# HR & Talent: Best tools in the Machine Relations Index

Canonical URL: https://machinerelations.ai/index/categories/hr-talent/best_x
Release mri_score_v2.0+2026-09-18+8fa38e54dd0a; methodology mri_score_v2.0; generated 2026-09-18; window 2026-05-10 to 2026-09-18; artifact 8fa38e54dd0a.

Collecting observations. This segment has 72 observed runs across 4 dates; the release floor is 10 runs and 7 dates, so no mature rate, rank, or winner is published here.

| Source | Source role | Cited runs | Observed runs | Run dates | State |
|---|---|---:|---:|---:|---|
| [Pin.com](https://machinerelations.ai/index/domains/pin.com) | Vendor-owned source | 21 | 72 | 4 | Collecting observations |
| [Peoplemanagingpeople.com](https://machinerelations.ai/index/domains/peoplemanagingpeople.com) | Editorial publication | 19 | 72 | 4 | Collecting observations |
| [Selectsoftwarereviews.com](https://machinerelations.ai/index/domains/selectsoftwarereviews.com) | Editorial publication | 18 | 72 | 4 | Collecting observations |
| [Forbes](https://machinerelations.ai/index/domains/forbes.com) | Editorial publication | 15 | 72 | 4 | Collecting observations |
| [Pinpointhq.com](https://machinerelations.ai/index/domains/pinpointhq.com) | Other observed source | 14 | 72 | 4 | Collecting observations |
| [Theundercoverrecruiter.com](https://machinerelations.ai/index/domains/theundercoverrecruiter.com) | Other observed source | 14 | 72 | 4 | Collecting observations |
| [Gem.com](https://machinerelations.ai/index/domains/gem.com) | Vendor-owned source | 11 | 72 | 4 | Collecting observations |
| [Jotform.com](https://machinerelations.ai/index/domains/jotform.com) | Vendor-owned source | 11 | 72 | 4 | Collecting observations |
| [Zapier.com](https://machinerelations.ai/index/domains/zapier.com) | Vendor-owned source | 11 | 72 | 4 | Collecting observations |
| [Leonar.app](https://machinerelations.ai/index/domains/leonar.app) | Other observed source | 10 | 72 | 4 | Collecting observations |
| [Sparkhire.com](https://machinerelations.ai/index/domains/sparkhire.com) | Other observed source | 10 | 72 | 4 | Collecting observations |
| [Technologyadvice.com](https://machinerelations.ai/index/domains/technologyadvice.com) | Market and company database | 10 | 72 | 4 | Collecting observations |
| [Ventureharbour.com](https://machinerelations.ai/index/domains/ventureharbour.com) | Other observed source | 10 | 72 | 4 | Collecting observations |
| [Dover.com](https://machinerelations.ai/index/domains/dover.com) | Other observed source | 9 | 72 | 4 | Collecting observations |
| [G2](https://machinerelations.ai/index/domains/g2.com) | Market and company database | 9 | 72 | 4 | Collecting observations |
| [Reddit](https://machinerelations.ai/index/domains/reddit.com) | Community and social platform | 9 | 72 | 4 | Collecting observations |
| [Lever.co](https://machinerelations.ai/index/domains/lever.co) | Other observed source | 8 | 72 | 4 | Collecting observations |
| [Checkr.com](https://machinerelations.ai/index/domains/checkr.com) | Other observed source | 7 | 72 | 4 | Collecting observations |
| [Rework.com](https://machinerelations.ai/index/domains/rework.com) | Other observed source | 7 | 72 | 4 | Collecting observations |
| [Staffedup.com](https://machinerelations.ai/index/domains/staffedup.com) | Other observed source | 7 | 72 | 4 | Collecting observations |
| [TechRadar](https://machinerelations.ai/index/domains/techradar.com) | Editorial publication | 7 | 72 | 4 | Collecting observations |
| [Betterworks.com](https://machinerelations.ai/index/domains/betterworks.com) | Other observed source | 6 | 72 | 4 | Collecting observations |
| [Capterra.com](https://machinerelations.ai/index/domains/capterra.com) | Market and company database | 6 | 72 | 4 | Collecting observations |
| [Performyard.com](https://machinerelations.ai/index/domains/performyard.com) | Other observed source | 6 | 72 | 4 | Collecting observations |
| [Profitbooks.net](https://machinerelations.ai/index/domains/profitbooks.net) | Other observed source | 6 | 72 | 4 | Collecting observations |
| [Engagedly.com](https://machinerelations.ai/index/domains/engagedly.com) | Other observed source | 5 | 72 | 4 | Collecting observations |
| [Peoplebox.ai](https://machinerelations.ai/index/domains/peoplebox.ai) | Other observed source | 5 | 72 | 4 | Collecting observations |
| [Workhuman.com](https://machinerelations.ai/index/domains/workhuman.com) | Other observed source | 5 | 72 | 4 | Collecting observations |
| [Eletive.com](https://machinerelations.ai/index/domains/eletive.com) | Other observed source | 4 | 72 | 4 | Collecting observations |
| [Greenhouse.com](https://machinerelations.ai/index/domains/greenhouse.com) | Other observed source | 4 | 72 | 4 | Collecting observations |
| [Hrget.com](https://machinerelations.ai/index/domains/hrget.com) | Other observed source | 4 | 72 | 4 | Collecting observations |
| [Jugglehire.com](https://machinerelations.ai/index/domains/jugglehire.com) | Other observed source | 4 | 72 | 4 | Collecting observations |
| [Okrstool.com](https://machinerelations.ai/index/domains/okrstool.com) | Other observed source | 4 | 72 | 4 | Collecting observations |
| [Skima.ai](https://machinerelations.ai/index/domains/skima.ai) | Other observed source | 4 | 72 | 4 | Collecting observations |
| [Small-improvements.com](https://machinerelations.ai/index/domains/small-improvements.com) | Other observed source | 4 | 72 | 4 | Collecting observations |
| [15five.com](https://machinerelations.ai/index/domains/15five.com) | Other observed source | 3 | 72 | 4 | Collecting observations |
| [Aihr.com](https://machinerelations.ai/index/domains/aihr.com) | Other observed source | 3 | 72 | 4 | Collecting observations |
| [Erpflowlabs.com](https://machinerelations.ai/index/domains/erpflowlabs.com) | Other observed source | 3 | 72 | 4 | Collecting observations |
| [Freshworks.com](https://machinerelations.ai/index/domains/freshworks.com) | Other observed source | 3 | 72 | 4 | Collecting observations |
| [Getapp.com](https://machinerelations.ai/index/domains/getapp.com) | Other observed source | 3 | 72 | 4 | Collecting observations |
| [Guideflow.com](https://machinerelations.ai/index/domains/guideflow.com) | Vendor-owned source | 3 | 72 | 4 | Collecting observations |
| [Helioshr.com](https://machinerelations.ai/index/domains/helioshr.com) | Other observed source | 3 | 72 | 4 | Collecting observations |
| [Hropslab.com](https://machinerelations.ai/index/domains/hropslab.com) | Other observed source | 3 | 72 | 4 | Collecting observations |
| [Indeed.com](https://machinerelations.ai/index/domains/indeed.com) | Other observed source | 3 | 72 | 4 | Collecting observations |
| [Nexttechnology.io](https://machinerelations.ai/index/domains/nexttechnology.io) | Other observed source | 3 | 72 | 4 | Collecting observations |
| [Oneadvanced.com](https://machinerelations.ai/index/domains/oneadvanced.com) | Other observed source | 3 | 72 | 4 | Collecting observations |
| [Peopleforce.io](https://machinerelations.ai/index/domains/peopleforce.io) | Vendor-owned source | 3 | 72 | 4 | Collecting observations |
| [Peoplegoal.com](https://machinerelations.ai/index/domains/peoplegoal.com) | Vendor-owned source | 3 | 72 | 4 | Collecting observations |
| [Pitchnhire.com](https://machinerelations.ai/index/domains/pitchnhire.com) | Other observed source | 3 | 72 | 4 | Collecting observations |
| [Recruitee.com](https://machinerelations.ai/index/domains/recruitee.com) | Other observed source | 3 | 72 | 4 | Collecting observations |
| [Tech Bullion](https://machinerelations.ai/index/domains/techbullion.com) | Editorial publication | 3 | 72 | 4 | Collecting observations |
| [Techrepublic.com](https://machinerelations.ai/index/domains/techrepublic.com) | Editorial publication | 3 | 72 | 4 | Collecting observations |
| [TechTarget](https://machinerelations.ai/index/domains/techtarget.com) | Editorial publication | 3 | 72 | 4 | Collecting observations |
| [Workforce.com](https://machinerelations.ai/index/domains/workforce.com) | Other observed source | 3 | 72 | 4 | Collecting observations |
| [X.com](https://machinerelations.ai/index/domains/x.com) | Community and social platform | 3 | 72 | 4 | Collecting observations |
| [Ziprecruiter.com](https://machinerelations.ai/index/domains/ziprecruiter.com) | Other observed source | 3 | 72 | 4 | Collecting observations |
| [Acutedata.com](https://machinerelations.ai/index/domains/acutedata.com) | Market and company database | 2 | 72 | 4 | Collecting observations |
| [Ashbyhq.com](https://machinerelations.ai/index/domains/ashbyhq.com) | Other observed source | 2 | 72 | 4 | Collecting observations |
| [Askmebazaar.com](https://machinerelations.ai/index/domains/askmebazaar.com) | Other observed source | 2 | 72 | 4 | Collecting observations |
| [Bamboohr.com](https://machinerelations.ai/index/domains/bamboohr.com) | Other observed source | 2 | 72 | 4 | Collecting observations |
| [Citehawk.com](https://machinerelations.ai/index/domains/citehawk.com) | Other observed source | 2 | 72 | 4 | Collecting observations |
| [Darwinbox.com](https://machinerelations.ai/index/domains/darwinbox.com) | Other observed source | 2 | 72 | 4 | Collecting observations |
| [Deel.com](https://machinerelations.ai/index/domains/deel.com) | Vendor-owned source | 2 | 72 | 4 | Collecting observations |
| [Employsome.com](https://machinerelations.ai/index/domains/employsome.com) | Other observed source | 2 | 72 | 4 | Collecting observations |
| [Fountain.com](https://machinerelations.ai/index/domains/fountain.com) | Other observed source | 2 | 72 | 4 | Collecting observations |
| [Franklandautomation.com](https://machinerelations.ai/index/domains/franklandautomation.com) | Other observed source | 2 | 72 | 4 | Collecting observations |
| [Gartner.com](https://machinerelations.ai/index/domains/gartner.com) | Analyst and consulting research | 2 | 72 | 4 | Collecting observations |
| [Hrstechspace.com](https://machinerelations.ai/index/domains/hrstechspace.com) | Other observed source | 2 | 72 | 4 | Collecting observations |
| [Hrtechsaas.com](https://machinerelations.ai/index/domains/hrtechsaas.com) | Other observed source | 2 | 72 | 4 | Collecting observations |
| [Hyperspaceventures.com](https://machinerelations.ai/index/domains/hyperspaceventures.com) | Other observed source | 2 | 72 | 4 | Collecting observations |
| [IB Times](https://machinerelations.ai/index/domains/ibtimes.com.au) | Editorial publication | 2 | 72 | 4 | Collecting observations |
| [Kula.ai](https://machinerelations.ai/index/domains/kula.ai) | Other observed source | 2 | 72 | 4 | Collecting observations |
| [Managebetter.com](https://machinerelations.ai/index/domains/managebetter.com) | Other observed source | 2 | 72 | 4 | Collecting observations |
| [Mokahr.io](https://machinerelations.ai/index/domains/mokahr.io) | Other observed source | 2 | 72 | 4 | Collecting observations |
| [Ordio.com](https://machinerelations.ai/index/domains/ordio.com) | Other observed source | 2 | 72 | 4 | Collecting observations |
| [Peopleopsclub.com](https://machinerelations.ai/index/domains/peopleopsclub.com) | Other observed source | 2 | 72 | 4 | Collecting observations |
| [Performancemanagementcompany.com](https://machinerelations.ai/index/domains/performancemanagementcompany.com) | Other observed source | 2 | 72 | 4 | Collecting observations |
| [Phenom.com](https://machinerelations.ai/index/domains/phenom.com) | Vendor-owned source | 2 | 72 | 4 | Collecting observations |
| [Recruiteronics.com](https://machinerelations.ai/index/domains/recruiteronics.com) | Other observed source | 2 | 72 | 4 | Collecting observations |
| [Rippling.com](https://machinerelations.ai/index/domains/rippling.com) | Vendor-owned source | 2 | 72 | 4 | Collecting observations |
| [Saasworthy.com](https://machinerelations.ai/index/domains/saasworthy.com) | Other observed source | 2 | 72 | 4 | Collecting observations |
| [Skillfuel.com](https://machinerelations.ai/index/domains/skillfuel.com) | Other observed source | 2 | 72 | 4 | Collecting observations |
| [Smbguide.com](https://machinerelations.ai/index/domains/smbguide.com) | Other observed source | 2 | 72 | 4 | Collecting observations |
| [Thepeoplepeoplegroup.com](https://machinerelations.ai/index/domains/thepeoplepeoplegroup.com) | Other observed source | 2 | 72 | 4 | Collecting observations |
| [Thesmbguide.com](https://machinerelations.ai/index/domains/thesmbguide.com) | Other observed source | 2 | 72 | 4 | Collecting observations |
| [Thrivesparrow.com](https://machinerelations.ai/index/domains/thrivesparrow.com) | Other observed source | 2 | 72 | 4 | Collecting observations |
| [Topickz.com](https://machinerelations.ai/index/domains/topickz.com) | Other observed source | 2 | 72 | 4 | Collecting observations |
| [Urecruits.com](https://machinerelations.ai/index/domains/urecruits.com) | Other observed source | 2 | 72 | 4 | Collecting observations |
| [Workstream.us](https://machinerelations.ai/index/domains/workstream.us) | Other observed source | 2 | 72 | 4 | Collecting observations |
| [Worldmetrics.org](https://machinerelations.ai/index/domains/worldmetrics.org) | Analyst and consulting research | 2 | 72 | 4 | Collecting observations |
| [YouTube](https://machinerelations.ai/index/domains/youtube.com) | Search or media platform | 2 | 72 | 4 | Collecting observations |
| [Zeeg.me](https://machinerelations.ai/index/domains/zeeg.me) | Other observed source | 2 | 72 | 4 | Collecting observations |
| [100hires.com](https://machinerelations.ai/index/domains/100hires.com) | Other observed source | 1 | 72 | 4 | Collecting observations |
| [Achievers.com](https://machinerelations.ai/index/domains/achievers.com) | Other observed source | 1 | 72 | 4 | Collecting observations |
| [Apps365.com](https://machinerelations.ai/index/domains/apps365.com) | Other observed source | 1 | 72 | 4 | Collecting observations |
| [Appvizer.fr](https://machinerelations.ai/index/domains/appvizer.fr) | Other observed source | 1 | 72 | 4 | Collecting observations |
| [Ariusai.com](https://machinerelations.ai/index/domains/ariusai.com) | Other observed source | 1 | 72 | 4 | Collecting observations |
| [Artisangrowthstrategies.com](https://machinerelations.ai/index/domains/artisangrowthstrategies.com) | Vendor-owned source | 1 | 72 | 4 | Collecting observations |
| [Assessteam.com](https://machinerelations.ai/index/domains/assessteam.com) | Other observed source | 1 | 72 | 4 | Collecting observations |
| [Autodoc.co.uk](https://machinerelations.ai/index/domains/autodoc.co.uk) | Other observed source | 1 | 72 | 4 | Collecting observations |

## Citation

HR & Talent / Best tools: collecting observations across 72 observed runs and 4 dates, 2026-05-10 to 2026-09-18, mri_score_v2.0, mri_score_v2.0+2026-09-18+8fa38e54dd0a, https://machinerelations.ai/index/categories/hr-talent/best_x.