65%622612
#69 of 368Softwarefinder.comsoftwarefinder.comMarket and company database2.65%622612
#70 of 368Technologyadvice.comtechnologyadvice.comMarket and company database2.65%622612
#71 of 368Theaitable.orgtheaitable.orgOther observed source2.65%622612
#72 of 368Vinsys.comvinsys.comVendor-owned source2.65%622612
#73 of 368Acquiretm.comacquiretm.comOther observed source2.21%522612
#74 of 368Alex.comalex.comOther observed source2.21%522612
#75 of 368Cozyhr.comcozyhr.comVendor-owned source2.21%522612
#76 of 368Heymilo.aiheymilo.aiOther observed source2.21%522612
#77 of 368Hiration.comhiration.comOther observed source2.21%522612
#78 of 368Hiremore.aihiremore.aiOther observed source2.21%522612
#79 of 368Ihrim.orgihrim.orgOther observed source2.21%522612
#80 of 368Jobful.iojobful.ioCommunity and social platform2.21%522612
#81 of 368Lattice.comlattice.comVendor-owned source2.21%522612
#82 of 368Leapsome.comleapsome.comVendor-owned source2.21%522612
#83 of 368Logicalrefer.comlogicalrefer.comMarket and company database2.21%522612
#84 of 368Netchex.comnetchex.comOther observed source2.21%522612
#85 of 368Partena-professional.bepartena-professional.beOther observed source2.21%522612
#86 of 368Pertamapartners.compertamapartners.comOther observed source2.21%522612
#87 of 368Recruitcrm.iorecruitcrm.ioOther observed source2.21%522612
#88 of 368Rework.comrework.comOther observed source2.21%522612
#89 of 368Talecto.comtalecto.comOther observed source2.21%522612
#90 of 368TechTargettechtarget.comEditorial publication2.21%522612
#91 of 368Theaccessgroup.comtheaccessgroup.comOther observed source2.21%522612
#92 of 368Theundercoverrecruiter.comtheundercoverrecruiter.comOther observed source2.21%522612
#93 of 368Topechelon.comtopechelon.comOther observed source2.21%522612
#94 of 368Workday.comworkday.comVendor-owned source2.21%522612
#95 of 368Adp.comadp.comVendor-owned source1.77%422612
#96 of 368Atsrecruitmentsoftware.comatsrecruitmentsoftware.comOther observed source1.77%422612
#97 of 368Avionte.comavionte.comVendor-owned source1.77%422612
#98 of 368Compono.comcompono.comOther observed source1.77%422612
#99 of 368Dorseteye.comdorseteye.comOther observed source1.77%422612
#100 of 368Eddy.comeddy.comVendor-owned source1.77%422612

Showing the first 100 rows from 368 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. HR & Talent / How buyers choose: 368 observed source domains in the leaderboard, measured on 226 observed runs across 12 distinct run dates, 2026-05-10 to 2026-11-02. Release mri_score_v2.1+2026-11-02+f9aaeca0db15. https://machinerelations.ai/index/categories/hr-talent/how_choose. CC BY 4.0.
APA
Parrott, J. (2026). HR & Talent / 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/hr-talent/how_choose https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mrihrtalenthowchoose,
  author = {Parrott, Jaxon},
  title = {HR \& Talent / 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/hr-talent/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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