HR & Talent

Published segment leaderboard

HR & Talent: Is it worth it in the Machine Relations Index

This leaderboard uses only the HR & Talent / Is it worth it segment denominator: 221 observed answer runs across 12 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs221

Segment-specific denominator. Not the overall domain denominator.

Run dates12

Release floor: 7 dates.

Observed domains365

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 365Performyard.comperformyard.comOther observed source13.57%3022112
#2 of 365People Managing Peoplepeoplemanagingpeople.comEditorial publication11.31%2522112
#3 of 365Lattice.comlattice.comVendor-owned source10.41%2322112
#4 of 365Effy.aieffy.aiOther observed source9.50%2122112
#5 of 365Adp.comadp.comVendor-owned source8.60%1922112
#6 of 365Okrstool.comokrstool.comOther observed source8.60%1922112
#7 of 365Peoplegoal.compeoplegoal.comVendor-owned source8.14%1822112
#8 of 365Firsthr.appfirsthr.appOther observed source7.69%1722112
#9 of 365Rippling.comrippling.comVendor-owned source7.69%1722112
#10 of 365Betterworks.combetterworks.comOther observed source6.33%1422112
#11 of 365Guideflow.comguideflow.comOther observed source6.33%1422112
#12 of 365Paycom.compaycom.comOther observed source6.33%1422112
#13 of 365SelectSoftware Reviewsselectsoftwarereviews.comOther observed source6.33%1422112
#14 of 365G2g2.comMarket and company database5.88%1322112
#15 of 365Getebm.comgetebm.comOther observed source5.88%1322112
#16 of 365Siit.iosiit.ioOther observed source5.88%1322112
#17 of 365Workhuman.comworkhuman.comOther observed source5.88%1322112
#18 of 365Quantumworkplace.comquantumworkplace.comOther observed source5.43%1222112
#19 of 365Sage.comsage.comOther observed source5.43%1222112
#20 of 365Takecommandhealth.comtakecommandhealth.comOther observed source5.43%1222112
#21 of 365Teamflect.comteamflect.comOther observed source5.43%1222112
#22 of 365Articsledge.comarticsledge.comOther observed source4.98%1122112
#23 of 365Benely.combenely.comOther observed source4.98%1122112
#24 of 365Clearcompany.comclearcompany.comOther observed source4.98%1122112
#25 of 365Hrcloud.comhrcloud.comVendor-owned source4.98%1122112
#26 of 365Achievers.comachievers.comOther observed source4.52%1022112
#27 of 365Testlify.comtestlify.comOther observed source4.52%1022112
#28 of 365Calamari.iocalamari.ioOther observed source4.07%922112
#29 of 365Engagedly.comengagedly.comOther observed source4.07%922112
#30 of 365Getbenepass.comgetbenepass.comOther observed source4.07%922112
#31 of 365Hibob.comhibob.comVendor-owned source4.07%922112
#32 of 365Selerix.comselerix.comOther observed source4.07%922112
#33 of 365Sentrient.com.ausentrient.com.auVendor-owned source4.07%922112
#34 of 365Sogolytics.comsogolytics.comOther observed source4.07%922112
#35 of 365Capitolbenefits.comcapitolbenefits.comOther observed source3.62%822112
#36 of 365Cultureamp.comcultureamp.comOther observed source3.62%822112
#37 of 365Happily.aihappily.aiOther observed source3.62%822112
#38 of 365Item.comitem.comOther observed source3.62%822112
#39 of 365Thrivesparrow.comthrivesparrow.comOther observed source3.62%822112
#40 of 365Workleap.comworkleap.comVendor-owned source3.62%822112
#41 of 365Appcues.comappcues.comOther observed source3.17%722112
#42 of 365Assessteam.comassessteam.comOther observed source3.17%722112
#43 of 365Joinforma.comjoinforma.comOther observed source3.17%722112
#44 of 365Monday.commonday.comVendor-owned source3.17%722112
#45 of 365Netchex.comnetchex.comOther observed source3.17%722112
#46 of 365Outsourceaccelerator.comoutsourceaccelerator.comOther observed source3.17%722112
#47 of 365Paylocity.compaylocity.comOther observed source3.17%722112
#48 of 365Profit.coprofit.coMarket and company database3.17%722112
#49 of 365Tech.cotech.coEditorial publication3.17%722112
#50 of 365Worxmate.aiworxmate.aiOther observed source3.17%722112
#51 of 36515five.com15five.comOther observed source2.71%622112
#52 of 365Axiomhrs.comaxiomhrs.comOther observed source2.71%622112
#53 of 365Baylor.edubaylor.eduAcademic and government source2.71%622112
#54 of 365Capterra.comcapterra.comMarket and company database2.71%622112
#55 of 365Evalflow.comevalflow.comOther observed source2.71%622112
#56 of 365Hrstacksolutions.comhrstacksolutions.comOther observed source2.71%622112
#57 of 365Indeed.comindeed.comOther observed source2.71%622112
#58 of 365Mesh.aimesh.aiOther observed source2.71%622112
#59 of 365Mitratech.commitratech.comVendor-owned source2.71%622112
#60 of 365Rework.comrework.comOther observed source2.71%622112
#61 of 365TechTargettechtarget.comEditorial publication2.71%622112
#62 of 365Worktango.comworktango.comOther observed source2.71%622112
#63 of 365Braze.combraze.comOther observed source2.26%522112
#64 of 365Dayforce.comdayforce.comOther observed source2.26%522112
#65 of 365Forbesforbes.comEditorial publication2.26%522112
#66 of 365Inspired-engagement.cominspired-engagement.comOther observed source2.26%522112
#67 of 365Mangoapps.commangoapps.comVendor-owned source2.26%522112
#68 of 365Neogov.comneogov.comAcademic and government source2.26%522112
#69 of 365Paychex.compaychex.comOther observed source2.26%522112
#70 of 365Pbscard.compbscard.comOther observed source2.26%522112
#71 of 365PRS Consultancyperformancereviewssoftware.comEditorial publication2.26%522112
#72 of 365Prismhr.comprismhr.comOther observed source2.26%522112
#73 of 365Vyncedigitalwiki.comvyncedigitalwiki.comMarket and company database2.26%522112
#74 of 365Workisy.comworkisy.comVendor-owned source2.26%522112
#75 of 365Workstory.teamworkstory.teamVendor-owned source2.26%522112
#76 of 365Accessperks.comaccessperks.comOther observed source1.81%422112
#77 of 365Bamboohr.combamboohr.comVendor-owned source1.81%422112
#78 of 365Benefitra.combenefitra.comOther observed source1.81%422112
#79 of 365Betterup.combetterup.comOther observed source1.81%422112
#80 of 365Brynq.combrynq.comOther observed source1.81%422112
#81 of 365Comm100.comcomm100.comOther observed source1.81%422112
#82 of 365Eletive.comeletive.comOther observed source1.81%422112
#83 of 365Feedbackpulse.comfeedbackpulse.comOther observed source1.81%422112
#84 of 365Hrinsightslab.comhrinsightslab.comOther observed source1.81%422112
#85 of 365Ideawake.comideawake.comOther observed source1.81%422112
#86 of 365LinkedInlinkedin.comCommunity and social platform1.81%422112
#87 of 365Meistertask.commeistertask.comOther observed source1.81%422112
#88 of 365Microsoft.commicrosoft.comVendor-owned source1.81%422112
#89 of 365Netatwork.comnetatwork.comOther observed source1.81%422112
#90 of 365Ordio.comordio.comOther observed source1.81%422112
#91 of 365Peoplebox.aipeoplebox.aiVendor-owned source1.81%422112
#92 of 365Peptrics.compeptrics.comOther observed source1.81%422112
#93 of 365Personio.compersonio.comOther observed source1.81%422112
#94 of 365Priceithere.compriceithere.comOther observed source1.81%422112
#95 of 365Prospeo.ioprospeo.ioVendor-owned source1.81%422112
#96 of 365Qualtrics.comqualtrics.comOther observed source1.81%422112
#97 of 365Redditreddit.comCommunity and social platform1.81%422112
#98 of 365Roberthalf.comroberthalf.comOther observed source1.81%422112
#99 of 365Sales-coaching.casales-coaching.caOther observed source1.81%422112
#100 of 365Shifton.comshifton.comOther observed source1.81%422112

Showing the first 100 rows from 365 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. HR & Talent / Is it worth it: 365 observed source domains in the leaderboard, measured on 221 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/is_x_worth. CC BY 4.0.
APA
Parrott, J. (2026). HR & Talent / Is it worth it 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/is_x_worth https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mrihrtalentisxworth,
  author = {Parrott, Jaxon},
  title = {HR \& Talent / Is it worth it 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/is_x_worth},
  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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