Evidence floor met in this release.
Published segment leaderboard
HR & Talent: Comparisons in the Machine Relations Index
This leaderboard uses only the HR & Talent / Comparisons segment denominator: 210 observed answer runs across 11 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 257 | Rippling.comrippling.com | Vendor-owned source | 18.10% | 38 | 210 | 11 |
| #2 of 257 | Rework.comrework.com | Other observed source | 15.24% | 32 | 210 | 11 |
| #3 of 257 | Gusto.comgusto.com | Other observed source | 13.81% | 29 | 210 | 11 |
| #4 of 257 | Hrstacks.comhrstacks.com | Other observed source | 12.86% | 27 | 210 | 11 |
| #5 of 257 | Capterra.comcapterra.com | Market and company database | 10.00% | 21 | 210 | 11 |
| #6 of 257 | Outsail.cooutsail.co | Analyst and consulting research | 9.52% | 20 | 210 | 11 |
| #7 of 257 | People Managing Peoplepeoplemanagingpeople.com | Editorial publication | 9.52% | 20 | 210 | 11 |
| #8 of 257 | Spotsaas.comspotsaas.com | Market and company database | 9.52% | 20 | 210 | 11 |
| #9 of 257 | Clonepartner.comclonepartner.com | Other observed source | 8.10% | 17 | 210 | 11 |
| #10 of 257 | TechRadartechradar.com | Editorial publication | 8.10% | 17 | 210 | 11 |
| #11 of 257 | Hibob.comhibob.com | Vendor-owned source | 7.62% | 16 | 210 | 11 |
| #12 of 257 | Skillsociety.com.auskillsociety.com.au | Vendor-owned source | 7.62% | 16 | 210 | 11 |
| #13 of 257 | Hrcompared.comhrcompared.com | Other observed source | 7.14% | 15 | 210 | 11 |
| #14 of 257 | Joinhomebase.comjoinhomebase.com | Other observed source | 7.14% | 15 | 210 | 11 |
| #15 of 257 | Recruithorizon.airecruithorizon.ai | Vendor-owned source | 7.14% | 15 | 210 | 11 |
| #16 of 257 | Hrmsworld.comhrmsworld.com | Other observed source | 6.67% | 14 | 210 | 11 |
| #17 of 257 | Siit.iosiit.io | Other observed source | 6.67% | 14 | 210 | 11 |
| #18 of 257 | Hrcloud.comhrcloud.com | Vendor-owned source | 6.19% | 13 | 210 | 11 |
| #19 of 257 | Bolto.combolto.com | Vendor-owned source | 5.71% | 12 | 210 | 11 |
| #20 of 257 | Getguru.comgetguru.com | Other observed source | 5.71% | 12 | 210 | 11 |
| #21 of 257 | Degreetwentythree.comdegreetwentythree.com | Other observed source | 5.24% | 11 | 210 | 11 |
| #22 of 257 | Payrolldetective.compayrolldetective.com | Other observed source | 5.24% | 11 | 210 | 11 |
| #23 of 257 | 4spotconsulting.com4spotconsulting.com | Other observed source | 4.76% | 10 | 210 | 11 |
| #24 of 257 | Hrtechsaas.comhrtechsaas.com | Vendor-owned source | 4.76% | 10 | 210 | 11 |
| #25 of 257 | Techvendorindex.comtechvendorindex.com | Market and company database | 4.76% | 10 | 210 | 11 |
| #26 of 257 | Edstellar.comedstellar.com | Other observed source | 4.29% | 9 | 210 | 11 |
| #27 of 257 | Ihrim.orgihrim.org | Other observed source | 4.29% | 9 | 210 | 11 |
| #28 of 257 | Lattice.comlattice.com | Vendor-owned source | 4.29% | 9 | 210 | 11 |
| #29 of 257 | LinkedInlinkedin.com | Community and social platform | 4.29% | 9 | 210 | 11 |
| #30 of 257 | Moveworks.commoveworks.com | Other observed source | 4.29% | 9 | 210 | 11 |
| #31 of 257 | Pitchnhire.compitchnhire.com | Other observed source | 4.29% | 9 | 210 | 11 |
| #32 of 257 | Scouttalent.comscouttalent.com | Other observed source | 4.29% | 9 | 210 | 11 |
| #33 of 257 | Selecthub.comselecthub.com | Other observed source | 4.29% | 9 | 210 | 11 |
| #34 of 257 | Softwarefinder.comsoftwarefinder.com | Market and company database | 4.29% | 9 | 210 | 11 |
| #35 of 257 | Sonary.comsonary.com | Other observed source | 4.29% | 9 | 210 | 11 |
| #36 of 257 | Trinet.comtrinet.com | Other observed source | 4.29% | 9 | 210 | 11 |
| #37 of 257 | Workology.comworkology.com | Other observed source | 4.29% | 9 | 210 | 11 |
| #38 of 257 | Gethirex.comgethirex.com | Vendor-owned source | 3.81% | 8 | 210 | 11 |
| #39 of 257 | Keka.comkeka.com | Other observed source | 3.81% | 8 | 210 | 11 |
| #40 of 257 | Peoplespheres.compeoplespheres.com | Vendor-owned source | 3.81% | 8 | 210 | 11 |
| #41 of 257 | Redditreddit.com | Community and social platform | 3.81% | 8 | 210 | 11 |
| #42 of 257 | Softwareadvice.comsoftwareadvice.com | Other observed source | 3.81% | 8 | 210 | 11 |
| #43 of 257 | Ukg.comukg.com | Other observed source | 3.81% | 8 | 210 | 11 |
| #44 of 257 | G2g2.com | Market and company database | 3.33% | 7 | 210 | 11 |
| #45 of 257 | Guideflow.comguideflow.com | Other observed source | 3.33% | 7 | 210 | 11 |
| #46 of 257 | Stack Insightstackinsight.net | Editorial publication | 3.33% | 7 | 210 | 11 |
| #47 of 257 | Technologyadvice.comtechnologyadvice.com | Market and company database | 3.33% | 7 | 210 | 11 |
| #48 of 257 | Thehrdigest.comthehrdigest.com | Market and company database | 3.33% | 7 | 210 | 11 |
| #49 of 257 | The Next Webthenextweb.com | Editorial publication | 3.33% | 7 | 210 | 11 |
| #50 of 257 | Warka.appwarka.app | Other observed source | 3.33% | 7 | 210 | 11 |
| #51 of 257 | Business.combusiness.com | Other observed source | 2.86% | 6 | 210 | 11 |
| #52 of 257 | Clearcompany.comclearcompany.com | Other observed source | 2.86% | 6 | 210 | 11 |
| #53 of 257 | Deel.comdeel.com | Vendor-owned source | 2.86% | 6 | 210 | 11 |
| #54 of 257 | HR Brewhr-brew.com | Editorial publication | 2.86% | 6 | 210 | 11 |
| #55 of 257 | Hr.comhr.com | Other observed source | 2.86% | 6 | 210 | 11 |
| #56 of 257 | Johngalt-finance.comjohngalt-finance.com | Other observed source | 2.86% | 6 | 210 | 11 |
| #57 of 257 | Paycom.compaycom.com | Other observed source | 2.86% | 6 | 210 | 11 |
| #58 of 257 | Peopleopsclub.compeopleopsclub.com | Other observed source | 2.86% | 6 | 210 | 11 |
| #59 of 257 | Qjumpers.comqjumpers.com | Other observed source | 2.86% | 6 | 210 | 11 |
| #60 of 257 | Umantis.comumantis.com | Other observed source | 2.86% | 6 | 210 | 11 |
| #61 of 257 | Workmotion.comworkmotion.com | Vendor-owned source | 2.86% | 6 | 210 | 11 |
| #62 of 257 | Checkr.comcheckr.com | Other observed source | 2.38% | 5 | 210 | 11 |
| #63 of 257 | Costbench.comcostbench.com | Other observed source | 2.38% | 5 | 210 | 11 |
| #64 of 257 | Forbesforbes.com | Editorial publication | 2.38% | 5 | 210 | 11 |
| #65 of 257 | Getdianahr.comgetdianahr.com | Other observed source | 2.38% | 5 | 210 | 11 |
| #66 of 257 | Hr.universityhr.university | Academic and government source | 2.38% | 5 | 210 | 11 |
| #67 of 257 | Peoplehum.compeoplehum.com | Other observed source | 2.38% | 5 | 210 | 11 |
| #68 of 257 | Prepzo.aiprepzo.ai | Vendor-owned source | 2.38% | 5 | 210 | 11 |
| #69 of 257 | Rsmus.comrsmus.com | Other observed source | 2.38% | 5 | 210 | 11 |
| #70 of 257 | Scouttalenthq.comscouttalenthq.com | Other observed source | 2.38% | 5 | 210 | 11 |
| #71 of 257 | TechRepublictechrepublic.com | Editorial publication | 2.38% | 5 | 210 | 11 |
| #72 of 257 | Treegarden.iotreegarden.io | Vendor-owned source | 2.38% | 5 | 210 | 11 |
| #73 of 257 | Ustechautomations.comustechautomations.com | Other observed source | 2.38% | 5 | 210 | 11 |
| #74 of 257 | YouTubeyoutube.com | Search or media platform | 2.38% | 5 | 210 | 11 |
| #75 of 257 | Adp.comadp.com | Vendor-owned source | 1.90% | 4 | 210 | 11 |
| #76 of 257 | AIToolsBakeryaitoolsbakery.com | Editorial publication | 1.90% | 4 | 210 | 11 |
| #77 of 257 | Appaca.aiappaca.ai | Other observed source | 1.90% | 4 | 210 | 11 |
| #78 of 257 | Axiomhrs.comaxiomhrs.com | Other observed source | 1.90% | 4 | 210 | 11 |
| #79 of 257 | Bamboohr.combamboohr.com | Vendor-owned source | 1.90% | 4 | 210 | 11 |
| #80 of 257 | Dayforce.comdayforce.com | Other observed source | 1.90% | 4 | 210 | 11 |
| #81 of 257 | Dupple.comdupple.com | Other observed source | 1.90% | 4 | 210 | 11 |
| #82 of 257 | Enboarder.comenboarder.com | Other observed source | 1.90% | 4 | 210 | 11 |
| #83 of 257 | Findvelio.comfindvelio.com | Vendor-owned source | 1.90% | 4 | 210 | 11 |
| #84 of 257 | Getstello.aigetstello.ai | Other observed source | 1.90% | 4 | 210 | 11 |
| #85 of 257 | Leapsome.comleapsome.com | Vendor-owned source | 1.90% | 4 | 210 | 11 |
| #86 of 257 | Match-vs.commatch-vs.com | Vendor-owned source | 1.90% | 4 | 210 | 11 |
| #87 of 257 | Paychex.compaychex.com | Other observed source | 1.90% | 4 | 210 | 11 |
| #88 of 257 | Peerspot.compeerspot.com | Market and company database | 1.90% | 4 | 210 | 11 |
| #89 of 257 | Rho.corho.co | Other observed source | 1.90% | 4 | 210 | 11 |
| #90 of 257 | Tech Guidetechguide.com.au | Editorial publication | 1.90% | 4 | 210 | 11 |
| #91 of 257 | Trulycritic.comtrulycritic.com | Vendor-owned source | 1.90% | 4 | 210 | 11 |
| #92 of 257 | Worknice.comworknice.com | Other observed source | 1.90% | 4 | 210 | 11 |
| #93 of 257 | Beqom.combeqom.com | Other observed source | 1.43% | 3 | 210 | 11 |
| #94 of 257 | Cezannehr.comcezannehr.com | Other observed source | 1.43% | 3 | 210 | 11 |
| #95 of 257 | Compackage.comcompackage.com | Other observed source | 1.43% | 3 | 210 | 11 |
| #96 of 257 | Differdiffer.blog | Other observed source | 1.43% | 3 | 210 | 11 |
| #97 of 257 | Employmenthero.comemploymenthero.com | Vendor-owned source | 1.43% | 3 | 210 | 11 |
| #98 of 257 | Eskill.comeskill.com | Other observed source | 1.43% | 3 | 210 | 11 |
| #99 of 257 | Helionerp.comhelionerp.com | Other observed source | 1.43% | 3 | 210 | 11 |
| #100 of 257 | Hrsoftwarepick.comhrsoftwarepick.com | Other observed source | 1.43% | 3 | 210 | 11 |
Showing the first 100 rows from 257 observed domains.
Cite this
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. HR & Talent / Comparisons: 257 observed source domains in the leaderboard, measured on 210 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/x_vs_y. CC BY 4.0.Parrott, J. (2026). HR & Talent / Comparisons 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/x_vs_y https://doi.org/10.5281/zenodo.23652423@misc{parrott2026mrihrtalentxvsy,
author = {Parrott, Jaxon},
title = {HR \& Talent / Comparisons 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/x_vs_y},
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.