HR & Talent

Published segment leaderboard

HR & Talent: Problem-first research in the Machine Relations Index

This leaderboard uses only the HR & Talent / Problem-first research segment denominator: 199 observed answer runs across 11 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs199

Segment-specific denominator. Not the overall domain denominator.

Run dates11

Release floor: 7 dates.

Observed domains316

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 316LinkedInlinkedin.comCommunity and social platform17.09%3419911
#2 of 316Paychex.compaychex.comOther observed source13.07%2619911
#3 of 316Paycom.compaycom.comOther observed source12.06%2419911
#4 of 316Hrcloud.comhrcloud.comVendor-owned source8.54%1719911
#5 of 316Adp.comadp.comVendor-owned source7.54%1519911
#6 of 316Paycor.compaycor.comOther observed source7.54%1519911
#7 of 316Bamboohr.combamboohr.comVendor-owned source7.04%1419911
#8 of 316Redditreddit.comCommunity and social platform7.04%1419911
#9 of 316Intuit.comintuit.comOther observed source6.03%1219911
#10 of 316Onpay.comonpay.comOther observed source5.53%1119911
#11 of 316Pin.compin.comVendor-owned source5.53%1119911
#12 of 316Pryor.compryor.comOther observed source5.53%1119911
#13 of 316Shrm.orgshrm.orgAcademic and government source5.53%1119911
#14 of 316Deel.comdeel.comVendor-owned source5.03%1019911
#15 of 316Peoplehum.compeoplehum.comOther observed source5.03%1019911
#16 of 316Recruitee.comrecruitee.comOther observed source5.03%1019911
#17 of 316Business.combusiness.comOther observed source4.52%919911
#18 of 316Metaview.aimetaview.aiVendor-owned source4.52%919911
#19 of 316Paylocity.compaylocity.comOther observed source4.52%919911
#20 of 316Roberthalf.comroberthalf.comOther observed source4.52%919911
#21 of 316Thomsonreuters.comthomsonreuters.comMarket and company database4.52%919911
#22 of 316YouTubeyoutube.comSearch or media platform4.52%919911
#23 of 316Employerscouncil.orgemployerscouncil.orgAcademic and government source4.02%819911
#24 of 316People Managing Peoplepeoplemanagingpeople.comEditorial publication4.02%819911
#25 of 316Upwork.comupwork.comOther observed source4.02%819911
#26 of 316Glitter.ioglitter.ioOther observed source3.52%719911
#27 of 316Obsidi.comobsidi.comOther observed source3.52%719911
#28 of 316Pridestaff.compridestaff.comOther observed source3.52%719911
#29 of 316Seek.comseek.comOther observed source3.52%719911
#30 of 316TechRadartechradar.comEditorial publication3.52%719911
#31 of 316Calendly.comcalendly.comOther observed source3.02%619911
#32 of 316Digitalwaffle.codigitalwaffle.coOther observed source3.02%619911
#33 of 316Elearningindustry.comelearningindustry.comOther observed source3.02%619911
#34 of 316Indeed.comindeed.comOther observed source3.02%619911
#35 of 316Mondo.commondo.comOther observed source3.02%619911
#36 of 316Nationalsearchgroup.comnationalsearchgroup.comOther observed source3.02%619911
#37 of 316Process.stprocess.stOther observed source3.02%619911
#38 of 316Rippling.comrippling.comVendor-owned source3.02%619911
#39 of 316Rubick.comrubick.comOther observed source3.02%619911
#40 of 316Talenta.cotalenta.coOther observed source3.02%619911
#41 of 316TechRepublictechrepublic.comEditorial publication3.02%619911
#42 of 316Alex.comalex.comOther observed source2.51%519911
#43 of 316Apqc.orgapqc.orgOther observed source2.51%519911
#44 of 316Bloomfire.combloomfire.comVendor-owned source2.51%519911
#45 of 316CBS Newscbsnews.comEditorial publication2.51%519911
#46 of 316Ciphr.comciphr.comVendor-owned source2.51%519911
#47 of 316Classet.aiclasset.aiOther observed source2.51%519911
#48 of 316Gallup.comgallup.comAnalyst and consulting research2.51%519911
#49 of 316Hrmorning.comhrmorning.comOther observed source2.51%519911
#50 of 316Hrocinc.comhrocinc.comOther observed source2.51%519911
#51 of 316Insightglobal.cominsightglobal.comOther observed source2.51%519911
#52 of 316Manatal.commanatal.comOther observed source2.51%519911
#53 of 316Manchesterstaff.commanchesterstaff.comVendor-owned source2.51%519911
#54 of 316Meeboss.commeeboss.comOther observed source2.51%519911
#55 of 316Mural.comural.coOther observed source2.51%519911
#56 of 316Nicheacademy.comnicheacademy.comOther observed source2.51%519911
#57 of 316Playroll.complayroll.comOther observed source2.51%519911
#58 of 316Plugscale.complugscale.comOther observed source2.51%519911
#59 of 316Qualtrics.comqualtrics.comOther observed source2.51%519911
#60 of 316Recruitera.airecruitera.aiVendor-owned source2.51%519911
#61 of 316Tcpsoftware.comtcpsoftware.comOther observed source2.51%519911
#62 of 316Wittigonia.netwittigonia.netOther observed source2.51%519911
#63 of 316Zellis.comzellis.comOther observed source2.51%519911
#64 of 316360learning.com360learning.comOther observed source2.01%419911
#65 of 316Bbsi.combbsi.comOther observed source2.01%419911
#66 of 316Bravotech.combravotech.comOther observed source2.01%419911
#67 of 316Checkr.comcheckr.comOther observed source2.01%419911
#68 of 316Corecruit.comcorecruit.comOther observed source2.01%419911
#69 of 316Docebo.comdocebo.comOther observed source2.01%419911
#70 of 316Exelare.comexelare.comOther observed source2.01%419911
#71 of 316Fuseworkforce.comfuseworkforce.comOther observed source2.01%419911
#72 of 316Getkisi.comgetkisi.comVendor-owned source2.01%419911
#73 of 316Hirebound.iohirebound.ioOther observed source2.01%419911
#74 of 316Idealtraits.comidealtraits.comVendor-owned source2.01%419911
#75 of 316Justworks.comjustworks.comOther observed source2.01%419911
#76 of 316Nativeteams.comnativeteams.comOther observed source2.01%419911
#77 of 316Nextinhr.comnextinhr.comOther observed source2.01%419911
#78 of 316Patriotsoftware.compatriotsoftware.comOther observed source2.01%419911
#79 of 316Pitchnhire.compitchnhire.comOther observed source2.01%419911
#80 of 316Recruiterflow.comrecruiterflow.comOther observed source2.01%419911
#81 of 316Sensehq.comsensehq.comOther observed source2.01%419911
#82 of 316Skillfuel.comskillfuel.comOther observed source2.01%419911
#83 of 316Talentally.comtalentally.comOther observed source2.01%419911
#84 of 316Techclass.comtechclass.comOther observed source2.01%419911
#85 of 316Thehtgroup.comthehtgroup.comAnalyst and consulting research2.01%419911
#86 of 316Thinkpeopleculture.comthinkpeopleculture.comOther observed source2.01%419911
#87 of 316Tom's Guidetomsguide.comEditorial publication2.01%419911
#88 of 316Adobe.comadobe.comVendor-owned source1.51%319911
#89 of 316Buddypunch.combuddypunch.comOther observed source1.51%319911
#90 of 316Cadient.aicadient.aiOther observed source1.51%319911
#91 of 316Employborderless.comemployborderless.comOther observed source1.51%319911
#92 of 316Ere.netere.netOther observed source1.51%319911
#93 of 316Eskill.comeskill.comOther observed source1.51%319911
#94 of 316Forbesforbes.comEditorial publication1.51%319911
#95 of 316Fountain.comfountain.comOther observed source1.51%319911
#96 of 316Hanzomon.aihanzomon.aiOther observed source1.51%319911
#97 of 316Hibob.comhibob.comVendor-owned source1.51%319911
#98 of 316Hirevue.comhirevue.comOther observed source1.51%319911
#99 of 316Hrwebsoftware.comhrwebsoftware.comOther observed source1.51%319911
#100 of 316Jobrope.comjobrope.comOther observed source1.51%319911

Showing the first 100 rows from 316 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. HR & Talent / Problem-first research: 316 observed source domains in the leaderboard, measured on 199 observed runs across 11 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/problem_first. CC BY 4.0.
APA
Parrott, J. (2026). HR & Talent / 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/hr-talent/problem_first https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mrihrtalentproblemfirst,
  author = {Parrott, Jaxon},
  title = {HR \& Talent / 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/hr-talent/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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