Evidence floor met in this release.
Published segment leaderboard
HR & Talent: Best tools in the Machine Relations Index
This leaderboard uses only the HR & Talent / Best tools segment denominator: 239 observed answer runs across 12 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 275 | Pin.compin.com | Vendor-owned source | 25.94% | 62 | 239 | 12 |
| #2 of 275 | Pinpointhq.compinpointhq.com | Other observed source | 22.59% | 54 | 239 | 12 |
| #3 of 275 | Forbesforbes.com | Editorial publication | 19.25% | 46 | 239 | 12 |
| #4 of 275 | Lever.colever.co | Other observed source | 18.41% | 44 | 239 | 12 |
| #5 of 275 | People Managing Peoplepeoplemanagingpeople.com | Editorial publication | 17.15% | 41 | 239 | 12 |
| #6 of 275 | G2g2.com | Market and company database | 16.74% | 40 | 239 | 12 |
| #7 of 275 | SelectSoftware Reviewsselectsoftwarereviews.com | Other observed source | 16.74% | 40 | 239 | 12 |
| #8 of 275 | Sparkhire.comsparkhire.com | Other observed source | 15.90% | 38 | 239 | 12 |
| #9 of 275 | Theundercoverrecruiter.comtheundercoverrecruiter.com | Other observed source | 13.81% | 33 | 239 | 12 |
| #10 of 275 | Gem.comgem.com | Vendor-owned source | 12.13% | 29 | 239 | 12 |
| #11 of 275 | Zapier.comzapier.com | Vendor-owned source | 12.13% | 29 | 239 | 12 |
| #12 of 275 | Dover.comdover.com | Other observed source | 10.88% | 26 | 239 | 12 |
| #13 of 275 | Engagedly.comengagedly.com | Other observed source | 10.88% | 26 | 239 | 12 |
| #14 of 275 | Betterworks.combetterworks.com | Other observed source | 10.46% | 25 | 239 | 12 |
| #15 of 275 | Technologyadvice.comtechnologyadvice.com | Market and company database | 10.46% | 25 | 239 | 12 |
| #16 of 275 | Jotform.comjotform.com | Other observed source | 9.62% | 23 | 239 | 12 |
| #17 of 275 | Rework.comrework.com | Other observed source | 9.21% | 22 | 239 | 12 |
| #18 of 275 | Skima.aiskima.ai | Vendor-owned source | 8.79% | 21 | 239 | 12 |
| #19 of 275 | TechRadartechradar.com | Editorial publication | 8.79% | 21 | 239 | 12 |
| #20 of 275 | Okrstool.comokrstool.com | Other observed source | 7.95% | 19 | 239 | 12 |
| #21 of 275 | Ventureharbour.comventureharbour.com | Other observed source | 7.95% | 19 | 239 | 12 |
| #22 of 275 | Greenhouse.comgreenhouse.com | Other observed source | 7.53% | 18 | 239 | 12 |
| #23 of 275 | Ordio.comordio.com | Other observed source | 7.11% | 17 | 239 | 12 |
| #24 of 275 | Checkr.comcheckr.com | Other observed source | 6.69% | 16 | 239 | 12 |
| #25 of 275 | Freshworks.comfreshworks.com | Other observed source | 6.69% | 16 | 239 | 12 |
| #26 of 275 | Performyard.comperformyard.com | Other observed source | 6.69% | 16 | 239 | 12 |
| #27 of 275 | Capterra.comcapterra.com | Market and company database | 5.86% | 14 | 239 | 12 |
| #28 of 275 | Peopleforce.iopeopleforce.io | Vendor-owned source | 5.86% | 14 | 239 | 12 |
| #29 of 275 | Eletive.comeletive.com | Other observed source | 5.44% | 13 | 239 | 12 |
| #30 of 275 | Erpflowlabs.comerpflowlabs.com | Other observed source | 5.44% | 13 | 239 | 12 |
| #31 of 275 | Leonar.appleonar.app | Other observed source | 5.44% | 13 | 239 | 12 |
| #32 of 275 | Workhuman.comworkhuman.com | Other observed source | 5.44% | 13 | 239 | 12 |
| #33 of 275 | Thesmbguide.comthesmbguide.com | Other observed source | 5.02% | 12 | 239 | 12 |
| #34 of 275 | Peoplebox.aipeoplebox.ai | Vendor-owned source | 4.60% | 11 | 239 | 12 |
| #35 of 275 | Recruitee.comrecruitee.com | Other observed source | 4.60% | 11 | 239 | 12 |
| #36 of 275 | Vecosys.comvecosys.com | Other observed source | 4.60% | 11 | 239 | 12 |
| #37 of 275 | Geekflare.comgeekflare.com | Other observed source | 4.18% | 10 | 239 | 12 |
| #38 of 275 | Hibob.comhibob.com | Vendor-owned source | 4.18% | 10 | 239 | 12 |
| #39 of 275 | Peoplegoal.compeoplegoal.com | Vendor-owned source | 4.18% | 10 | 239 | 12 |
| #40 of 275 | Staffedup.comstaffedup.com | Other observed source | 4.18% | 10 | 239 | 12 |
| #41 of 275 | TechRepublictechrepublic.com | Editorial publication | 4.18% | 10 | 239 | 12 |
| #42 of 275 | Uschamber.comuschamber.com | Other observed source | 4.18% | 10 | 239 | 12 |
| #43 of 275 | Workstream.usworkstream.us | Other observed source | 4.18% | 10 | 239 | 12 |
| #44 of 275 | Acutedata.comacutedata.com | Other observed source | 3.77% | 9 | 239 | 12 |
| #45 of 275 | Fountain.comfountain.com | Other observed source | 3.77% | 9 | 239 | 12 |
| #46 of 275 | Jugglehire.comjugglehire.com | Other observed source | 3.77% | 9 | 239 | 12 |
| #47 of 275 | Leapsome.comleapsome.com | Vendor-owned source | 3.77% | 9 | 239 | 12 |
| #48 of 275 | Profitbooks.netprofitbooks.net | Other observed source | 3.77% | 9 | 239 | 12 |
| #49 of 275 | Redditreddit.com | Community and social platform | 3.77% | 9 | 239 | 12 |
| #50 of 275 | Saasworthy.comsaasworthy.com | Other observed source | 3.77% | 9 | 239 | 12 |
| #51 of 275 | 15five.com15five.com | Other observed source | 3.35% | 8 | 239 | 12 |
| #52 of 275 | Deel.comdeel.com | Vendor-owned source | 3.35% | 8 | 239 | 12 |
| #53 of 275 | Jazzhr.comjazzhr.com | Other observed source | 3.35% | 8 | 239 | 12 |
| #54 of 275 | Mailjet.commailjet.com | Other observed source | 3.35% | 8 | 239 | 12 |
| #55 of 275 | Mokahr.iomokahr.io | Other observed source | 3.35% | 8 | 239 | 12 |
| #56 of 275 | Noon.ainoon.ai | Other observed source | 3.35% | 8 | 239 | 12 |
| #57 of 275 | TechTargettechtarget.com | Editorial publication | 3.35% | 8 | 239 | 12 |
| #58 of 275 | Thetalentcommunity.netthetalentcommunity.net | Other observed source | 3.35% | 8 | 239 | 12 |
| #59 of 275 | Zimyo.comzimyo.com | Other observed source | 3.35% | 8 | 239 | 12 |
| #60 of 275 | Aihr.comaihr.com | Other observed source | 2.93% | 7 | 239 | 12 |
| #61 of 275 | Helioshr.comhelioshr.com | Vendor-owned source | 2.93% | 7 | 239 | 12 |
| #62 of 275 | Hrget.comhrget.com | Other observed source | 2.93% | 7 | 239 | 12 |
| #63 of 275 | HROpsLabhropslab.com | Editorial publication | 2.93% | 7 | 239 | 12 |
| #64 of 275 | Intervue.iointervue.io | Other observed source | 2.93% | 7 | 239 | 12 |
| #65 of 275 | Matchr.commatchr.com | Other observed source | 2.93% | 7 | 239 | 12 |
| #66 of 275 | Pitchnhire.compitchnhire.com | Other observed source | 2.93% | 7 | 239 | 12 |
| #67 of 275 | Small-improvements.comsmall-improvements.com | Other observed source | 2.93% | 7 | 239 | 12 |
| #68 of 275 | Softwareadvice.comsoftwareadvice.com | Other observed source | 2.93% | 7 | 239 | 12 |
| #69 of 275 | Workable.comworkable.com | Other observed source | 2.93% | 7 | 239 | 12 |
| #70 of 275 | 100hires.com100hires.com | Other observed source | 2.51% | 6 | 239 | 12 |
| #71 of 275 | Canditech.iocanditech.io | Other observed source | 2.51% | 6 | 239 | 12 |
| #72 of 275 | Joinhomebase.comjoinhomebase.com | Other observed source | 2.51% | 6 | 239 | 12 |
| #73 of 275 | Metaview.aimetaview.ai | Vendor-owned source | 2.51% | 6 | 239 | 12 |
| #74 of 275 | Rippling.comrippling.com | Vendor-owned source | 2.51% | 6 | 239 | 12 |
| #75 of 275 | Taito.aitaito.ai | Other observed source | 2.51% | 6 | 239 | 12 |
| #76 of 275 | Ustechautomations.comustechautomations.com | Other observed source | 2.51% | 6 | 239 | 12 |
| #77 of 275 | Workforce.comworkforce.com | Other observed source | 2.51% | 6 | 239 | 12 |
| #78 of 275 | YouTubeyoutube.com | Search or media platform | 2.51% | 6 | 239 | 12 |
| #79 of 275 | Bestforbusiness.orgbestforbusiness.org | Other observed source | 2.09% | 5 | 239 | 12 |
| #80 of 275 | Getapp.comgetapp.com | Other observed source | 2.09% | 5 | 239 | 12 |
| #81 of 275 | Happily.aihappily.ai | Other observed source | 2.09% | 5 | 239 | 12 |
| #82 of 275 | Hrtechsaas.comhrtechsaas.com | Vendor-owned source | 2.09% | 5 | 239 | 12 |
| #83 of 275 | Indeed.comindeed.com | Other observed source | 2.09% | 5 | 239 | 12 |
| #84 of 275 | Kula.aikula.ai | Other observed source | 2.09% | 5 | 239 | 12 |
| #85 of 275 | Managebetter.commanagebetter.com | Other observed source | 2.09% | 5 | 239 | 12 |
| #86 of 275 | Monday.commonday.com | Vendor-owned source | 2.09% | 5 | 239 | 12 |
| #87 of 275 | Ninjagig.comninjagig.com | Other observed source | 2.09% | 5 | 239 | 12 |
| #88 of 275 | Paycor.compaycor.com | Other observed source | 2.09% | 5 | 239 | 12 |
| #89 of 275 | PCMagpcmag.com | Editorial publication | 2.09% | 5 | 239 | 12 |
| #90 of 275 | Performancemanagementcompany.comperformancemanagementcompany.com | Other observed source | 2.09% | 5 | 239 | 12 |
| #91 of 275 | Recruiteronics.comrecruiteronics.com | Market and company database | 2.09% | 5 | 239 | 12 |
| #92 of 275 | Upward365.comupward365.com | Other observed source | 2.09% | 5 | 239 | 12 |
| #93 of 275 | Zeeg.mezeeg.me | Other observed source | 2.09% | 5 | 239 | 12 |
| #94 of 275 | Ashbyhq.comashbyhq.com | Other observed source | 1.67% | 4 | 239 | 12 |
| #95 of 275 | Breezy.hrbreezy.hr | Other observed source | 1.67% | 4 | 239 | 12 |
| #96 of 275 | Citehawk.comcitehawk.com | Other observed source | 1.67% | 4 | 239 | 12 |
| #97 of 275 | Evalflow.comevalflow.com | Other observed source | 1.67% | 4 | 239 | 12 |
| #98 of 275 | Gartner.comgartner.com | Analyst and consulting research | 1.67% | 4 | 239 | 12 |
| #99 of 275 | Guideflow.comguideflow.com | Other observed source | 1.67% | 4 | 239 | 12 |
| #100 of 275 | Hr.universityhr.university | Academic and government source | 1.67% | 4 | 239 | 12 |
Showing the first 100 rows from 275 observed domains.
Cite this
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. HR & Talent / Best tools: 275 observed source domains in the leaderboard, measured on 239 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/best_x. CC BY 4.0.Parrott, J. (2026). HR & Talent / Best tools 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/best_x https://doi.org/10.5281/zenodo.23652423@misc{parrott2026mrihrtalentbestx,
author = {Parrott, Jaxon},
title = {HR \& Talent / Best tools 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/best_x},
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.