Evidence floor met in this release.
Published segment leaderboard
HR & Talent: News-driven citations in the Machine Relations Index
This leaderboard uses only the HR & Talent / News-driven citations segment denominator: 584 observed answer runs across 53 dates.
Segment-specific denominator. Not the overall domain denominator.
Release floor: 7 dates.
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.
| Rank | Source | Source role | Citation rate | Cited runs | Observed runs | Run dates |
|---|---|---|---|---|---|---|
| #1 of 1,246 | UNLEASHunleash.ai | Editorial publication | 11.82% | 69 | 584 | 53 |
| #2 of 1,246 | Landbase.comlandbase.com | Vendor-owned source | 10.10% | 59 | 584 | 53 |
| #3 of 1,246 | Crunchbase.comcrunchbase.com | Market and company database | 9.42% | 55 | 584 | 53 |
| #4 of 1,246 | Rippling.comrippling.com | Vendor-owned source | 8.73% | 51 | 584 | 53 |
| #5 of 1,246 | Shrm.orgshrm.org | Academic and government source | 8.56% | 50 | 584 | 53 |
| #6 of 1,246 | Outsail.cooutsail.co | Analyst and consulting research | 8.22% | 48 | 584 | 53 |
| #7 of 1,246 | HR Executivehrexecutive.com | Editorial publication | 8.05% | 47 | 584 | 53 |
| #8 of 1,246 | People Managing Peoplepeoplemanagingpeople.com | Editorial publication | 7.71% | 45 | 584 | 53 |
| #9 of 1,246 | HR Tech Feedhrtechfeed.com | Editorial publication | 7.36% | 43 | 584 | 53 |
| #10 of 1,246 | LinkedInlinkedin.com | Community and social platform | 7.36% | 43 | 584 | 53 |
| #11 of 1,246 | Adp.comadp.com | Vendor-owned source | 7.02% | 41 | 584 | 53 |
| #12 of 1,246 | Technologyadvice.comtechnologyadvice.com | Market and company database | 7.02% | 41 | 584 | 53 |
| #13 of 1,246 | Y Combinatorycombinator.com | Community and social platform | 7.02% | 41 | 584 | 53 |
| #14 of 1,246 | G2g2.com | Market and company database | 6.16% | 36 | 584 | 53 |
| #15 of 1,246 | Lhra.iolhra.io | Academic and government source | 6.16% | 36 | 584 | 53 |
| #16 of 1,246 | Forbesforbes.com | Editorial publication | 5.99% | 35 | 584 | 53 |
| #17 of 1,246 | Hrtechnologyconference.comhrtechnologyconference.com | Community and social platform | 5.48% | 32 | 584 | 53 |
| #18 of 1,246 | Paycor.compaycor.com | Other observed source | 4.97% | 29 | 584 | 53 |
| #19 of 1,246 | Gartner.comgartner.com | Analyst and consulting research | 4.79% | 28 | 584 | 53 |
| #20 of 1,246 | Paylocity.compaylocity.com | Other observed source | 4.79% | 28 | 584 | 53 |
| #21 of 1,246 | Redditreddit.com | Community and social platform | 4.79% | 28 | 584 | 53 |
| #22 of 1,246 | Deloitte.comdeloitte.com | Analyst and consulting research | 4.62% | 27 | 584 | 53 |
| #23 of 1,246 | Hibob.comhibob.com | Vendor-owned source | 4.62% | 27 | 584 | 53 |
| #24 of 1,246 | Mordorintelligence.commordorintelligence.com | Market and company database | 4.62% | 27 | 584 | 53 |
| #25 of 1,246 | Fortunebusinessinsights.comfortunebusinessinsights.com | Market and company database | 4.45% | 26 | 584 | 53 |
| #26 of 1,246 | Substack.comsubstack.com | Community and social platform | 4.45% | 26 | 584 | 53 |
| #27 of 1,246 | Beqom.combeqom.com | Other observed source | 3.94% | 23 | 584 | 53 |
| #28 of 1,246 | Deel.comdeel.com | Vendor-owned source | 3.94% | 23 | 584 | 53 |
| #29 of 1,246 | Leapsome.comleapsome.com | Vendor-owned source | 3.94% | 23 | 584 | 53 |
| #30 of 1,246 | Imarcgroup.comimarcgroup.com | Market and company database | 3.77% | 22 | 584 | 53 |
| #31 of 1,246 | Workology.comworkology.com | Other observed source | 3.77% | 22 | 584 | 53 |
| #32 of 1,246 | Gusto.comgusto.com | Other observed source | 3.60% | 21 | 584 | 53 |
| #33 of 1,246 | Peoplegoal.compeoplegoal.com | Vendor-owned source | 3.60% | 21 | 584 | 53 |
| #34 of 1,246 | D2l.comd2l.com | Other observed source | 3.42% | 20 | 584 | 53 |
| #35 of 1,246 | Lattice.comlattice.com | Vendor-owned source | 3.42% | 20 | 584 | 53 |
| #36 of 1,246 | Lever.colever.co | Other observed source | 3.42% | 20 | 584 | 53 |
| #37 of 1,246 | Projectstartups.comprojectstartups.com | Market and company database | 3.42% | 20 | 584 | 53 |
| #38 of 1,246 | SelectSoftware Reviewsselectsoftwarereviews.com | Other observed source | 3.42% | 20 | 584 | 53 |
| #39 of 1,246 | Joshbersin.comjoshbersin.com | Analyst and consulting research | 3.25% | 19 | 584 | 53 |
| #40 of 1,246 | Softwarefinder.comsoftwarefinder.com | Market and company database | 3.25% | 19 | 584 | 53 |
| #41 of 1,246 | TechTargettechtarget.com | Editorial publication | 3.25% | 19 | 584 | 53 |
| #42 of 1,246 | Grandviewresearch.comgrandviewresearch.com | Market and company database | 3.08% | 18 | 584 | 53 |
| #43 of 1,246 | Growthlist.cogrowthlist.co | Market and company database | 3.08% | 18 | 584 | 53 |
| #44 of 1,246 | Castleplacement.comcastleplacement.com | Analyst and consulting research | 2.91% | 17 | 584 | 53 |
| #45 of 1,246 | Vistapointadvisors.comvistapointadvisors.com | Analyst and consulting research | 2.91% | 17 | 584 | 53 |
| #46 of 1,246 | Worldatwork.orgworldatwork.org | Other observed source | 2.91% | 17 | 584 | 53 |
| #47 of 1,246 | Ellty.comellty.com | Vendor-owned source | 2.74% | 16 | 584 | 53 |
| #48 of 1,246 | Failory.comfailory.com | Market and company database | 2.74% | 16 | 584 | 53 |
| #49 of 1,246 | Hrflow.aihrflow.ai | Other observed source | 2.74% | 16 | 584 | 53 |
| #50 of 1,246 | Intellum.comintellum.com | Vendor-owned source | 2.74% | 16 | 584 | 53 |
| #51 of 1,246 | Itechcraft.comitechcraft.com | Other observed source | 2.74% | 16 | 584 | 53 |
| #52 of 1,246 | Moveworks.commoveworks.com | Other observed source | 2.74% | 16 | 584 | 53 |
| #53 of 1,246 | Phenom.comphenom.com | Vendor-owned source | 2.74% | 16 | 584 | 53 |
| #54 of 1,246 | TechRadartechradar.com | Editorial publication | 2.74% | 16 | 584 | 53 |
| #55 of 1,246 | Wikipediawikipedia.org | Academic and government source | 2.74% | 16 | 584 | 53 |
| #56 of 1,246 | GlobeNewswireglobenewswire.com | Wire and press-release distribution | 2.57% | 15 | 584 | 53 |
| #57 of 1,246 | Mokahr.iomokahr.io | Other observed source | 2.57% | 15 | 584 | 53 |
| #58 of 1,246 | Siit.iosiit.io | Other observed source | 2.57% | 15 | 584 | 53 |
| #59 of 1,246 | Goldenhill.internationalgoldenhill.international | Other observed source | 2.40% | 14 | 584 | 53 |
| #60 of 1,246 | Hrsoft.comhrsoft.com | Other observed source | 2.40% | 14 | 584 | 53 |
| #61 of 1,246 | Spglobal.comspglobal.com | Market and company database | 2.40% | 14 | 584 | 53 |
| #62 of 1,246 | Teamspective.comteamspective.com | Other observed source | 2.40% | 14 | 584 | 53 |
| #63 of 1,246 | Clearcompany.comclearcompany.com | Other observed source | 2.23% | 13 | 584 | 53 |
| #64 of 1,246 | Getguru.comgetguru.com | Other observed source | 2.23% | 13 | 584 | 53 |
| #65 of 1,246 | Goworkwize.comgoworkwize.com | Other observed source | 2.23% | 13 | 584 | 53 |
| #66 of 1,246 | Marketsandmarkets.commarketsandmarkets.com | Market and company database | 2.23% | 13 | 584 | 53 |
| #67 of 1,246 | PR Newswireprnewswire.com | Wire and press-release distribution | 2.23% | 13 | 584 | 53 |
| #68 of 1,246 | Workday.comworkday.com | Vendor-owned source | 2.23% | 13 | 584 | 53 |
| #69 of 1,246 | Akerman.comakerman.com | Other observed source | 2.05% | 12 | 584 | 53 |
| #70 of 1,246 | Aptituderesearch.comaptituderesearch.com | Other observed source | 2.05% | 12 | 584 | 53 |
| #71 of 1,246 | Docebo.comdocebo.com | Other observed source | 2.05% | 12 | 584 | 53 |
| #72 of 1,246 | Erpresearch.comerpresearch.com | Market and company database | 2.05% | 12 | 584 | 53 |
| #73 of 1,246 | Hrcloud.comhrcloud.com | Vendor-owned source | 2.05% | 12 | 584 | 53 |
| #74 of 1,246 | Imocha.ioimocha.io | Other observed source | 2.05% | 12 | 584 | 53 |
| #75 of 1,246 | Inoltra.coinoltra.co | Other observed source | 2.05% | 12 | 584 | 53 |
| #76 of 1,246 | Nativeteams.comnativeteams.com | Other observed source | 2.05% | 12 | 584 | 53 |
| #77 of 1,246 | Oracle.comoracle.com | Vendor-owned source | 2.05% | 12 | 584 | 53 |
| #78 of 1,246 | Pin.compin.com | Vendor-owned source | 2.05% | 12 | 584 | 53 |
| #79 of 1,246 | Potomaclaw.compotomaclaw.com | Academic and government source | 2.05% | 12 | 584 | 53 |
| #80 of 1,246 | Sap.comsap.com | Other observed source | 2.05% | 12 | 584 | 53 |
| #81 of 1,246 | Spotsaas.comspotsaas.com | Market and company database | 2.05% | 12 | 584 | 53 |
| #82 of 1,246 | Tracxn.comtracxn.com | Market and company database | 2.05% | 12 | 584 | 53 |
| #83 of 1,246 | Uschamber.comuschamber.com | Other observed source | 2.05% | 12 | 584 | 53 |
| #84 of 1,246 | Candoriq.comcandoriq.com | Other observed source | 1.88% | 11 | 584 | 53 |
| #85 of 1,246 | Capterra.comcapterra.com | Market and company database | 1.88% | 11 | 584 | 53 |
| #86 of 1,246 | Captivateiq.comcaptivateiq.com | Other observed source | 1.88% | 11 | 584 | 53 |
| #87 of 1,246 | Darwinbox.comdarwinbox.com | Other observed source | 1.88% | 11 | 584 | 53 |
| #88 of 1,246 | Gem.comgem.com | Vendor-owned source | 1.88% | 11 | 584 | 53 |
| #89 of 1,246 | Gokorbyt.comgokorbyt.com | Other observed source | 1.88% | 11 | 584 | 53 |
| #90 of 1,246 | Ispring.comispring.com | Other observed source | 1.88% | 11 | 584 | 53 |
| #91 of 1,246 | Mercer.commercer.com | Other observed source | 1.88% | 11 | 584 | 53 |
| #92 of 1,246 | Myshortlister.commyshortlister.com | Other observed source | 1.88% | 11 | 584 | 53 |
| #93 of 1,246 | TecHRtechrseries.com | Editorial publication | 1.88% | 11 | 584 | 53 |
| #94 of 1,246 | Weforum.orgweforum.org | Academic and government source | 1.88% | 11 | 584 | 53 |
| #95 of 1,246 | Youtube.com/@zarantechdotcomyoutube.com/@zarantechdotcom | Other observed source | 1.88% | 11 | 584 | 53 |
| #96 of 1,246 | Aihr.comaihr.com | Other observed source | 1.71% | 10 | 584 | 53 |
| #97 of 1,246 | Appsruntheworld.comappsruntheworld.com | Other observed source | 1.71% | 10 | 584 | 53 |
| #98 of 1,246 | Biometrictalent.combiometrictalent.com | Other observed source | 1.71% | 10 | 584 | 53 |
| #99 of 1,246 | Built Inbuiltin.com | Editorial publication | 1.71% | 10 | 584 | 53 |
| #100 of 1,246 | Fundraise Insiderfundraiseinsider.com | Vendor-owned source | 1.71% | 10 | 584 | 53 |
Showing the first 100 rows from 1,246 observed domains.
Cite this
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. HR & Talent / News-driven citations: 1,246 observed source domains in the leaderboard, measured on 584 observed runs across 53 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/news_topic. CC BY 4.0.Parrott, J. (2026). HR & Talent / News-driven citations 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/news_topic https://doi.org/10.5281/zenodo.23652423@misc{parrott2026mrihrtalentnewstopic,
author = {Parrott, Jaxon},
title = {HR \& Talent / News-driven citations 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/news_topic},
doi = {10.5281/zenodo.23652423},
license = {CC-BY-4.0},
note = {Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai}
}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.