# Segment: Mid-market

# HR AI Recommendation Index, run edition-2026-09

300 prompts, 12 models, 20,802 raw judge labels, 21,034 scored labels after normalization. Published weights: first choice +3, alternative +2, mention +1, soft negative -2, hard negative -3.

Scored under vendor alias table version 2026-10.7. Raw judge labels are the permanent record; the numbers below are derived from them and are regenerated for every run whenever the alias table changes, so the whole series is always scored under one table version. Resolution of raw names: 18,449 by alias or canonical name, 1599 by category-scoped alias, 169 from combined answers split into their products, 39 from combined answers counted once for their first product, 10 excluded by rule, 772 unresolved and counted under the raw name.

## Paraphrase stability

Share of categories where a model's first choice set on the direct prompt equals its set on the paraphrase.

| Model | Same | Different | Stability |
|---|---|---|---|
| Claude Haiku 4.5 | 3 | 44 | 6% |
| GPT-5.4 mini | 10 | 40 | 20% |
| Gemini 3.5 Flash | 17 | 33 | 34% |
| Perplexity Sonar | 13 | 37 | 26% |
| Grok 4.1 Fast | 10 | 40 | 20% |
| Mistral Small | 2 | 48 | 4% |
| DeepSeek V4 Flash | 11 | 39 | 22% |
| Llama 4 Maverick | 3 | 44 | 6% |
| Qwen 3.7 Flash | 13 | 37 | 26% |
| Kimi K2 | 10 | 40 | 20% |
| GLM 4.7 FlashX | 9 | 41 | 18% |
| MiniMax M2.5 | 4 | 46 | 8% |

A looser measure, whether a direct first choice survives as a first choice or alternative on the paraphrase, is in the appendix.

## Standing by category

First choice share across the direct, paraphrase, budget and scale prompts and all 12 models. The top product's share is published alongside the label: contested means the top share is at or below 40%, and a category just above the line is not meaningfully different from one just below it. Consensus means every model's direct-prompt first choice is the same single product.

| Category | Top product | Top share | First choices | Status |
|---|---|---|---|---|
| 360-feedback | Lattice | 40% | 40 | contested |
| ai-recruiting-assistants | GoPerfect | 19% | 42 | contested |
| applicant-tracking-systems | Greenhouse | 47% | 45 | clear leader |
| background-screening | Checkr | 43% | 42 | clear leader |
| benefits-administration | PlanSource | 23% | 44 | contested |
| candidate-assessment | TestGorilla | 68% | 41 | clear leader |
| coaching-platforms | Growthspace | 26% | 54 | contested |
| compensation-benchmarking-data | Payscale | 24% | 50 | contested |
| compensation-management | Pave | 18% | 111 | contested |
| compliance-training | Traliant | 22% | 41 | contested |
| contingent-workforce-management | SimpleVMS | 35% | 46 | contested |
| course-authoring-tools | Articulate 360 | 22% | 59 | contested |
| earned-wage-access | Tapcheck | 29% | 42 | contested |
| employee-engagement-surveys | Culture Amp | 40% | 52 | clear leader |
| employee-onboarding | BambooHR | 29% | 45 | contested |
| employee-wellbeing-and-mental-health | Wellable | 30% | 50 | contested |
| flexible-benefits-and-lifestyle-spending-accounts | Compt | 30% | 47 | contested |
| frontline-employee-apps | Connecteam | 56% | 43 | clear leader |
| global-payroll-and-employer-of-record | Deel | 22% | 46 | contested |
| goals-and-okrs | Tability | 29% | 45 | contested |
| hr-ai-assistants | Workativ Assistant | 12% | 48 | contested |
| hr-compliance-and-policy-management | Rippling | 16% | 49 | contested |
| hr-help-desk-and-case-management | Zoho Desk | 26% | 42 | contested |
| hris-and-hcm-platforms | Zoho People | 22% | 40 | contested |
| internal-communications-and-intranet | Microsoft Teams | 16% | 49 | contested |
| internal-talent-marketplace | Fuel50 | 26% | 46 | contested |
| interview-scheduling | Calendly | 21% | 53 | contested |
| job-advertising-and-distribution | Joveo | 21% | 39 | contested |
| learning-experience-platforms | Learn Amp | 28% | 46 | contested |
| learning-management-systems | TalentLMS | 48% | 44 | clear leader |
| leave-and-absence-management | BambooHR | 28% | 46 | contested |
| mentoring-software | Together | 37% | 51 | contested |
| online-course-libraries | Udemy Business | 32% | 40 | contested |
| org-charts-and-org-design | ChartHop | 27% | 52 | contested |
| pay-equity | Syndio | 17% | 42 | contested |
| payroll-software | Rippling | 28% | 47 | contested |
| people-analytics | HiBob | 15% | 53 | contested |
| performance-management | Lattice | 41% | 46 | clear leader |
| recognition-and-rewards | Nectar | 22% | 41 | contested |
| recruiting-crm-and-sourcing | Lever | 20% | 44 | contested |
| recruitment-marketing-and-career-sites | Workable | 16% | 50 | contested |
| skills-intelligence | TalentGuard | 19% | 47 | contested |
| succession-planning | Lattice | 31% | 52 | contested |
| talent-intelligence | Pin | 17% | 48 | contested |
| technical-hiring-assessments | HackerRank | 28% | 39 | contested |
| time-and-attendance | UKG Ready | 15% | 52 | contested |
| video-interviewing | Spark Hire | 55% | 42 | consensus |
| workforce-management-suites | ADP Workforce Now | 19% | 47 | contested |
| workforce-planning | ChartHop | 31% | 52 | contested |
| workforce-scheduling | Deputy | 26% | 47 | contested |

**360-feedback**: Lattice 40%, Effy AI 12%, Primalogik 10%, Culture Amp 8%, Small Improvements 5%

**ai-recruiting-assistants**: GoPerfect 19%, Workable 17%, Manatal 12%, Pin 10%, Ashby 7%

**applicant-tracking-systems**: Greenhouse 47%, Breezy HR 18%, Zoho Recruit 9%, Ashby 7%, Lever 7%

**background-screening**: Checkr 43%, GoodHire 14%, BackgroundChecks.com 12%, Certn 12%, Verified First 7%

**benefits-administration**: PlanSource 23%, Employee Navigator 20%, Rippling 20%, Gusto 18%, Ease 5%

**candidate-assessment**: TestGorilla 68%, Criteria Corp 10%, Canditech 2%, JobCannon 2%, SHL 2%

**coaching-platforms**: Growthspace 26%, Boon Health 22%, Exec 13%, Torch 7%, CoachHub 6%

**compensation-benchmarking-data**: Payscale 24%, Pave 20%, Comprehensive.io 12%, CompData Surveys 6%, Mercer Total Remuneration Survey 6%

**compensation-management**: Pave 18%, Comprehensive 15%, Aeqium 6%, HiBob 6%, CompLogix 5%

**compliance-training**: BizLibrary 22%, Traliant 22%, TalentLMS 15%, Coggno 12%, Absorb LMS 7%

**contingent-workforce-management**: SimpleVMS 35%, Worksuite 11%, Deel 9%, Conexis VMS 7%, TalentDesk.io 7%

**course-authoring-tools**: Articulate 360 22%, H5P 17%, iSpring Suite 15%, Articulate Rise 360 7%, Absorb LMS 5%

**earned-wage-access**: Tapcheck 29%, ZayZoon 26%, Rain 12%, Clair 7%, DailyPay 7%

**employee-engagement-surveys**: Culture Amp 40%, FeedbackPulse 12%, Workleap Officevibe 12%, Lattice 10%, ThriveSparrow 8%

**employee-onboarding**: BambooHR 29%, Rippling 27%, Zoho People 18%, Gusto 7%, HiBob 7%

**employee-wellbeing-and-mental-health**: Wellable 30%, Spring Health 16%, Avidon Health 10%, Lyra Health 10%, Modern Health 6%

**flexible-benefits-and-lifestyle-spending-accounts**: Compt 30%, Forma 19%, Benepass 17%, JOON 11%, Employee Navigator 4%

**frontline-employee-apps**: Connecteam 56%, Blink 14%, Beekeeper 9%, RedeApp 7%, MangoApps 2%

**global-payroll-and-employer-of-record**: Deel 22%, Oyster 13%, Papaya Global 13%, RemoFirst 11%, Hire with Columbus 9%

**goals-and-okrs**: Tability 29%, Lattice 11%, Mooncamp 11%, OKRs Tool 9%, Perdoo 7%

**hr-ai-assistants**: Workativ Assistant 12%, ChatGPT 10%, MeBeBot 10%, Claude 6%, Gusto 6%

**hr-compliance-and-policy-management**: Rippling 16%, Gusto 12%, AirMason 8%, Homebase 8%, Paylocity 8%

**hr-help-desk-and-case-management**: Zoho Desk 26%, Freshservice 24%, Zendesk 12%, HR Acuity 7%, BambooHR 5%

**hris-and-hcm-platforms**: Rippling 22%, Zoho People 22%, ADP Workforce Now 15%, HiBob 15%, BambooHR 8%

**internal-communications-and-intranet**: Happeo 16%, Microsoft Teams 16%, Microsoft SharePoint 10%, Simpplr 10%, Slack 8%

**internal-talent-marketplace**: Fuel50 26%, 365Talents 17%, Engagedly 9%, Gloat 9%, Nestor 4%

**interview-scheduling**: Calendly 21%, ModernLoop 15%, Greenhouse 13%, Koalendar 11%, GoodTime 9%

**job-advertising-and-distribution**: JobTarget 21%, Joveo 21%, Appcast 15%, Workable 10%, Broadbean 5%

**learning-experience-platforms**: Learn Amp 28%, 360Learning 15%, GoSkills 15%, Docebo 11%, TalentLMS 9%

**learning-management-systems**: TalentLMS 48%, LearnUpon 18%, Absorb LMS 11%, 360Learning 5%, Docebo 5%

**leave-and-absence-management**: BambooHR 28%, Rippling 13%, Vacation Tracker 13%, LeaveBoard 11%, Connecteam 7%

**mentoring-software**: Together 37%, Mentorgain 12%, Mentorloop 12%, Mentornity 12%, PushFar 10%

**online-course-libraries**: Udemy Business 32%, LinkedIn Learning 28%, ProProfs Training Maker 8%, TalentLMS 8%, GoSkills 5%

**org-charts-and-org-design**: ChartHop 27%, Organimi 17%, OneDirectory 12%, OrgChart 12%, draw.io 8%

**pay-equity**: Syndio 17%, PayAnalytics 14%, Payscale 14%, Pave 10%, OpenComp 7%

**payroll-software**: Rippling 28%, Patriot Payroll 23%, Paylocity 17%, ADP 11%, Paycom 6%

**people-analytics**: HiBob 15%, BambooHR 13%, Crunchr 13%, Visier 11%, ChartHop 8%

**performance-management**: Lattice 41%, Effy AI 11%, PerformYard 9%, 15Five 7%, HiBob 7%

**recognition-and-rewards**: Bonusly 22%, Nectar 22%, Matter 15%, Awardco 7%, Bucketlist Rewards 7%

**recruiting-crm-and-sourcing**: Lever 20%, Gem 18%, Manatal 9%, Pin 7%, Zoho Recruit 7%

**recruitment-marketing-and-career-sites**: Teamtailor 16%, Workable 16%, Jobvite 14%, Manatal 10%, 100Hires 6%

**skills-intelligence**: TalentGuard 19%, Skills Base 17%, Lightcast Open Skills 9%, TechWolf 9%, iMocha 9%

**succession-planning**: Lattice 31%, Engagedly 17%, Empxtrack 8%, Teamflect 6%, BambooHR 4%

**talent-intelligence**: Pin 17%, Gem 15%, Eightfold AI 12%, Lessie AI 12%, hireEZ 8%

**technical-hiring-assessments**: HackerRank 28%, CoderPad 21%, Coderbyte 13%, CodeSignal 10%, TestDome 8%

**time-and-attendance**: UKG Ready 15%, Clockify 12%, Rippling 12%, Homebase 10%, Toggl Track 10%

**video-interviewing**: Spark Hire 55%, Hirevire 10%, myInterview 10%, EasyHire.me 7%, Willo 7%

**workforce-management-suites**: ADP Workforce Now 19%, Homebase 15%, UKG Ready 15%, Zoho People 11%, Connecteam 6%

**workforce-planning**: ChartHop 31%, Homebase 17%, Rippling 10%, Connecteam 8%, Planful 8%

**workforce-scheduling**: Deputy 26%, Homebase 15%, Sling 15%, Connecteam 9%, TimeTrex 6%

## Anti-recommendations

Products most often labeled soft or hard negative, with the number of models that did so at least once in the category, and the share of that product's labels in the category that were negative. A high negative share on a product with few labels is a warning; a low share on a product with many labels is salience, not sentiment.

- **360-feedback**: SurveyMonkey (6 models, 3 hard; 7 of 19 labels negative), Google Forms (5 models, 4 hard; 6 of 7 labels negative), Qualtrics 360 Development (4 models, 1 hard; 4 of 18 labels negative), Culture Amp (4 models; 4 of 41 labels negative)
- **ai-recruiting-assistants**: Workday Recruiting (8 models, 7 hard; 9 of 9 labels negative), HireVue (8 models, 4 hard; 10 of 25 labels negative), Eightfold AI (7 models, 6 hard; 9 of 18 labels negative), Ashby (3 models; 3 of 14 labels negative)
- **applicant-tracking-systems**: Oracle Taleo (9 models, 8 hard; 10 of 10 labels negative), Workday Recruiting (9 models, 7 hard; 10 of 12 labels negative), iCIMS (7 models, 5 hard; 7 of 15 labels negative), SAP SuccessFactors Recruiting (5 models, 4 hard; 6 of 6 labels negative)
- **background-screening**: TruthFinder (8 models, 10 hard; 11 of 14 labels negative), Sterling (8 models, 4 hard; 11 of 26 labels negative), HireRight (7 models, 2 hard; 11 of 34 labels negative), Instant Checkmate (6 models, 6 hard; 6 of 8 labels negative)
- **benefits-administration**: ADP Workforce Now (7 models, 1 hard; 7 of 36 labels negative), Gusto (5 models; 6 of 37 labels negative), TriNet (4 models, 1 hard; 4 of 9 labels negative), Benefitfocus (3 models, 2 hard; 3 of 23 labels negative)
- **candidate-assessment**: ProctorU (6 models, 3 hard; 6 of 6 labels negative), TestGorilla (4 models; 4 of 54 labels negative), Honorlock (3 models, 1 hard; 3 of 4 labels negative), Proctorio (3 models, 1 hard; 3 of 4 labels negative)
- **coaching-platforms**: BetterUp (9 models, 8 hard; 21 of 38 labels negative), CoachHub (7 models, 3 hard; 11 of 38 labels negative), Coach.me (5 models, 5 hard; 5 of 6 labels negative), Coaches Console (3 models, 3 hard; 3 of 3 labels negative)
- **compensation-benchmarking-data**: Mercer Total Remuneration Survey (8 models, 2 hard; 12 of 28 labels negative), Radford (7 models, 2 hard; 10 of 27 labels negative), Glassdoor (5 models, 2 hard; 6 of 8 labels negative), UserBenchmark (4 models, 4 hard; 4 of 4 labels negative)
- **compensation-management**: Workday Compensation (7 models, 4 hard; 19 of 32 labels negative), Glassdoor (6 models, 4 hard; 9 of 11 labels negative), Payscale (5 models, 2 hard; 6 of 32 labels negative), Salary.com (5 models, 2 hard; 8 of 29 labels negative)
- **compliance-training**: Cornerstone OnDemand (4 models; 4 of 11 labels negative), RedCode Inc. (2 models, 2 hard; 2 of 2 labels negative), Valor Security & Investigations (2 models, 2 hard; 2 of 2 labels negative), 360training (2 models, 1 hard; 2 of 3 labels negative)
- **contingent-workforce-management**: SAP Fieldglass (9 models, 7 hard; 22 of 43 labels negative), Beeline (6 models, 5 hard; 13 of 40 labels negative), Magnit (4 models, 2 hard; 5 of 25 labels negative), Upwork (4 models; 5 of 21 labels negative)
- **course-authoring-tools**: Canva (6 models, 5 hard; 6 of 6 labels negative), Adobe Captivate (6 models, 2 hard; 11 of 43 labels negative), Parta (4 models, 3 hard; 4 of 5 labels negative), Articulate 360 (4 models, 2 hard; 5 of 36 labels negative)
- **earned-wage-access**: EarnIn (10 models, 7 hard; 11 of 28 labels negative), Dave (9 models, 5 hard; 9 of 15 labels negative), MoneyLion – Instacash (8 models, 3 hard; 8 of 10 labels negative), DailyPay (8 models, 2 hard; 12 of 42 labels negative)
- **employee-engagement-surveys**: Qualtrics EmployeeXM (5 models, 2 hard; 6 of 16 labels negative), Culture Amp (4 models, 2 hard; 4 of 42 labels negative), Google Forms (3 models, 1 hard; 3 of 9 labels negative), Qualtrics XM (3 models, 1 hard; 3 of 4 labels negative)
- **employee-onboarding**: Workday (4 models, 1 hard; 5 of 19 labels negative), BambooHR (4 models; 5 of 54 labels negative), Rippling (4 models; 4 of 41 labels negative), Asana (3 models, 3 hard; 3 of 6 labels negative)
- **employee-wellbeing-and-mental-health**: BetterHelp (7 models, 5 hard; 7 of 8 labels negative), Talkspace (7 models, 5 hard; 7 of 8 labels negative), Headspace (7 models, 2 hard; 7 of 29 labels negative), Cerebral (6 models, 6 hard; 6 of 6 labels negative)
- **flexible-benefits-and-lifestyle-spending-accounts**: Forma (5 models, 2 hard; 5 of 42 labels negative), Benefitfocus (4 models, 2 hard; 4 of 8 labels negative), Benepass (3 models, 1 hard; 3 of 42 labels negative), Ben (2 models; 2 of 6 labels negative)
- **frontline-employee-apps**: Frontline Education (5 models, 2 hard; 5 of 8 labels negative), WhatsApp (4 models, 5 hard; 5 of 5 labels negative), Frontline (4 models, 2 hard; 4 of 4 labels negative), Microsoft 365 for Frontline Workers (4 models, 2 hard; 9 of 21 labels negative)
- **global-payroll-and-employer-of-record**: Deel (8 models, 2 hard; 10 of 53 labels negative), Remote (7 models; 9 of 51 labels negative), Papaya Global (4 models, 2 hard; 6 of 36 labels negative), Rippling (3 models, 1 hard; 4 of 33 labels negative)
- **goals-and-okrs**: Microsoft Viva Goals (8 models, 12 hard; 14 of 20 labels negative), 7Geese (7 models, 7 hard; 7 of 7 labels negative), Koan (7 models, 7 hard; 7 of 7 labels negative), Quantive (7 models, 7 hard; 8 of 27 labels negative)
- **hr-ai-assistants**: Workday Illuminate (9 models, 6 hard; 9 of 18 labels negative), Eightfold AI (5 models, 4 hard; 5 of 9 labels negative), HireVue (4 models, 4 hard; 4 of 4 labels negative), Moveworks (4 models, 1 hard; 6 of 21 labels negative)
- **hr-compliance-and-policy-management**: Rippling (5 models; 5 of 33 labels negative), Workday (3 models, 1 hard; 3 of 7 labels negative), BambooHR (3 models; 3 of 31 labels negative), Paychex Flex (3 models; 3 of 8 labels negative)
- **hr-help-desk-and-case-management**: ServiceNow HR Service Delivery (8 models, 2 hard; 15 of 38 labels negative), Zendesk (6 models, 3 hard; 9 of 27 labels negative), Jira Service Management (3 models, 3 hard; 3 of 16 labels negative), Workday HR Service Delivery (3 models, 1 hard; 3 of 6 labels negative)
- **hris-and-hcm-platforms**: Workday HCM (8 models, 6 hard; 15 of 36 labels negative), SAP SuccessFactors (8 models, 5 hard; 10 of 13 labels negative), Paycor (7 models, 4 hard; 7 of 16 labels negative), UKG Pro (7 models, 2 hard; 8 of 26 labels negative)
- **internal-communications-and-intranet**: Microsoft SharePoint (11 models, 1 hard; 19 of 38 labels negative), Jive (6 models, 5 hard; 6 of 7 labels negative), Workplace from Meta (6 models, 5 hard; 6 of 8 labels negative), Atlassian Confluence (4 models; 4 of 12 labels negative)
- **internal-talent-marketplace**: Freelancer.com (9 models, 4 hard; 9 of 16 labels negative), Upwork (9 models; 9 of 20 labels negative), Gloat (8 models, 8 hard; 18 of 37 labels negative), Fiverr (8 models; 8 of 19 labels negative)
- **interview-scheduling**: Calendly (10 models, 1 hard; 21 of 52 labels negative), GoodTime (7 models, 2 hard; 11 of 45 labels negative), Doodle (4 models, 1 hard; 4 of 8 labels negative), Google Calendar (4 models, 1 hard; 4 of 8 labels negative)
- **job-advertising-and-distribution**: Indeed (8 models; 10 of 29 labels negative), Monster (7 models; 8 of 11 labels negative), Intch (6 models, 6 hard; 6 of 6 labels negative), CareerBuilder (6 models; 7 of 12 labels negative)
- **learning-experience-platforms**: Udemy Business (6 models, 2 hard; 6 of 15 labels negative), Cornerstone OnDemand (4 models, 3 hard; 7 of 21 labels negative), Degreed (4 models, 2 hard; 8 of 27 labels negative), Coursera for Business (4 models, 1 hard; 4 of 6 labels negative)
- **learning-management-systems**: Blackboard Learn (6 models, 3 hard; 6 of 14 labels negative), Canvas LMS (6 models, 1 hard; 6 of 19 labels negative), Moodle (5 models, 1 hard; 7 of 26 labels negative), Docebo (5 models; 5 of 33 labels negative)
- **leave-and-absence-management**: Workday (4 models; 6 of 15 labels negative), BambooHR (3 models, 2 hard; 3 of 41 labels negative), Gusto (3 models, 1 hard; 3 of 11 labels negative), Rippling (3 models, 1 hard; 3 of 27 labels negative)
- **mentoring-software**: Chronus (6 models, 1 hard; 9 of 34 labels negative), Mentor.me (5 models, 5 hard; 6 of 6 labels negative), Mentorshiphub.ca (3 models, 2 hard; 3 of 3 labels negative), ADPList (3 models; 3 of 20 labels negative)
- **online-course-libraries**: Coursera for Business (5 models, 1 hard; 7 of 39 labels negative), Udemy Business (5 models; 5 of 47 labels negative), Go1 (2 models, 1 hard; 2 of 8 labels negative), LinkedIn Learning (2 models, 1 hard; 3 of 46 labels negative)
- **org-charts-and-org-design**: Microsoft Visio (11 models, 5 hard; 15 of 27 labels negative), Lucidchart (9 models, 4 hard; 12 of 52 labels negative), Microsoft PowerPoint (6 models, 5 hard; 8 of 10 labels negative), OrgChart (6 models, 1 hard; 8 of 29 labels negative)
- **pay-equity**: Syndio (5 models, 1 hard; 7 of 36 labels negative), beqom Pay Equity (3 models, 1 hard; 3 of 14 labels negative), Trusaic PayParity (3 models; 3 of 32 labels negative), Massachusetts Equal Pay Act Tool (1 model, 1 hard; 1 of 1 labels negative)
- **payroll-software**: Paylocity (10 models, 7 hard; 10 of 35 labels negative), ADP (8 models, 4 hard; 8 of 28 labels negative), Paychex Flex (7 models, 4 hard; 7 of 24 labels negative), Paycom (6 models, 5 hard; 6 of 24 labels negative)
- **people-analytics**: Visier (10 models, 5 hard; 21 of 48 labels negative), Workday People Analytics (9 models, 4 hard; 12 of 27 labels negative), One Model (5 models, 2 hard; 7 of 21 labels negative), BambooHR (4 models, 1 hard; 5 of 26 labels negative)
- **performance-management**: BambooHR (7 models, 2 hard; 10 of 33 labels negative), Workday HCM Performance Management (6 models, 2 hard; 11 of 23 labels negative), Lattice (5 models, 1 hard; 6 of 51 labels negative), SAP SuccessFactors (5 models, 1 hard; 8 of 12 labels negative)
- **recognition-and-rewards**: Achievers (5 models; 6 of 27 labels negative), Workhuman (5 models; 6 of 27 labels negative), O.C. Tanner Culture Cloud (3 models, 1 hard; 3 of 9 labels negative), Kudos (3 models; 3 of 22 labels negative)
- **recruiting-crm-and-sourcing**: LinkedIn Recruiter (6 models; 6 of 26 labels negative), ZoomInfo (5 models; 5 of 6 labels negative), Beamery (4 models; 4 of 5 labels negative), Bullhorn (3 models, 3 hard; 3 of 8 labels negative)
- **recruitment-marketing-and-career-sites**: Phenom (5 models, 1 hard; 7 of 35 labels negative), Symphony Talent (3 models, 2 hard; 4 of 18 labels negative), hireEZ (3 models, 2 hard; 4 of 6 labels negative), Teamtailor (3 models, 1 hard; 3 of 24 labels negative)
- **skills-intelligence**: Eightfold AI (8 models, 3 hard; 16 of 27 labels negative), Gloat (6 models, 2 hard; 11 of 21 labels negative), Skillshare (6 models, 1 hard; 6 of 11 labels negative), Udemy Business (6 models, 1 hard; 6 of 17 labels negative)
- **succession-planning**: Workday Succession Planning (5 models, 1 hard; 8 of 25 labels negative), SAP SuccessFactors Succession & Development (4 models, 3 hard; 8 of 25 labels negative), Excel (2 models, 2 hard; 2 of 2 labels negative), Oracle Fusion Cloud HCM (2 models, 1 hard; 3 of 12 labels negative)
- **talent-intelligence**: Eightfold AI (10 models, 14 hard; 28 of 51 labels negative), Beamery (10 models, 6 hard; 18 of 31 labels negative), Gloat (10 models, 3 hard; 12 of 25 labels negative), Workday Skills Cloud (9 models, 4 hard; 10 of 13 labels negative)
- **technical-hiring-assessments**: Codility (7 models, 3 hard; 14 of 44 labels negative), HackerRank (7 models, 3 hard; 12 of 57 labels negative), TestGorilla (4 models, 4 hard; 5 of 31 labels negative), CodeSignal (4 models, 1 hard; 4 of 41 labels negative)
- **time-and-attendance**: ADP Workforce Now (4 models; 4 of 21 labels negative), UKG Pro Workforce Management (3 models, 2 hard; 3 of 4 labels negative), Buddy Punch (2 models, 1 hard; 2 of 14 labels negative), TimeClock Plus (2 models, 1 hard; 2 of 4 labels negative)
- **video-interviewing**: HireVue (10 models, 7 hard; 21 of 47 labels negative), Spark Hire (5 models, 1 hard; 6 of 54 labels negative), Mercor (4 models, 4 hard; 4 of 4 labels negative), myInterview (3 models; 3 of 16 labels negative)
- **workforce-management-suites**: UKG Pro (5 models, 2 hard; 8 of 23 labels negative), Verint Workforce Management (5 models, 1 hard; 5 of 10 labels negative), Aspect WFM (4 models, 2 hard; 4 of 6 labels negative), ADP Workforce Now (4 models; 4 of 33 labels negative)
- **workforce-planning**: Workday Adaptive Planning (6 models; 8 of 39 labels negative), Anaplan (5 models; 15 of 34 labels negative), Spreadsheets (3 models, 2 hard; 3 of 3 labels negative), Visier (3 models, 1 hard; 6 of 27 labels negative)
- **workforce-scheduling**: Calendly (5 models; 5 of 20 labels negative), Homebase (3 models; 3 of 25 labels negative), When I Work (3 models; 3 of 28 labels negative), 7shifts (2 models, 1 hard; 3 of 12 labels negative)

## Leadership and criticism

First-choice share and negative label rate are independent, so every product with at least 10 labels in a category is placed on both axes. Cutoffs: leader at 30% or more of first choices, criticized at 25% or more negative labels. An endorsed leader is recommended and not criticized; a criticized default is recommended while the models list its problems; a criticized challenger is named mostly to be warned against.

| Category | Product | First-choice share | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|
| 360-feedback | Lattice | 40% | 9% | 45 | endorsed leader |
| 360-feedback | Effy AI | 12% | 8% | 12 | accepted challenger |
| 360-feedback | Primalogik | 10% | 5% | 20 | accepted challenger |
| 360-feedback | Culture Amp | 8% | 10% | 41 | accepted challenger |
| 360-feedback | ThriveSparrow | 5% | 0% | 11 | accepted challenger |
| 360-feedback | Small Improvements | 5% | 0% | 15 | accepted challenger |
| 360-feedback | PerformYard | 2% | 6% | 18 | accepted challenger |
| 360-feedback | Teamflect | 2% | 7% | 15 | accepted challenger |
| 360-feedback | Betterworks | 2% | 8% | 13 | accepted challenger |
| 360-feedback | SurveyMonkey | 2% | 37% | 19 | criticized challenger |
| 360-feedback | EchoSpan | 0% | 0% | 13 | accepted challenger |
| 360-feedback | Spidergap | 0% | 3% | 35 | accepted challenger |
| 360-feedback | Leapsome | 0% | 3% | 31 | accepted challenger |
| 360-feedback | 15Five | 0% | 13% | 30 | accepted challenger |
| 360-feedback | Qualtrics 360 Development | 0% | 22% | 18 | accepted challenger |
| ai-recruiting-assistants | GoPerfect | 19% | 0% | 11 | accepted challenger |
| ai-recruiting-assistants | Workable | 17% | 8% | 24 | accepted challenger |
| ai-recruiting-assistants | Manatal | 12% | 5% | 19 | accepted challenger |
| ai-recruiting-assistants | Ashby | 7% | 21% | 14 | accepted challenger |
| ai-recruiting-assistants | Greenhouse | 5% | 12% | 16 | accepted challenger |
| ai-recruiting-assistants | Gem | 2% | 0% | 10 | accepted challenger |
| ai-recruiting-assistants | SeekOut | 2% | 0% | 13 | accepted challenger |
| ai-recruiting-assistants | Zoho Recruit | 2% | 9% | 11 | accepted challenger |
| ai-recruiting-assistants | hireEZ | 0% | 0% | 14 | accepted challenger |
| ai-recruiting-assistants | Juicebox | 0% | 8% | 13 | accepted challenger |
| ai-recruiting-assistants | Paradox | 0% | 12% | 16 | accepted challenger |
| ai-recruiting-assistants | HireVue | 0% | 40% | 25 | criticized challenger |
| ai-recruiting-assistants | Eightfold AI | 0% | 50% | 18 | criticized challenger |
| applicant-tracking-systems | Greenhouse | 47% | 6% | 50 | endorsed leader |
| applicant-tracking-systems | Breezy HR | 18% | 5% | 19 | accepted challenger |
| applicant-tracking-systems | Zoho Recruit | 9% | 0% | 25 | accepted challenger |
| applicant-tracking-systems | Ashby | 7% | 0% | 26 | accepted challenger |
| applicant-tracking-systems | Lever | 7% | 12% | 43 | accepted challenger |
| applicant-tracking-systems | Pinpoint | 4% | 0% | 24 | accepted challenger |
| applicant-tracking-systems | Workable | 4% | 0% | 36 | accepted challenger |
| applicant-tracking-systems | Manatal | 2% | 0% | 10 | accepted challenger |
| applicant-tracking-systems | BambooHR | 0% | 0% | 21 | accepted challenger |
| applicant-tracking-systems | JazzHR | 0% | 8% | 26 | accepted challenger |
| applicant-tracking-systems | iCIMS | 0% | 47% | 15 | criticized challenger |
| applicant-tracking-systems | Workday Recruiting | 0% | 83% | 12 | criticized challenger |
| applicant-tracking-systems | Oracle Taleo | 0% | 100% | 10 | criticized challenger |
| background-screening | Checkr | 43% | 6% | 49 | endorsed leader |
| background-screening | GoodHire | 14% | 2% | 41 | accepted challenger |
| background-screening | Certn | 12% | 0% | 23 | accepted challenger |
| background-screening | BackgroundChecks.com | 12% | 8% | 13 | accepted challenger |
| background-screening | Verified First | 7% | 0% | 17 | accepted challenger |
| background-screening | Accurate Background | 2% | 7% | 27 | accepted challenger |
| background-screening | First Advantage | 0% | 27% | 30 | criticized challenger |
| background-screening | HireRight | 0% | 32% | 34 | criticized challenger |
| background-screening | Sterling | 0% | 42% | 26 | criticized challenger |
| background-screening | TruthFinder | 0% | 79% | 14 | criticized challenger |
| benefits-administration | PlanSource | 23% | 6% | 32 | accepted challenger |
| benefits-administration | Employee Navigator | 20% | 2% | 43 | accepted challenger |
| benefits-administration | Rippling | 20% | 7% | 43 | accepted challenger |
| benefits-administration | Gusto | 18% | 16% | 37 | accepted challenger |
| benefits-administration | Ease | 5% | 0% | 17 | accepted challenger |
| benefits-administration | Paycor | 2% | 11% | 28 | accepted challenger |
| benefits-administration | Benefitfocus | 2% | 13% | 23 | accepted challenger |
| benefits-administration | ADP Workforce Now | 2% | 19% | 36 | accepted challenger |
| benefits-administration | Justworks | 0% | 0% | 10 | accepted challenger |
| benefits-administration | bswift | 0% | 5% | 19 | accepted challenger |
| benefits-administration | BambooHR | 0% | 6% | 18 | accepted challenger |
| benefits-administration | TriNet Zenefits | 0% | 7% | 14 | accepted challenger |
| benefits-administration | Paylocity | 0% | 14% | 22 | accepted challenger |
| benefits-administration | Workday HCM | 0% | 25% | 16 | criticized challenger |
| candidate-assessment | TestGorilla | 68% | 7% | 54 | endorsed leader |
| candidate-assessment | Criteria Corp | 10% | 3% | 33 | accepted challenger |
| candidate-assessment | Testlify | 2% | 0% | 13 | accepted challenger |
| candidate-assessment | Vervoe | 2% | 5% | 22 | accepted challenger |
| candidate-assessment | iMocha | 2% | 6% | 16 | accepted challenger |
| candidate-assessment | The Predictive Index | 2% | 13% | 15 | accepted challenger |
| candidate-assessment | HackerRank | 0% | 4% | 23 | accepted challenger |
| candidate-assessment | Harver | 0% | 9% | 11 | accepted challenger |
| candidate-assessment | Codility | 0% | 12% | 17 | accepted challenger |
| candidate-assessment | HireVue | 0% | 20% | 10 | accepted challenger |
| coaching-platforms | Growthspace | 26% | 4% | 28 | accepted challenger |
| coaching-platforms | Boon Health | 22% | 7% | 30 | accepted challenger |
| coaching-platforms | Exec | 13% | 4% | 27 | accepted challenger |
| coaching-platforms | Torch | 7% | 0% | 29 | accepted challenger |
| coaching-platforms | CoachHub | 6% | 29% | 38 | criticized challenger |
| coaching-platforms | Risely | 4% | 11% | 18 | accepted challenger |
| coaching-platforms | BetterUp | 2% | 55% | 38 | criticized challenger |
| coaching-platforms | CoachAccountable | 0% | 0% | 12 | accepted challenger |
| coaching-platforms | Paperbell | 0% | 0% | 10 | accepted challenger |
| coaching-platforms | Valence | 0% | 10% | 10 | accepted challenger |
| compensation-benchmarking-data | Payscale | 24% | 21% | 28 | accepted challenger |
| compensation-benchmarking-data | Pave | 20% | 0% | 25 | accepted challenger |
| compensation-benchmarking-data | Comprehensive.io | 12% | 0% | 12 | accepted challenger |
| compensation-benchmarking-data | Mercer Total Remuneration Survey | 6% | 43% | 28 | criticized challenger |
| compensation-benchmarking-data | Radford | 4% | 37% | 27 | criticized challenger |
| compensation-benchmarking-data | Salary.com CompAnalyst | 2% | 5% | 20 | accepted challenger |
| compensation-benchmarking-data | Ravio | 0% | 0% | 22 | accepted challenger |
| compensation-benchmarking-data | WTW | 0% | 30% | 10 | criticized challenger |
| compensation-management | Pave | 18% | 3% | 66 | accepted challenger |
| compensation-management | Comprehensive | 15% | 0% | 49 | accepted challenger |
| compensation-management | Aeqium | 6% | 0% | 23 | accepted challenger |
| compensation-management | HiBob | 6% | 19% | 32 | accepted challenger |
| compensation-management | CompLogix | 5% | 5% | 21 | accepted challenger |
| compensation-management | Salary.com CompAnalyst | 5% | 0% | 16 | accepted challenger |
| compensation-management | Payscale Ascent | 5% | 6% | 16 | accepted challenger |
| compensation-management | Lattice Compensation | 4% | 0% | 28 | accepted challenger |
| compensation-management | QuotaPath | 4% | 0% | 18 | accepted challenger |
| compensation-management | Ravio | 4% | 4% | 28 | accepted challenger |
| compensation-management | Everstage | 3% | 0% | 10 | accepted challenger |
| compensation-management | SalaryCube Comp Planning | 3% | 0% | 16 | accepted challenger |
| compensation-management | CaptivateIQ | 3% | 7% | 28 | accepted challenger |
| compensation-management | Paylocity | 2% | 10% | 10 | accepted challenger |
| compensation-management | Deel | 1% | 0% | 16 | accepted challenger |
| compensation-management | Compport | 1% | 0% | 15 | accepted challenger |
| compensation-management | BambooHR Compensation | 1% | 5% | 19 | accepted challenger |
| compensation-management | OpenComp | 1% | 9% | 11 | accepted challenger |
| compensation-management | Salary.com | 1% | 28% | 29 | criticized challenger |
| compensation-management | Qobra | 0% | 0% | 13 | accepted challenger |
| compensation-management | Figures | 0% | 0% | 16 | accepted challenger |
| compensation-management | Mercer IBE | 0% | 7% | 14 | accepted challenger |
| compensation-management | Payscale | 0% | 19% | 32 | accepted challenger |
| compensation-management | beqom | 0% | 23% | 39 | accepted challenger |
| compensation-management | HRSoft Compensation Management | 0% | 29% | 14 | criticized challenger |
| compensation-management | Rippling | 0% | 33% | 12 | criticized challenger |
| compensation-management | Xactly | 0% | 38% | 13 | criticized challenger |
| compensation-management | Workday Compensation | 0% | 59% | 32 | criticized challenger |
| compensation-management | Glassdoor | 0% | 82% | 11 | criticized challenger |
| compliance-training | BizLibrary | 22% | 0% | 13 | accepted challenger |
| compliance-training | Traliant | 22% | 0% | 29 | accepted challenger |
| compliance-training | TalentLMS | 15% | 0% | 22 | accepted challenger |
| compliance-training | Coggno | 12% | 0% | 21 | accepted challenger |
| compliance-training | Absorb LMS | 7% | 0% | 18 | accepted challenger |
| compliance-training | EasyLlama | 5% | 3% | 29 | accepted challenger |
| compliance-training | Ethena | 2% | 6% | 17 | accepted challenger |
| compliance-training | Emtrain | 2% | 6% | 16 | accepted challenger |
| compliance-training | NAVEX | 0% | 0% | 15 | accepted challenger |
| compliance-training | KnowBe4 Compliance Plus | 0% | 10% | 10 | accepted challenger |
| compliance-training | Cornerstone OnDemand | 0% | 36% | 11 | criticized challenger |
| contingent-workforce-management | SimpleVMS | 35% | 0% | 22 | endorsed leader |
| contingent-workforce-management | Worksuite | 11% | 3% | 30 | accepted challenger |
| contingent-workforce-management | Deel | 9% | 4% | 25 | accepted challenger |
| contingent-workforce-management | Conexis VMS | 7% | 0% | 11 | accepted challenger |
| contingent-workforce-management | TalentDesk.io | 7% | 0% | 19 | accepted challenger |
| contingent-workforce-management | Worksome | 4% | 0% | 19 | accepted challenger |
| contingent-workforce-management | Fiverr | 4% | 25% | 16 | criticized challenger |
| contingent-workforce-management | VectorVMS | 2% | 5% | 20 | accepted challenger |
| contingent-workforce-management | SimplifyVMS | 2% | 14% | 14 | accepted challenger |
| contingent-workforce-management | Workday VNDLY | 2% | 17% | 18 | accepted challenger |
| contingent-workforce-management | Magnit | 2% | 20% | 25 | accepted challenger |
| contingent-workforce-management | Upwork | 2% | 24% | 21 | accepted challenger |
| contingent-workforce-management | Beeline | 2% | 32% | 40 | criticized challenger |
| contingent-workforce-management | SAP Fieldglass | 2% | 51% | 43 | criticized challenger |
| contingent-workforce-management | Remote | 0% | 0% | 17 | accepted challenger |
| contingent-workforce-management | Coupa Contingent Workforce | 0% | 8% | 12 | accepted challenger |
| course-authoring-tools | Articulate 360 | 22% | 14% | 36 | accepted challenger |
| course-authoring-tools | H5P | 17% | 17% | 23 | accepted challenger |
| course-authoring-tools | iSpring Suite | 15% | 4% | 51 | accepted challenger |
| course-authoring-tools | Articulate Rise 360 | 7% | 0% | 11 | accepted challenger |
| course-authoring-tools | Adobe Captivate | 5% | 26% | 43 | criticized challenger |
| course-authoring-tools | Easygenerator | 2% | 10% | 21 | accepted challenger |
| course-authoring-tools | Elucidat | 2% | 15% | 20 | accepted challenger |
| course-authoring-tools | dominKnow | ONE | 0% | 10% | 10 | accepted challenger |
| course-authoring-tools | Articulate Storyline | 0% | 17% | 12 | accepted challenger |
| course-authoring-tools | Lectora | 0% | 31% | 13 | criticized challenger |
| earned-wage-access | Tapcheck | 29% | 0% | 27 | accepted challenger |
| earned-wage-access | ZayZoon | 26% | 0% | 34 | accepted challenger |
| earned-wage-access | Rain | 12% | 4% | 27 | accepted challenger |
| earned-wage-access | Clair | 7% | 0% | 11 | accepted challenger |
| earned-wage-access | Payactiv | 7% | 10% | 39 | accepted challenger |
| earned-wage-access | DailyPay | 7% | 29% | 42 | criticized challenger |
| earned-wage-access | Dave | 2% | 60% | 15 | criticized challenger |
| earned-wage-access | Chime Workplace | 0% | 0% | 11 | accepted challenger |
| earned-wage-access | Branch | 0% | 4% | 24 | accepted challenger |
| earned-wage-access | EarnIn | 0% | 39% | 28 | criticized challenger |
| earned-wage-access | Brigit | 0% | 54% | 13 | criticized challenger |
| earned-wage-access | MoneyLion – Instacash | 0% | 80% | 10 | criticized challenger |
| employee-engagement-surveys | Culture Amp | 40% | 10% | 42 | endorsed leader |
| employee-engagement-surveys | Workleap Officevibe | 12% | 0% | 31 | accepted challenger |
| employee-engagement-surveys | FeedbackPulse | 12% | 0% | 14 | accepted challenger |
| employee-engagement-surveys | Lattice | 10% | 3% | 36 | accepted challenger |
| employee-engagement-surveys | 15Five Engage | 6% | 0% | 37 | accepted challenger |
| employee-engagement-surveys | Leapsome | 0% | 0% | 13 | accepted challenger |
| employee-engagement-surveys | Workday Peakon Employee Voice | 0% | 30% | 10 | criticized challenger |
| employee-engagement-surveys | Qualtrics EmployeeXM | 0% | 38% | 16 | criticized challenger |
| employee-onboarding | BambooHR | 29% | 9% | 54 | accepted challenger |
| employee-onboarding | Rippling | 27% | 10% | 41 | accepted challenger |
| employee-onboarding | Zoho People | 18% | 0% | 11 | accepted challenger |
| employee-onboarding | HiBob | 7% | 8% | 26 | accepted challenger |
| employee-onboarding | Gusto | 7% | 8% | 25 | accepted challenger |
| employee-onboarding | WorkBright | 0% | 0% | 10 | accepted challenger |
| employee-onboarding | Deel | 0% | 11% | 18 | accepted challenger |
| employee-onboarding | Enboarder | 0% | 18% | 17 | accepted challenger |
| employee-onboarding | Workday | 0% | 26% | 19 | criticized challenger |
| employee-wellbeing-and-mental-health | Wellable | 30% | 0% | 36 | endorsed leader |
| employee-wellbeing-and-mental-health | Spring Health | 16% | 0% | 14 | accepted challenger |
| employee-wellbeing-and-mental-health | Lyra Health | 10% | 8% | 13 | accepted challenger |
| employee-wellbeing-and-mental-health | Vantage Fit | 6% | 0% | 16 | accepted challenger |
| employee-wellbeing-and-mental-health | Headspace | 2% | 24% | 29 | accepted challenger |
| employee-wellbeing-and-mental-health | Wellhub | 0% | 0% | 12 | accepted challenger |
| employee-wellbeing-and-mental-health | Personify Health | 0% | 16% | 19 | accepted challenger |
| employee-wellbeing-and-mental-health | Calm Health | 0% | 32% | 19 | criticized challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Compt | 30% | 0% | 39 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Forma | 19% | 12% | 42 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Benepass | 17% | 7% | 42 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | JOON | 11% | 0% | 10 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Rippling | 2% | 8% | 13 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Espresa | 0% | 10% | 10 | accepted challenger |
| frontline-employee-apps | Connecteam | 56% | 2% | 48 | endorsed leader |
| frontline-employee-apps | Blink | 14% | 5% | 37 | accepted challenger |
| frontline-employee-apps | Beekeeper | 9% | 4% | 24 | accepted challenger |
| frontline-employee-apps | MangoApps | 2% | 0% | 11 | accepted challenger |
| frontline-employee-apps | Sling | 2% | 0% | 10 | accepted challenger |
| frontline-employee-apps | Staffbase | 2% | 11% | 27 | accepted challenger |
| frontline-employee-apps | Slack | 2% | 55% | 11 | criticized challenger |
| frontline-employee-apps | Speakap | 0% | 0% | 10 | accepted challenger |
| frontline-employee-apps | Deputy | 0% | 0% | 15 | accepted challenger |
| frontline-employee-apps | Homebase | 0% | 0% | 11 | accepted challenger |
| frontline-employee-apps | WorkJam | 0% | 5% | 19 | accepted challenger |
| frontline-employee-apps | Firstup | 0% | 9% | 11 | accepted challenger |
| frontline-employee-apps | When I Work | 0% | 10% | 10 | accepted challenger |
| frontline-employee-apps | Flip | 0% | 10% | 10 | accepted challenger |
| frontline-employee-apps | Microsoft 365 for Frontline Workers | 0% | 43% | 21 | criticized challenger |
| global-payroll-and-employer-of-record | Deel | 22% | 19% | 53 | accepted challenger |
| global-payroll-and-employer-of-record | Oyster | 13% | 7% | 27 | accepted challenger |
| global-payroll-and-employer-of-record | Papaya Global | 13% | 17% | 36 | accepted challenger |
| global-payroll-and-employer-of-record | RemoFirst | 11% | 11% | 19 | accepted challenger |
| global-payroll-and-employer-of-record | Rippling | 9% | 12% | 33 | accepted challenger |
| global-payroll-and-employer-of-record | Remote | 9% | 18% | 51 | accepted challenger |
| global-payroll-and-employer-of-record | Multiplier | 2% | 8% | 24 | accepted challenger |
| global-payroll-and-employer-of-record | G-P | 2% | 18% | 11 | accepted challenger |
| goals-and-okrs | Tability | 29% | 0% | 44 | accepted challenger |
| goals-and-okrs | Mooncamp | 11% | 0% | 25 | accepted challenger |
| goals-and-okrs | Lattice | 11% | 7% | 29 | accepted challenger |
| goals-and-okrs | OKRs Tool | 9% | 6% | 16 | accepted challenger |
| goals-and-okrs | Perdoo | 7% | 3% | 39 | accepted challenger |
| goals-and-okrs | Profit.co | 7% | 15% | 33 | accepted challenger |
| goals-and-okrs | Leapsome | 4% | 5% | 20 | accepted challenger |
| goals-and-okrs | 15Five | 4% | 9% | 22 | accepted challenger |
| goals-and-okrs | Betterworks | 4% | 14% | 14 | accepted challenger |
| goals-and-okrs | Teamflect | 2% | 13% | 15 | accepted challenger |
| goals-and-okrs | WorkBoard | 2% | 27% | 26 | criticized challenger |
| goals-and-okrs | ClickUp | 2% | 27% | 11 | criticized challenger |
| goals-and-okrs | Quantive | 2% | 30% | 27 | criticized challenger |
| goals-and-okrs | Weekdone | 0% | 11% | 18 | accepted challenger |
| goals-and-okrs | Asana | 0% | 29% | 14 | criticized challenger |
| goals-and-okrs | Microsoft Viva Goals | 0% | 70% | 20 | criticized challenger |
| hr-ai-assistants | Workativ Assistant | 12% | 0% | 18 | accepted challenger |
| hr-ai-assistants | ChatGPT | 10% | 27% | 11 | criticized challenger |
| hr-ai-assistants | HiBob | 6% | 0% | 10 | accepted challenger |
| hr-ai-assistants | Lattice | 6% | 0% | 19 | accepted challenger |
| hr-ai-assistants | Leena AI | 6% | 8% | 37 | accepted challenger |
| hr-ai-assistants | Moveworks | 4% | 29% | 21 | criticized challenger |
| hr-ai-assistants | Rippling | 2% | 7% | 14 | accepted challenger |
| hr-ai-assistants | Ask BambooHR | 2% | 11% | 18 | accepted challenger |
| hr-ai-assistants | Humand | 0% | 9% | 11 | accepted challenger |
| hr-ai-assistants | Paradox | 0% | 19% | 16 | accepted challenger |
| hr-ai-assistants | Workday Illuminate | 0% | 50% | 18 | criticized challenger |
| hr-compliance-and-policy-management | Rippling | 16% | 15% | 33 | accepted challenger |
| hr-compliance-and-policy-management | Gusto | 12% | 8% | 26 | accepted challenger |
| hr-compliance-and-policy-management | AirMason | 8% | 0% | 10 | accepted challenger |
| hr-compliance-and-policy-management | Trainual | 8% | 0% | 10 | accepted challenger |
| hr-compliance-and-policy-management | Homebase | 8% | 0% | 11 | accepted challenger |
| hr-compliance-and-policy-management | Paylocity | 8% | 5% | 20 | accepted challenger |
| hr-compliance-and-policy-management | SixFifty | 2% | 0% | 17 | accepted challenger |
| hr-compliance-and-policy-management | BambooHR | 2% | 10% | 31 | accepted challenger |
| hr-compliance-and-policy-management | Mitratech Mineral | 0% | 0% | 19 | accepted challenger |
| hr-compliance-and-policy-management | Deel | 0% | 5% | 19 | accepted challenger |
| hr-compliance-and-policy-management | Justworks | 0% | 10% | 10 | accepted challenger |
| hr-help-desk-and-case-management | Zoho Desk | 26% | 0% | 18 | accepted challenger |
| hr-help-desk-and-case-management | Freshservice | 24% | 7% | 27 | accepted challenger |
| hr-help-desk-and-case-management | Zendesk | 12% | 33% | 27 | criticized challenger |
| hr-help-desk-and-case-management | HR Acuity | 7% | 0% | 10 | accepted challenger |
| hr-help-desk-and-case-management | HappyFox Help Desk | 5% | 0% | 15 | accepted challenger |
| hr-help-desk-and-case-management | BambooHR | 5% | 8% | 13 | accepted challenger |
| hr-help-desk-and-case-management | ServiceNow HR Service Delivery | 5% | 39% | 38 | criticized challenger |
| hr-help-desk-and-case-management | Jira Service Management | 2% | 19% | 16 | accepted challenger |
| hris-and-hcm-platforms | Rippling | 22% | 3% | 32 | accepted challenger |
| hris-and-hcm-platforms | Zoho People | 22% | 15% | 13 | accepted challenger |
| hris-and-hcm-platforms | HiBob | 15% | 0% | 26 | accepted challenger |
| hris-and-hcm-platforms | ADP Workforce Now | 15% | 12% | 34 | accepted challenger |
| hris-and-hcm-platforms | BambooHR | 8% | 21% | 52 | accepted challenger |
| hris-and-hcm-platforms | Deel | 5% | 0% | 12 | accepted challenger |
| hris-and-hcm-platforms | Paycor | 5% | 44% | 16 | criticized challenger |
| hris-and-hcm-platforms | Gusto | 2% | 12% | 32 | accepted challenger |
| hris-and-hcm-platforms | Paylocity | 2% | 16% | 25 | accepted challenger |
| hris-and-hcm-platforms | Workday HCM | 2% | 42% | 36 | criticized challenger |
| hris-and-hcm-platforms | UKG Pro | 0% | 31% | 26 | criticized challenger |
| hris-and-hcm-platforms | Oracle Fusion Cloud HCM | 0% | 40% | 10 | criticized challenger |
| hris-and-hcm-platforms | Paycom | 0% | 50% | 12 | criticized challenger |
| hris-and-hcm-platforms | SAP SuccessFactors | 0% | 77% | 13 | criticized challenger |
| internal-communications-and-intranet | Microsoft Teams | 16% | 0% | 13 | accepted challenger |
| internal-communications-and-intranet | Happeo | 16% | 5% | 21 | accepted challenger |
| internal-communications-and-intranet | Simpplr | 10% | 8% | 36 | accepted challenger |
| internal-communications-and-intranet | Microsoft SharePoint | 10% | 50% | 38 | criticized challenger |
| internal-communications-and-intranet | Slack | 8% | 8% | 12 | accepted challenger |
| internal-communications-and-intranet | Connecteam | 6% | 0% | 14 | accepted challenger |
| internal-communications-and-intranet | Workvivo | 6% | 7% | 28 | accepted challenger |
| internal-communications-and-intranet | ThoughtFarmer | 4% | 0% | 11 | accepted challenger |
| internal-communications-and-intranet | MangoApps | 2% | 0% | 17 | accepted challenger |
| internal-communications-and-intranet | Interact | 0% | 0% | 11 | accepted challenger |
| internal-communications-and-intranet | Jostle | 0% | 0% | 11 | accepted challenger |
| internal-communications-and-intranet | Staffbase | 0% | 5% | 21 | accepted challenger |
| internal-communications-and-intranet | Unily | 0% | 6% | 16 | accepted challenger |
| internal-communications-and-intranet | LumApps | 0% | 11% | 19 | accepted challenger |
| internal-communications-and-intranet | Atlassian Confluence | 0% | 33% | 12 | criticized challenger |
| internal-talent-marketplace | Fuel50 | 26% | 8% | 36 | accepted challenger |
| internal-talent-marketplace | 365Talents | 17% | 0% | 19 | accepted challenger |
| internal-talent-marketplace | Engagedly | 9% | 0% | 10 | accepted challenger |
| internal-talent-marketplace | Gloat | 9% | 49% | 37 | criticized challenger |
| internal-talent-marketplace | TalentGuard | 4% | 7% | 15 | accepted challenger |
| internal-talent-marketplace | Workday Talent Marketplace | 4% | 47% | 19 | criticized challenger |
| internal-talent-marketplace | Phenom | 2% | 14% | 14 | accepted challenger |
| internal-talent-marketplace | Toptal | 0% | 18% | 17 | accepted challenger |
| internal-talent-marketplace | Fiverr | 0% | 42% | 19 | criticized challenger |
| internal-talent-marketplace | Upwork | 0% | 45% | 20 | criticized challenger |
| internal-talent-marketplace | Eightfold AI | 0% | 54% | 28 | criticized challenger |
| internal-talent-marketplace | Freelancer.com | 0% | 56% | 16 | criticized challenger |
| interview-scheduling | Calendly | 21% | 40% | 52 | criticized challenger |
| interview-scheduling | ModernLoop | 15% | 10% | 29 | accepted challenger |
| interview-scheduling | Greenhouse | 13% | 7% | 28 | accepted challenger |
| interview-scheduling | Koalendar | 11% | 0% | 13 | accepted challenger |
| interview-scheduling | GoodTime | 9% | 24% | 45 | accepted challenger |
| interview-scheduling | Lever | 8% | 18% | 28 | accepted challenger |
| interview-scheduling | candidate.fyi | 6% | 0% | 11 | accepted challenger |
| interview-scheduling | Workable | 4% | 8% | 12 | accepted challenger |
| interview-scheduling | Ashby | 2% | 0% | 15 | accepted challenger |
| interview-scheduling | YouCanBookMe | 2% | 28% | 18 | criticized challenger |
| interview-scheduling | Paradox | 0% | 31% | 13 | criticized challenger |
| job-advertising-and-distribution | JobTarget | 21% | 0% | 15 | accepted challenger |
| job-advertising-and-distribution | Joveo | 21% | 19% | 26 | accepted challenger |
| job-advertising-and-distribution | Appcast | 15% | 11% | 27 | accepted challenger |
| job-advertising-and-distribution | ZipRecruiter | 5% | 24% | 25 | accepted challenger |
| job-advertising-and-distribution | LinkedIn Jobs | 3% | 24% | 25 | accepted challenger |
| job-advertising-and-distribution | Indeed | 3% | 34% | 29 | criticized challenger |
| job-advertising-and-distribution | Glassdoor | 0% | 25% | 16 | criticized challenger |
| job-advertising-and-distribution | Dice | 0% | 25% | 12 | criticized challenger |
| job-advertising-and-distribution | Recruitics | 0% | 33% | 12 | criticized challenger |
| job-advertising-and-distribution | CareerBuilder | 0% | 58% | 12 | criticized challenger |
| job-advertising-and-distribution | Monster | 0% | 73% | 11 | criticized challenger |
| learning-experience-platforms | Learn Amp | 28% | 4% | 24 | accepted challenger |
| learning-experience-platforms | 360Learning | 15% | 0% | 44 | accepted challenger |
| learning-experience-platforms | GoSkills | 15% | 0% | 24 | accepted challenger |
| learning-experience-platforms | Docebo | 11% | 14% | 37 | accepted challenger |
| learning-experience-platforms | TalentLMS | 9% | 0% | 10 | accepted challenger |
| learning-experience-platforms | Absorb LMS | 7% | 0% | 23 | accepted challenger |
| learning-experience-platforms | Litmos | 2% | 20% | 10 | accepted challenger |
| learning-experience-platforms | Udemy Business | 2% | 40% | 15 | criticized challenger |
| learning-experience-platforms | LinkedIn Learning | 0% | 7% | 14 | accepted challenger |
| learning-experience-platforms | Degreed | 0% | 30% | 27 | criticized challenger |
| learning-experience-platforms | Cornerstone OnDemand | 0% | 33% | 21 | criticized challenger |
| learning-management-systems | TalentLMS | 48% | 4% | 46 | endorsed leader |
| learning-management-systems | LearnUpon | 18% | 0% | 27 | accepted challenger |
| learning-management-systems | Absorb LMS | 11% | 0% | 34 | accepted challenger |
| learning-management-systems | 360Learning | 5% | 6% | 31 | accepted challenger |
| learning-management-systems | Docebo | 5% | 15% | 33 | accepted challenger |
| learning-management-systems | Moodle | 2% | 27% | 26 | criticized challenger |
| learning-management-systems | iSpring Learn | 0% | 0% | 14 | accepted challenger |
| learning-management-systems | SAP Litmos | 0% | 8% | 12 | accepted challenger |
| learning-management-systems | Canvas LMS | 0% | 32% | 19 | criticized challenger |
| learning-management-systems | Cornerstone OnDemand | 0% | 35% | 17 | criticized challenger |
| learning-management-systems | Blackboard Learn | 0% | 43% | 14 | criticized challenger |
| leave-and-absence-management | BambooHR | 28% | 7% | 41 | accepted challenger |
| leave-and-absence-management | Rippling | 13% | 11% | 27 | accepted challenger |
| leave-and-absence-management | Vacation Tracker | 13% | 11% | 35 | accepted challenger |
| leave-and-absence-management | LeaveBoard | 11% | 0% | 21 | accepted challenger |
| leave-and-absence-management | Connecteam | 7% | 0% | 16 | accepted challenger |
| leave-and-absence-management | Timetastic | 7% | 16% | 19 | accepted challenger |
| leave-and-absence-management | Day Off | 2% | 0% | 12 | accepted challenger |
| leave-and-absence-management | HiBob | 0% | 0% | 10 | accepted challenger |
| leave-and-absence-management | Calamari | 0% | 0% | 15 | accepted challenger |
| leave-and-absence-management | Factorial | 0% | 7% | 14 | accepted challenger |
| leave-and-absence-management | AbsenceSoft | 0% | 14% | 14 | accepted challenger |
| leave-and-absence-management | Gusto | 0% | 27% | 11 | criticized challenger |
| leave-and-absence-management | Workday | 0% | 40% | 15 | criticized challenger |
| mentoring-software | Together | 37% | 5% | 43 | endorsed leader |
| mentoring-software | Mentorgain | 12% | 0% | 22 | accepted challenger |
| mentoring-software | Mentorloop | 12% | 8% | 36 | accepted challenger |
| mentoring-software | PushFar | 10% | 5% | 21 | accepted challenger |
| mentoring-software | Chronus | 6% | 26% | 34 | criticized challenger |
| mentoring-software | Ten Thousand Coffees | 2% | 0% | 15 | accepted challenger |
| mentoring-software | MentorcliQ | 2% | 12% | 33 | accepted challenger |
| mentoring-software | ADPList | 2% | 15% | 20 | accepted challenger |
| mentoring-software | Qooper | 0% | 0% | 30 | accepted challenger |
| mentoring-software | Guider | 0% | 0% | 14 | accepted challenger |
| mentoring-software | MentorCruise | 0% | 27% | 11 | criticized challenger |
| online-course-libraries | Udemy Business | 32% | 11% | 47 | endorsed leader |
| online-course-libraries | LinkedIn Learning | 28% | 7% | 46 | accepted challenger |
| online-course-libraries | TalentLMS | 8% | 0% | 17 | accepted challenger |
| online-course-libraries | Coursera for Business | 2% | 18% | 39 | accepted challenger |
| online-course-libraries | Pluralsight | 0% | 6% | 17 | accepted challenger |
| online-course-libraries | Absorb LMS | 0% | 10% | 10 | accepted challenger |
| online-course-libraries | Skillshare | 0% | 20% | 10 | accepted challenger |
| online-course-libraries | Skillsoft Percipio | 0% | 30% | 10 | criticized challenger |
| org-charts-and-org-design | ChartHop | 27% | 16% | 38 | accepted challenger |
| org-charts-and-org-design | Organimi | 17% | 5% | 40 | accepted challenger |
| org-charts-and-org-design | OneDirectory | 12% | 0% | 19 | accepted challenger |
| org-charts-and-org-design | OrgChart | 12% | 28% | 29 | criticized challenger |
| org-charts-and-org-design | draw.io | 8% | 13% | 15 | accepted challenger |
| org-charts-and-org-design | Lucidchart | 6% | 23% | 52 | accepted challenger |
| org-charts-and-org-design | Pingboard | 4% | 15% | 27 | accepted challenger |
| org-charts-and-org-design | Miro | 4% | 20% | 25 | accepted challenger |
| org-charts-and-org-design | Creately | 2% | 9% | 23 | accepted challenger |
| org-charts-and-org-design | Orgvue | 2% | 25% | 12 | criticized challenger |
| org-charts-and-org-design | SmartDraw | 0% | 17% | 12 | accepted challenger |
| org-charts-and-org-design | Functionly | 0% | 18% | 11 | accepted challenger |
| org-charts-and-org-design | Microsoft Visio | 0% | 56% | 27 | criticized challenger |
| org-charts-and-org-design | Microsoft PowerPoint | 0% | 80% | 10 | criticized challenger |
| pay-equity | Syndio | 17% | 19% | 36 | accepted challenger |
| pay-equity | Payscale | 14% | 3% | 34 | accepted challenger |
| pay-equity | PayAnalytics | 14% | 4% | 26 | accepted challenger |
| pay-equity | Pave | 10% | 0% | 12 | accepted challenger |
| pay-equity | Trusaic PayParity | 5% | 9% | 32 | accepted challenger |
| pay-equity | Aeqium | 2% | 6% | 17 | accepted challenger |
| pay-equity | Workleap Compensation | 2% | 7% | 14 | accepted challenger |
| pay-equity | Compport | 0% | 0% | 10 | accepted challenger |
| pay-equity | Deel Compensation/Pay Equity | 0% | 0% | 10 | accepted challenger |
| pay-equity | Salary.com Pay Equity | 0% | 6% | 17 | accepted challenger |
| pay-equity | beqom Pay Equity | 0% | 21% | 14 | accepted challenger |
| payroll-software | Rippling | 28% | 5% | 44 | accepted challenger |
| payroll-software | Patriot Payroll | 23% | 14% | 21 | accepted challenger |
| payroll-software | Paylocity | 17% | 29% | 35 | criticized challenger |
| payroll-software | ADP | 11% | 29% | 28 | criticized challenger |
| payroll-software | Paycom | 6% | 25% | 24 | criticized challenger |
| payroll-software | ADP Workforce Now | 4% | 11% | 19 | accepted challenger |
| payroll-software | Gusto | 4% | 13% | 45 | accepted challenger |
| payroll-software | Paycor | 4% | 17% | 12 | accepted challenger |
| payroll-software | OnPay | 0% | 0% | 19 | accepted challenger |
| payroll-software | Deel | 0% | 9% | 11 | accepted challenger |
| payroll-software | Workday | 0% | 17% | 12 | accepted challenger |
| payroll-software | QuickBooks Payroll | 0% | 25% | 16 | criticized challenger |
| payroll-software | Paychex Flex | 0% | 29% | 24 | criticized challenger |
| people-analytics | HiBob | 15% | 5% | 22 | accepted challenger |
| people-analytics | Crunchr | 13% | 3% | 29 | accepted challenger |
| people-analytics | BambooHR | 13% | 19% | 26 | accepted challenger |
| people-analytics | Visier | 11% | 44% | 48 | criticized challenger |
| people-analytics | ChartHop | 8% | 10% | 29 | accepted challenger |
| people-analytics | Rippling | 4% | 6% | 17 | accepted challenger |
| people-analytics | Lattice | 4% | 9% | 22 | accepted challenger |
| people-analytics | Culture Amp | 2% | 5% | 22 | accepted challenger |
| people-analytics | One Model | 0% | 33% | 21 | criticized challenger |
| people-analytics | Workday People Analytics | 0% | 44% | 27 | criticized challenger |
| people-analytics | Microsoft Power BI | 0% | 46% | 13 | criticized challenger |
| people-analytics | Tableau | 0% | 55% | 11 | criticized challenger |
| performance-management | Lattice | 41% | 12% | 51 | endorsed leader |
| performance-management | PerformYard | 9% | 7% | 28 | accepted challenger |
| performance-management | HiBob | 7% | 0% | 23 | accepted challenger |
| performance-management | 15Five | 7% | 6% | 47 | accepted challenger |
| performance-management | Small Improvements | 7% | 9% | 11 | accepted challenger |
| performance-management | Betterworks | 4% | 10% | 31 | accepted challenger |
| performance-management | Teamflect | 2% | 0% | 10 | accepted challenger |
| performance-management | Leapsome | 2% | 6% | 31 | accepted challenger |
| performance-management | Culture Amp | 2% | 10% | 21 | accepted challenger |
| performance-management | Profit.co | 0% | 0% | 10 | accepted challenger |
| performance-management | Rippling | 0% | 13% | 15 | accepted challenger |
| performance-management | BambooHR | 0% | 30% | 33 | criticized challenger |
| performance-management | Workday HCM Performance Management | 0% | 48% | 23 | criticized challenger |
| performance-management | SAP SuccessFactors | 0% | 67% | 12 | criticized challenger |
| recognition-and-rewards | Nectar | 22% | 0% | 41 | accepted challenger |
| recognition-and-rewards | Bonusly | 22% | 2% | 48 | accepted challenger |
| recognition-and-rewards | Matter | 15% | 0% | 15 | accepted challenger |
| recognition-and-rewards | Bucketlist Rewards | 7% | 0% | 10 | accepted challenger |
| recognition-and-rewards | Motivosity | 7% | 5% | 39 | accepted challenger |
| recognition-and-rewards | Awardco | 7% | 8% | 39 | accepted challenger |
| recognition-and-rewards | Guusto | 5% | 0% | 23 | accepted challenger |
| recognition-and-rewards | Achievers | 5% | 22% | 27 | accepted challenger |
| recognition-and-rewards | Workhuman | 2% | 22% | 27 | accepted challenger |
| recognition-and-rewards | WorkTango | 0% | 0% | 10 | accepted challenger |
| recognition-and-rewards | Assembly | 0% | 0% | 10 | accepted challenger |
| recognition-and-rewards | Kudos | 0% | 14% | 22 | accepted challenger |
| recruiting-crm-and-sourcing | Lever | 20% | 0% | 16 | accepted challenger |
| recruiting-crm-and-sourcing | Gem | 18% | 3% | 39 | accepted challenger |
| recruiting-crm-and-sourcing | Manatal | 9% | 0% | 17 | accepted challenger |
| recruiting-crm-and-sourcing | Zoho Recruit | 7% | 0% | 11 | accepted challenger |
| recruiting-crm-and-sourcing | Pin | 7% | 0% | 11 | accepted challenger |
| recruiting-crm-and-sourcing | hireEZ | 5% | 7% | 30 | accepted challenger |
| recruiting-crm-and-sourcing | LinkedIn Recruiter | 5% | 23% | 26 | accepted challenger |
| recruiting-crm-and-sourcing | Workable | 2% | 0% | 11 | accepted challenger |
| recruiting-crm-and-sourcing | SeekOut | 2% | 3% | 34 | accepted challenger |
| recruiting-crm-and-sourcing | Fetcher | 0% | 0% | 13 | accepted challenger |
| recruiting-crm-and-sourcing | Juicebox | 0% | 0% | 24 | accepted challenger |
| recruitment-marketing-and-career-sites | Teamtailor | 16% | 12% | 24 | accepted challenger |
| recruitment-marketing-and-career-sites | Workable | 16% | 17% | 24 | accepted challenger |
| recruitment-marketing-and-career-sites | Jobvite | 14% | 6% | 16 | accepted challenger |
| recruitment-marketing-and-career-sites | 100Hires | 6% | 0% | 16 | accepted challenger |
| recruitment-marketing-and-career-sites | TalentLyft | 4% | 10% | 10 | accepted challenger |
| recruitment-marketing-and-career-sites | Greenhouse | 4% | 18% | 17 | accepted challenger |
| recruitment-marketing-and-career-sites | Phenom | 4% | 20% | 35 | accepted challenger |
| recruitment-marketing-and-career-sites | LinkedIn Talent Solutions | 2% | 30% | 10 | criticized challenger |
| recruitment-marketing-and-career-sites | Joveo | 0% | 0% | 16 | accepted challenger |
| recruitment-marketing-and-career-sites | Avature | 0% | 15% | 13 | accepted challenger |
| recruitment-marketing-and-career-sites | Beamery | 0% | 17% | 24 | accepted challenger |
| recruitment-marketing-and-career-sites | iCIMS Attract | 0% | 18% | 17 | accepted challenger |
| recruitment-marketing-and-career-sites | Appcast | 0% | 18% | 11 | accepted challenger |
| recruitment-marketing-and-career-sites | Symphony Talent | 0% | 22% | 18 | accepted challenger |
| recruitment-marketing-and-career-sites | Lever | 0% | 30% | 10 | criticized challenger |
| skills-intelligence | TalentGuard | 19% | 0% | 15 | accepted challenger |
| skills-intelligence | Skills Base | 17% | 0% | 12 | accepted challenger |
| skills-intelligence | iMocha | 9% | 0% | 18 | accepted challenger |
| skills-intelligence | Lightcast Open Skills | 9% | 8% | 12 | accepted challenger |
| skills-intelligence | TechWolf | 9% | 18% | 11 | accepted challenger |
| skills-intelligence | 365Talents | 6% | 0% | 11 | accepted challenger |
| skills-intelligence | Eightfold AI | 4% | 59% | 27 | criticized challenger |
| skills-intelligence | Fuel50 | 2% | 8% | 12 | accepted challenger |
| skills-intelligence | LinkedIn Learning | 0% | 7% | 14 | accepted challenger |
| skills-intelligence | edX | 0% | 8% | 13 | accepted challenger |
| skills-intelligence | Pluralsight Skills | 0% | 8% | 12 | accepted challenger |
| skills-intelligence | Coursera | 0% | 20% | 15 | accepted challenger |
| skills-intelligence | Udemy Business | 0% | 35% | 17 | criticized challenger |
| skills-intelligence | Workday Skills Cloud | 0% | 40% | 15 | criticized challenger |
| skills-intelligence | Gloat | 0% | 52% | 21 | criticized challenger |
| skills-intelligence | Skillshare | 0% | 55% | 11 | criticized challenger |
| succession-planning | Lattice | 31% | 5% | 38 | endorsed leader |
| succession-planning | Engagedly | 17% | 0% | 14 | accepted challenger |
| succession-planning | Empxtrack | 8% | 0% | 10 | accepted challenger |
| succession-planning | Teamflect | 6% | 0% | 10 | accepted challenger |
| succession-planning | SuccessionStack | 4% | 0% | 14 | accepted challenger |
| succession-planning | SuccessionNow | 4% | 0% | 16 | accepted challenger |
| succession-planning | TalentGuard Succession Planning | 4% | 4% | 24 | accepted challenger |
| succession-planning | UKG Pro Succession Planning | 2% | 8% | 12 | accepted challenger |
| succession-planning | ChartHop | 0% | 0% | 10 | accepted challenger |
| succession-planning | Leapsome | 0% | 0% | 12 | accepted challenger |
| succession-planning | PerformYard | 0% | 0% | 14 | accepted challenger |
| succession-planning | Cornerstone Succession | 0% | 12% | 16 | accepted challenger |
| succession-planning | Oracle Fusion Cloud HCM | 0% | 25% | 12 | criticized challenger |
| succession-planning | SAP SuccessFactors Succession & Development | 0% | 32% | 25 | criticized challenger |
| succession-planning | Workday Succession Planning | 0% | 32% | 25 | criticized challenger |
| talent-intelligence | Pin | 17% | 0% | 25 | accepted challenger |
| talent-intelligence | Gem | 15% | 0% | 24 | accepted challenger |
| talent-intelligence | Lessie AI | 12% | 0% | 11 | accepted challenger |
| talent-intelligence | Eightfold AI | 12% | 55% | 51 | criticized challenger |
| talent-intelligence | hireEZ | 8% | 11% | 28 | accepted challenger |
| talent-intelligence | Metaview | 6% | 0% | 21 | accepted challenger |
| talent-intelligence | SeekOut | 6% | 13% | 31 | accepted challenger |
| talent-intelligence | Loxo | 4% | 11% | 18 | accepted challenger |
| talent-intelligence | Phenom | 2% | 48% | 23 | criticized challenger |
| talent-intelligence | 365Talents | 0% | 8% | 12 | accepted challenger |
| talent-intelligence | Lightcast | 0% | 10% | 10 | accepted challenger |
| talent-intelligence | LinkedIn Talent Insights | 0% | 10% | 10 | accepted challenger |
| talent-intelligence | Findem | 0% | 15% | 13 | accepted challenger |
| talent-intelligence | Reejig | 0% | 20% | 10 | accepted challenger |
| talent-intelligence | iCIMS Talent Cloud | 0% | 45% | 11 | criticized challenger |
| talent-intelligence | Gloat | 0% | 48% | 25 | criticized challenger |
| talent-intelligence | Beamery | 0% | 58% | 31 | criticized challenger |
| talent-intelligence | Workday Skills Cloud | 0% | 77% | 13 | criticized challenger |
| technical-hiring-assessments | HackerRank | 28% | 21% | 57 | accepted challenger |
| technical-hiring-assessments | CoderPad | 21% | 0% | 40 | accepted challenger |
| technical-hiring-assessments | Coderbyte | 13% | 8% | 13 | accepted challenger |
| technical-hiring-assessments | CodeSignal | 10% | 10% | 41 | accepted challenger |
| technical-hiring-assessments | TestGorilla | 5% | 16% | 31 | accepted challenger |
| technical-hiring-assessments | Codility | 5% | 32% | 44 | criticized challenger |
| time-and-attendance | UKG Ready | 15% | 6% | 17 | accepted challenger |
| time-and-attendance | Rippling | 12% | 0% | 15 | accepted challenger |
| time-and-attendance | Clockify | 12% | 0% | 22 | accepted challenger |
| time-and-attendance | Toggl Track | 10% | 0% | 10 | accepted challenger |
| time-and-attendance | Homebase | 10% | 6% | 18 | accepted challenger |
| time-and-attendance | Connecteam | 8% | 5% | 21 | accepted challenger |
| time-and-attendance | Paylocity | 6% | 0% | 11 | accepted challenger |
| time-and-attendance | Jibble | 6% | 0% | 12 | accepted challenger |
| time-and-attendance | TimeCamp | 6% | 0% | 10 | accepted challenger |
| time-and-attendance | QuickBooks Time | 4% | 6% | 17 | accepted challenger |
| time-and-attendance | Buddy Punch | 2% | 14% | 14 | accepted challenger |
| time-and-attendance | Deputy | 0% | 5% | 19 | accepted challenger |
| time-and-attendance | BambooHR Time Tracking | 0% | 8% | 12 | accepted challenger |
| time-and-attendance | UKG Pro | 0% | 17% | 12 | accepted challenger |
| time-and-attendance | ADP Workforce Now | 0% | 19% | 21 | accepted challenger |
| video-interviewing | Spark Hire | 55% | 11% | 54 | endorsed leader |
| video-interviewing | Hirevire | 10% | 0% | 13 | accepted challenger |
| video-interviewing | myInterview | 10% | 19% | 16 | accepted challenger |
| video-interviewing | Willo | 7% | 5% | 40 | accepted challenger |
| video-interviewing | Hireflix | 5% | 6% | 35 | accepted challenger |
| video-interviewing | VidCruiter | 2% | 6% | 35 | accepted challenger |
| video-interviewing | Jobma | 0% | 0% | 15 | accepted challenger |
| video-interviewing | interviewstream | 0% | 8% | 13 | accepted challenger |
| video-interviewing | HireVue | 0% | 45% | 47 | criticized challenger |
| workforce-management-suites | ADP Workforce Now | 19% | 12% | 33 | accepted challenger |
| workforce-management-suites | UKG Ready | 15% | 6% | 16 | accepted challenger |
| workforce-management-suites | Homebase | 15% | 12% | 17 | accepted challenger |
| workforce-management-suites | Zoho People | 11% | 8% | 13 | accepted challenger |
| workforce-management-suites | Rippling | 6% | 0% | 21 | accepted challenger |
| workforce-management-suites | Deputy | 6% | 3% | 31 | accepted challenger |
| workforce-management-suites | When I Work | 6% | 4% | 24 | accepted challenger |
| workforce-management-suites | Connecteam | 6% | 7% | 14 | accepted challenger |
| workforce-management-suites | Workforce.com | 4% | 10% | 10 | accepted challenger |
| workforce-management-suites | Dayforce | 2% | 0% | 19 | accepted challenger |
| workforce-management-suites | BambooHR | 2% | 20% | 10 | accepted challenger |
| workforce-management-suites | Paylocity | 0% | 0% | 11 | accepted challenger |
| workforce-management-suites | SAP SuccessFactors | 0% | 33% | 12 | criticized challenger |
| workforce-management-suites | Workday Workforce Management | 0% | 33% | 15 | criticized challenger |
| workforce-management-suites | UKG Pro | 0% | 35% | 23 | criticized challenger |
| workforce-management-suites | Verint Workforce Management | 0% | 50% | 10 | criticized challenger |
| workforce-planning | ChartHop | 31% | 3% | 37 | endorsed leader |
| workforce-planning | Homebase | 17% | 0% | 11 | accepted challenger |
| workforce-planning | Rippling | 10% | 8% | 26 | accepted challenger |
| workforce-planning | Planful | 8% | 4% | 23 | accepted challenger |
| workforce-planning | Workday Adaptive Planning | 8% | 21% | 39 | accepted challenger |
| workforce-planning | Abacum | 4% | 0% | 11 | accepted challenger |
| workforce-planning | HiBob | 4% | 7% | 14 | accepted challenger |
| workforce-planning | Visier | 2% | 22% | 27 | accepted challenger |
| workforce-planning | Pigment | 0% | 0% | 13 | accepted challenger |
| workforce-planning | Paylocity | 0% | 8% | 13 | accepted challenger |
| workforce-planning | Orgvue | 0% | 9% | 11 | accepted challenger |
| workforce-planning | ADP Workforce Now | 0% | 30% | 10 | criticized challenger |
| workforce-planning | Anaplan | 0% | 44% | 34 | criticized challenger |
| workforce-scheduling | Deputy | 26% | 0% | 26 | accepted challenger |
| workforce-scheduling | Sling | 15% | 6% | 18 | accepted challenger |
| workforce-scheduling | Homebase | 15% | 12% | 25 | accepted challenger |
| workforce-scheduling | Connecteam | 9% | 4% | 25 | accepted challenger |
| workforce-scheduling | When I Work | 6% | 11% | 28 | accepted challenger |
| workforce-scheduling | Cal.com | 0% | 0% | 12 | accepted challenger |
| workforce-scheduling | Acuity Scheduling | 0% | 10% | 10 | accepted challenger |
| workforce-scheduling | Calendly | 0% | 25% | 20 | criticized challenger |
| workforce-scheduling | 7shifts | 0% | 25% | 12 | criticized challenger |

## Treatment of lab-affiliated products by model

Self-preference is only measurable with a control group: how the lab's own model treats its products compared with how every other model treats the same products.  have no products in the covered categories with enough labels to measure, so nothing is claimed about them.

**Anthropic products** (1 products, 10 labels). Cells are positive/negative/all labels.

| Product | Claude Haiku 4.5 | GPT-5.4 mini | Gemini 3.5 Flash | Perplexity Sonar | Grok 4.1 Fast | Mistral Small | DeepSeek V4 Flash | Llama 4 Maverick | Qwen 3.7 Flash | Kimi K2 | GLM 4.7 FlashX | MiniMax M2.5 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Claude |  |  | 2/1/3 | 1/0/1 | 1/0/1 |  | 1/0/1 |  | 1/0/1 | 1/0/1 | 1/1/2 |  |

Mean label weight on Anthropic products: Claude Haiku 4.5 +0.00 over 0 labels; the other 11 models +1.10 over 10 labels. Weights run from +3 (first choice) to -3 (hard negative). A gap under about half a point on this few labels is not a finding.

**OpenAI products** (2 products, 19 labels). Cells are positive/negative/all labels.

| Product | Claude Haiku 4.5 | GPT-5.4 mini | Gemini 3.5 Flash | Perplexity Sonar | Grok 4.1 Fast | Mistral Small | DeepSeek V4 Flash | Llama 4 Maverick | Qwen 3.7 Flash | Kimi K2 | GLM 4.7 FlashX | MiniMax M2.5 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ChatGPT |  |  | 2/1/3 | 1/1/2 | 1/1/2 | 0/1/1 | 1/0/1 |  | 1/0/1 | 1/0/1 | 2/4/6 | 1/0/1 |
| OpenAI |  |  |  |  |  | 0/1/1 |  |  |  |  |  |  |

Mean label weight on OpenAI products: GPT-5.4 mini +0.00 over 0 labels; the other 11 models +0.00 over 19 labels. Weights run from +3 (first choice) to -3 (hard negative). A gap under about half a point on this few labels is not a finding.

**Google products** (17 products, 102 labels). Cells are positive/negative/all labels.

| Product | Claude Haiku 4.5 | GPT-5.4 mini | Gemini 3.5 Flash | Perplexity Sonar | Grok 4.1 Fast | Mistral Small | DeepSeek V4 Flash | Llama 4 Maverick | Qwen 3.7 Flash | Kimi K2 | GLM 4.7 FlashX | MiniMax M2.5 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Google Forms | 1/0/1 |  | 1/3/4 | 0/1/1 | 1/1/2 |  | 1/1/2 |  | 1/2/3 | 1/1/2 | 1/0/1 | 1/0/1 |
| Google Calendar | 2/0/2 |  |  | 1/0/1 | 1/0/1 | 0/1/1 | 0/1/1 | 1/1/2 | 2/0/2 |  | 1/0/1 | 2/1/3 |
| Google Sheets |  | 1/0/1 | 0/3/3 |  | 1/0/1 | 1/0/1 | 2/0/2 | 1/0/1 | 1/0/1 |  | 2/0/2 | 1/0/1 |
| Google for Jobs |  | 1/0/1 | 2/0/2 | 1/0/1 | 2/0/2 |  |  |  |  |  | 1/0/1 | 2/0/2 |
| Google Classroom | 1/1/2 |  |  | 0/1/1 | 2/1/3 |  |  |  |  |  | 2/0/2 |  |
| Google Meet |  |  | 1/0/1 | 0/1/1 | 1/0/1 | 0/1/1 | 2/0/2 |  | 1/0/1 |  | 0/1/1 |  |
| Google Sites |  |  | 1/0/1 |  | 0/1/1 | 1/0/1 | 1/0/1 |  |  | 1/0/1 |  |  |
| Google Chat | 1/0/1 | 1/0/1 |  |  | 1/1/2 |  |  |  |  |  |  | 1/0/1 |
| Looker Studio |  |  | 1/0/1 |  |  |  | 1/0/1 |  |  | 1/0/1 | 1/0/1 | 1/0/1 |
| Google Workspace | 1/0/1 |  |  |  |  |  |  |  | 2/0/2 |  | 1/0/1 |  |
| Google Docs |  |  |  | 1/1/2 |  |  |  |  | 1/0/1 |  |  |  |
| Looker |  |  |  |  |  |  | 1/1/2 |  | 1/0/1 |  |  |  |
| Google Gemini | 1/0/1 |  |  |  | 1/0/1 |  |  |  |  |  |  |  |
| Google Slides |  |  | 1/0/1 |  |  |  |  |  | 0/1/1 |  |  |  |
| Google Drawings |  |  |  | 0/1/1 |  |  |  |  |  |  |  | 0/1/1 |
| Gemini |  |  | 0/1/1 |  |  |  |  |  |  |  |  |  |
| Google NotebookLM |  |  | 1/0/1 |  |  |  |  |  |  |  |  |  |

Mean label weight on Google products: Gemini 3.5 Flash +0.00 over 15 labels; the other 11 models +0.54 over 87 labels. Weights run from +3 (first choice) to -3 (hard negative). A gap under about half a point on this few labels is not a finding.

## Discontinued products recommended

None in this run.

## Normalization

Unresolved, 772 labels counted under the raw name, for human review:

1-Page SOURCE in internal-talent-marketplace (1), 23andMe in employee-wellbeing-and-mental-health (1), 360review.io in 360-feedback (1), 37 signals in job-advertising-and-distribution (1), 5mins.ai in learning-experience-platforms (1), 7 Cups in employee-wellbeing-and-mental-health (1), 7 Taps in course-authoring-tools (1), 8fold in succession-planning (1), 8x8 in interview-scheduling (1), ADP Insights in people-analytics (1), ADP Onboarding in employee-onboarding (1), AI 360 Feedback in 360-feedback (1), AI Pro University in skills-intelligence (1), AIHR Succession Planning Tools & Templates in succession-planning (1), ALEKS (McGraw-Hill) in learning-experience-platforms (1), APC Workforce Solutions in recruitment-marketing-and-career-sites (1), ASC Smarter Assessment in candidate-assessment (1), ASSISTments in candidate-assessment (1), Abound in flexible-benefits-and-lifestyle-spending-accounts (1), Access PeopleHR in leave-and-absence-management (1), Accredible in skills-intelligence (1), Accu-Time Systems in time-and-attendance (1), Acterys in pay-equity (1), Activ People HR in leave-and-absence-management (1), Adobe Flash-based intranets in internal-communications-and-intranet (1), Adstra in job-advertising-and-distribution (1), Advanced-HR's Option Impact in compensation-management (1), AgentSkillsHub in skills-intelligence (1), Agentforce HR Service (by Salesforce) in hr-help-desk-and-case-management (1), Agorapulse in employee-engagement-surveys (1), Akela Global in coaching-platforms (1), Akiflow in workforce-scheduling (1), Alexia.ai in hris-and-hcm-platforms (1), AllRetailJobs in job-advertising-and-distribution (1), Allotted in goals-and-okrs (1), Allstate in employee-onboarding (1), Amazon Connect Talent in ai-recruiting-assistants (1), Amazon DSP (Delivery Service Partner) Program in contingent-workforce-management (1), Amazon's (now-defunct) recruiting engine in hr-ai-assistants (1), Amazon's scrapped tool in workforce-planning (1), Amplemarket in skills-intelligence (1), AnandTech in compensation-benchmarking-data (1), Angell in compensation-management (1), Angellist in compensation-management (1), Anthology in learning-management-systems (1), Anthropic in compensation-benchmarking-data (1), Arcoro in succession-planning (1), Articulate Presenter in course-authoring-tools (1), Articulate Studio in course-authoring-tools (1), AskTheChamp for HR in hr-ai-assistants (1), Asurint in background-screening (1), Asymbl in talent-intelligence (1), Atticus in course-authoring-tools (1), Augtal in interview-scheduling (1), Axis LMS in learning-management-systems (1), A·Minds in ai-recruiting-assistants (1), BHN Extras in employee-wellbeing-and-mental-health (1), BLS Occupational Employment and Wage Statistics (OEWS) in compensation-benchmarking-data (1), BambooPay in payroll-software (1), Bancorp in earned-wage-access (1), Barbizon Modeling in internal-talent-marketplace (1), Basic Google Calendar Integrations in interview-scheduling (1), Benafica in flexible-benefits-and-lifestyle-spending-accounts (1), BenefitElect (Coalesce LLC) in benefits-administration (1), Benefits Management Group (BMG) in benefits-administration (1), Benefits Management Group, Inc. (BMGI) in benefits-administration (1), Benefits.com in benefits-administration (1), Benello in flexible-benefits-and-lifestyle-spending-accounts (1), Benjamin in compensation-management (1), Better Stop Suicide in employee-wellbeing-and-mental-health (1), Betts in compensation-benchmarking-data (1), Big Think in employee-wellbeing-and-mental-health (1), BigChange in frontline-employee-apps (1), BioStar 2 in recognition-and-rewards (1), Bizmanualz OnPolicy in hr-compliance-and-policy-management (1), Bizneo Time Management in leave-and-absence-management (1), Blue Marble in global-payroll-and-employer-of-record (1), Bolt in compensation-management (1), Boolean search + people search engines in recruiting-crm-and-sourcing (1), Boozt in hr-help-desk-and-case-management (1), Brass in earned-wage-access (1), Brilliant in skills-intelligence (1), British Council (IELTS Online) in candidate-assessment (1), BuildBetter in 360-feedback (1), Bunch.ai in coaching-platforms (1), Byteline in recruitment-marketing-and-career-sites (1), C-Factor AI in candidate-assessment (1), CCL Passport (Center for Creative Leadership) in online-course-libraries (1), CXL Institute in online-course-libraries (1), Cal ID in interview-scheduling (1), CalClear in workforce-scheduling (1), Calendar.com in workforce-scheduling (1), Calendly-style links in interview-scheduling (1), Career Bird in skills-intelligence (1), CareerVillage Coach in coaching-platforms (1), CarltonOne in recognition-and-rewards (1), Cash App Payroll in earned-wage-access (1), Cedar Compensation in compensation-management (1), Centivo in benefits-administration (1), Change Catalyst in compliance-training (1), Charted in people-analytics (1), Chatling in hr-ai-assistants (1), Check in global-payroll-and-employer-of-record (1), Chime Banking in earned-wage-access (1), Citadel Time Clock in time-and-attendance (1), Citation Canada in hr-compliance-and-policy-management (1), Clad.io in skills-intelligence (1), Claimmoney in compensation-management (1), Clara (AI) in interview-scheduling (1), ClarityLoop in 360-feedback (1), ClawHub in skills-intelligence (1), ClearOffer in compensation-management (1), Clerify/Certn in background-screening (1), ClickFunnels in skills-intelligence (1), ClinicSense in workforce-scheduling (1), CloudShare in learning-experience-platforms (1), Coachli in coaching-platforms (1), Code Assess AI in technical-hiring-assessments (1), CodePen in technical-hiring-assessments (1), CodeSignal Grow in technical-hiring-assessments (1), CodeSignal Projects in technical-hiring-assessments (1), CoderPad Projects in technical-hiring-assessments (1), Coding Coach in mentoring-software (1), Cognistry in skills-intelligence (1), CompTelecom in compensation-benchmarking-data (1), CompanyView in 360-feedback (1), Compaq in hr-compliance-and-policy-management (1), Compensation Claims GB in compensation-management (1), Compli in hr-compliance-and-policy-management (1), Conga CPQ in compensation-management (1), Connect Frontline in frontline-employee-apps (1), Content Sparks in online-course-libraries (1), Contently in internal-talent-marketplace (1), Coople in contingent-workforce-management (1), Core HR Platform in workforce-planning (1), CoreAchieve in learning-management-systems (1), Coresight in talent-intelligence (1), Cornerstone Content Hub in online-course-libraries (1), Corporate Finance Institute in skills-intelligence (1), Craft in interview-scheduling (1), Credly in skills-intelligence (1), Crosspo in mentoring-software (1), CrystalDiskMark in compensation-benchmarking-data (1), Current in earned-wage-access (1), Custom Tableau/PowerBI dashboards built entirely by internal IT in people-analytics (1), Custom-built Excel/Spreadsheet ecosystems in workforce-planning (1), Cyber Focus AI in job-advertising-and-distribution (1), D-ID in course-authoring-tools (1), D2L Creator+ in course-authoring-tools (1), DATABASICS Time in time-and-attendance (1), DIY solutions using Google Sheets or Looker in people-analytics (1), DIY with HRIS exports in people-analytics (1), DOT Alliance Group in compliance-training (1), Darwin in flexible-benefits-and-lifestyle-spending-accounts (1), DataLemur in technical-hiring-assessments (1), Datasnapshots in org-charts-and-org-design (1), Dayforce AI Assistant / Dayforce AI Agents in hr-ai-assistants (1), DealHub CPQ in compensation-management (1), Deel Benefits Administration in benefits-administration (1), Deel Recruiting in interview-scheduling (1), DeepFace in recognition-and-rewards (1), DeepSkill in skills-intelligence (1), DevOKR in goals-and-okrs (1), Devisl in succession-planning (1), Dezeck in employee-onboarding (1), Diffit in candidate-assessment (1), DiversityJobs in job-advertising-and-distribution (1), Document Locator in hr-compliance-and-policy-management (1), Done Global (Done Health) in employee-wellbeing-and-mental-health (1), Droppa in compensation-management (1), Dugga in candidate-assessment (1), Dynamics 365 Human Resources in hr-ai-assistants (1), ELMO Software in succession-planning (1), ERI (Economic Research Institute) Salary Assessor in compensation-benchmarking-data (1), ERI Economic Research Institute in compensation-benchmarking-data (1), ESET AI Skills Checker in skills-intelligence (1), Earnipay in earned-wage-access (1), Eden Health in flexible-benefits-and-lifestyle-spending-accounts (1), Edgenuity in learning-experience-platforms (1), Educators Benefit Consultants (Aviben) in benefits-administration (1), Eduflow in online-course-libraries (1), Edulastic in candidate-assessment (1), Elevatus in video-interviewing (1), Embroker in benefits-administration (1), Emergi Mentors in mentoring-software (1), Emeritus in online-course-libraries (1), Employee Leave Management India in leave-and-absence-management (1), Everify, Inc. in background-screening (1), ExactHire in employee-onboarding (1), Exam.net in candidate-assessment (1), Executive.com in coaching-platforms (1), ExpertSkills.org in skills-intelligence (1), EzNxT in leave-and-absence-management (1), Ezy in coaching-platforms (1), FRONTLINE MOBILE Pte. Ltd. in frontline-employee-apps (1), Fabulous in employee-wellbeing-and-mental-health (1), FaceCheck ID in recognition-and-rewards (1), Facebook Marketplace in job-advertising-and-distribution (1), Faithful Counseling in employee-wellbeing-and-mental-health (1), Fake Indeed interview apps in interview-scheduling (1), Favorably in flexible-benefits-and-lifestyle-spending-accounts (1), Fcomp in pay-equity (1), FeedbackFruits in 360-feedback (1), Feeld in employee-engagement-surveys (1), Fellow in 360-feedback (1), Fijoya in flexible-benefits-and-lifestyle-spending-accounts (1), Finch in employee-wellbeing-and-mental-health (1), Finestro.io in skills-intelligence (1), Fireflies in ai-recruiting-assistants (1), FitWave.io in coaching-platforms (1), Fits in hr-compliance-and-policy-management (1), Five in leave-and-absence-management (1), Fizz in flexible-benefits-and-lifestyle-spending-accounts (1), FlentisPRO in contingent-workforce-management (1), FlexPath (by SBCBS) in flexible-benefits-and-lifestyle-spending-accounts (1), Focalboard in goals-and-okrs (1), Foundit in job-advertising-and-distribution (1), Foundit.ai in recruitment-marketing-and-career-sites (1), Foxhire in global-payroll-and-employer-of-record (1), FreeCash in compensation-management (1), Frontline AI in frontline-employee-apps (1), Frontline EHS in frontline-employee-apps (1), Frontline Wildfire Tracker in frontline-employee-apps (1), Frontline.io in frontline-employee-apps (1), Fuelbot in internal-talent-marketplace (1), G2O (by Velocity Global) in global-payroll-and-employer-of-record (1), GPT-4 in ai-recruiting-assistants (1), Gainful in earned-wage-access (1), Gamers Nexus in compensation-benchmarking-data (1), Genesys Cloud CX in workforce-management-suites (1), Genesys Cloud WFM (WEM) in workforce-management-suites (1), Genesys Cloud Workforce Engagement (WEM) in workforce-management-suites (1), Genesys Cloud Workforce Engagement (WEM) and Workforce Management in workforce-management-suites (1), Genesys Workforce Management in workforce-management-suites (1), Gerson Lehrman Group (GLG) in coaching-platforms (1), Gig Wage in compensation-management (1), Giig in recruiting-crm-and-sourcing (1), Giig Hire in recruitment-marketing-and-career-sites (1), Glorify in employee-wellbeing-and-mental-health (1), GlossGenius in workforce-scheduling (1), Gmail add-ons in interview-scheduling (1), Go90 in frontline-employee-apps (1), GoHighLevel (GHL) in coaching-platforms (1), Goalscape in goals-and-okrs (1), Google Alerts in recruiting-crm-and-sourcing (1), Google Appointments / Microsoft Bookings in interview-scheduling (1), Google Career Certificates in skills-intelligence (1), Google Hiring in recruiting-crm-and-sourcing (1), Google Social Search in background-screening (1), Google X-ray Search in recruiting-crm-and-sourcing (1), Google X-ray searches in recruiting-crm-and-sourcing (1), Gorilla Search in recruiting-crm-and-sourcing (1), Grant Money in earned-wage-access (1), Great Courses Library Collection in online-course-libraries (1), Great Learning in skills-intelligence (1), Greenhouse-adjacent workflows in interview-scheduling (1), Grid in earned-wage-access (1), Growth Cave in coaching-platforms (1), Growthoid in employee-engagement-surveys (1), Guidance / Thrive Learning in coaching-platforms (1), Gumroad in learning-experience-platforms (1), HELM in compensation-benchmarking-data (1), HESK in hr-help-desk-and-case-management (1), HONO HR Assistant in hr-ai-assistants (1), HR HelpDesk in hr-help-desk-and-case-management (1), HRDocket in hr-compliance-and-policy-management (1), HREnabled in benefits-administration (1), HRPulsar in internal-talent-marketplace (1), HRTailor in hr-ai-assistants (1), HandPunch (Recognition Systems/Ingersoll Rand) in time-and-attendance (1), Handbook in hr-compliance-and-policy-management (1), Handshake AI in contingent-workforce-management (1), Handy in contingent-workforce-management (1), Hartford in leave-and-absence-management (1), HeartCount in employee-engagement-surveys (1), Heathade in flexible-benefits-and-lifestyle-spending-accounts (1), Heka in flexible-benefits-and-lifestyle-spending-accounts (1), HelloTeam in performance-management (1), Hero Hunt in global-payroll-and-employer-of-record (1), HeyGen in course-authoring-tools (1), HiBob HR Service Management in hr-help-desk-and-case-management (1), HiOperator in hr-ai-assistants (1), HiQ Labs in recruiting-crm-and-sourcing (1), HighMatch in candidate-assessment (1), HiredScore AI in hr-ai-assistants (1), Hobasa in people-analytics (1), Holaspirit in org-charts-and-org-design (1), Horsefly in talent-intelligence (1), Hoxhunt in internal-communications-and-intranet (1), HubSpot CPQ in compensation-management (1), Hubert in ai-recruiting-assistants (1), HumanMap in org-charts-and-org-design (1), Hyperproof in hr-compliance-and-policy-management (1), ICF Credential Registry in coaching-platforms (1), IGotAnOffer in mentoring-software (1), IM Mastery Academy in coaching-platforms (1), INSPYR Solutions (Symphony) in skills-intelligence (1), IQVIA in contingent-workforce-management (1), Icegram in course-authoring-tools (1), Idealist in job-advertising-and-distribution (1), InDesign in course-authoring-tools (1), InDriver in compensation-management (1), Incident.io in workforce-scheduling (1), Indeed Interview in interview-scheduling (1), Indeed One in benefits-administration (1), Indeed Resume Database in recruiting-crm-and-sourcing (1), Indeed Salary in compensation-management (1), Indeed Sourcing Platform in recruiting-crm-and-sourcing (1), InfoPay, Inc. in background-screening (1), Infor CloudSuite (HSM) in workforce-management-suites (1), Instavest in earned-wage-access (1), Intelifi in background-screening (1), Intellicorp Records in background-screening (1), Intelligator, Inc. in background-screening (1), Intercom Fin in hr-ai-assistants (1), Interviewing.io in technical-hiring-assessments (1), Invisible in skills-intelligence (1), Isograd Testing Services in candidate-assessment (1), JAM Talent Management in 360-feedback (1), JD Edwards in hris-and-hcm-platforms (1), Jibe in recruitment-marketing-and-career-sites (1), Job&Talent in contingent-workforce-management (1), JobHorse in job-advertising-and-distribution (1), Jobs.bg in job-advertising-and-distribution (1), JobsPi in talent-intelligence (1), Jobtoolz in applicant-tracking-systems (1), Jolt in frontline-employee-apps (1), Kaggle in skills-intelligence (1), Kanopy in online-course-libraries (1), Kansys Staffing Group in internal-talent-marketplace (1), Keeper in earned-wage-access (1), Kimai in time-and-attendance (1), Kissflow in org-charts-and-org-design (1), Kissflow Procurement in contingent-workforce-management (1), KitaHQ in ai-recruiting-assistants (1), Klarity in people-analytics (1), Klipboard in employee-onboarding (1), Knockri in video-interviewing (1), Knowlix in hr-ai-assistants (1), Kodiva in technical-hiring-assessments (1), Kolabtree in internal-talent-marketplace (1), Kona in hr-ai-assistants (1), Konekt in benefits-administration (1), LIVD App in flexible-benefits-and-lifestyle-spending-accounts (1), LabStar in learning-experience-platforms (1), Labelbox in compensation-management (1), Learning People in skills-intelligence (1), LearningStudio (formerly Angel) in learning-management-systems (1), Learnology in candidate-assessment (1), Lever's Scheduler in workforce-scheduling (1), Levo in contingent-workforce-management (1), Life Coach Hub in coaching-platforms (1), Likes.io in employee-engagement-surveys (1), LimeLight in interview-scheduling (1), LimeSurvey in 360-feedback (1), Lincoln Financial in leave-and-absence-management (1), Lingio in course-authoring-tools (1), LinkedIn Careers/LinkedIn Recruiter Lite in job-advertising-and-distribution (1), LinkedIn job adverts in compensation-benchmarking-data (1), Links International in global-payroll-and-employer-of-record (1), Local Credit Unions in earned-wage-access (1), Local/Regional HR Consulting Firms in compensation-benchmarking-data (1), Localis in global-payroll-and-employer-of-record (1), Lorman Education in compliance-training (1), Luma in 360-feedback (1), Lumos in employee-onboarding (1), MBO in contingent-workforce-management (1), MCP Market in skills-intelligence (1), MCP.so in skills-intelligence (1), MHC Software in hr-help-desk-and-case-management (1), MMLU in compensation-benchmarking-data (1), MOVEit Transfer in hr-help-desk-and-case-management (1), MS Access in leave-and-absence-management (1), MagicSchool AI in candidate-assessment (1), MakeShift in workforce-scheduling (1), Manpower in contingent-workforce-management (1), Manual Tools (Spreadsheets, Email, Calendars) in leave-and-absence-management (1), Marqeta/Stripe-backed apps in earned-wage-access (1), Match.com in employee-engagement-surveys (1), Matrix Absence Management in leave-and-absence-management (1), Mauve in global-payroll-and-employer-of-record (1), Maxwell Health in flexible-benefits-and-lifestyle-spending-accounts (1), MediaPRO in compliance-training (1), Medic Mentor (medicmentor.co.uk) in mentoring-software (1), Meetergo in workforce-scheduling (1), Melius in pay-equity (1), MentorCore in mentoring-software (1), MentorciSe in mentoring-software (1), Mercer Compensation Database in compensation-benchmarking-data (1), Mercer | SHL in candidate-assessment (1), Mercor.io in talent-intelligence (1), Mewurk in workforce-planning (1), Microsoft Outlook plugins in interview-scheduling (1), Microsoft Praise in recognition-and-rewards (1), Microsoft ServiceNow in employee-onboarding (1), Microsoft Viva Pulse in 360-feedback (1), Microsoft Viva Skills in internal-talent-marketplace (1), Microsoft Viva Topics/Org in org-charts-and-org-design (1), Microsoft’s HR policy/self-service agent approach in hr-ai-assistants (1), Microworkers in contingent-workforce-management (1), Millennial Mastermind (via Mastermind.com/Dean Graziosi) in coaching-platforms (1), MindMatch in job-advertising-and-distribution (1), Modern Money in earned-wage-access (1), Monday.com AI Agents in hr-ai-assistants (1), Monument in employee-wellbeing-and-mental-health (1), Morgen in workforce-scheduling (1), My Trusted Vendor (MTV) in background-screening (1), MyFitnessPal in employee-wellbeing-and-mental-health (1), MyHRSVP / Leena AI in hr-ai-assistants (1), MyTherapist in employee-wellbeing-and-mental-health (1), Mya in ai-recruiting-assistants (1), NERA in compensation-benchmarking-data (1), NHC National HealthClaim in flexible-benefits-and-lifestyle-spending-accounts (1), NQA in compliance-training (1), Native HCM Help Desk in hr-help-desk-and-case-management (1), Naukri in job-advertising-and-distribution (1), NaviPulse in org-charts-and-org-design (1), NavioHQ in hr-ai-assistants (1), NectarHR (Employee Wellness Software) in employee-wellbeing-and-mental-health (1), Neevo in compensation-management (1), NetExpedition in compliance-training (1), Nextdev in contingent-workforce-management (1), Nine9 (Nine9 UnAgency) in internal-talent-marketplace (1), Nu Skin / IsoMetrix in coaching-platforms (1), Nuvio in flexible-benefits-and-lifestyle-spending-accounts (1), Nuvoda in benefits-administration (1), OKRnest in goals-and-okrs (1), Oak Innovation in online-course-libraries (1), Odoo Employees in internal-talent-marketplace (1), Older SAP versions in internal-communications-and-intranet (1), Olibr in ai-recruiting-assistants (1), Omna in employee-wellbeing-and-mental-health (1), OnBlick HR Compliance in hr-compliance-and-policy-management (1), OneHCM in hr-compliance-and-policy-management (1), OneSource in people-analytics (1), Open Badges in skills-intelligence (1), Open LLM Leaderboard in compensation-benchmarking-data (1), Open edX in learning-experience-platforms (1), OpenMentor in mentoring-software (1), OpenProject in goals-and-okrs (1), OpenSkills in online-course-libraries (1), Operandio in frontline-employee-apps (1), Oppi (formerly Adapt) in course-authoring-tools (1), Opptly in internal-talent-marketplace (1), OptionImpact in compensation-management (1), Oracle Digital Assistant / Oracle AI for HCM in hr-ai-assistants (1), Oracle ERP in workforce-scheduling (1), Oracle Field Service in workforce-management-suites (1), Oracle Talent Management / Talent Review and Succession Management in succession-planning (1), Orcharstrata in compensation-management (1), OrgChartNow in succession-planning (1), Organice in org-charts-and-org-design (1), Orimon AI in hr-ai-assistants (1), Oura in employee-wellbeing-and-mental-health (1), Outlier in skills-intelligence (1), Outlier AI (Scale AI) in contingent-workforce-management (1), Outseta in coaching-platforms (1), Outskill in skills-intelligence (1), Outskill.com in skills-intelligence (1), PC-Kombo in compensation-benchmarking-data (1), PCMark (UL Solutions) in compensation-benchmarking-data (1), PW Skills in skills-intelligence (1), PagerDuty in workforce-scheduling (1), PaidUp in earned-wage-access (1), PandaDoc in compensation-management (1), Paradiso Authoring Tool in course-authoring-tools (1), Paraform.com in recruitment-marketing-and-career-sites (1), PassMark in compensation-benchmarking-data (1), Pathrise in mentoring-software (1), Pavilion (formerly Revenue Collective) in compensation-benchmarking-data (1), Pavilion GTM Compensation Benchmarks in compensation-benchmarking-data (1), Pavilion's B2B Tech Salary Benchmarks in compensation-benchmarking-data (1), Pay Transparency Law Postings in compensation-benchmarking-data (1), PayTransparency in pay-equity (1), Paychex SixFifty in hr-compliance-and-policy-management (1), Pearson Vue (OnVUE) in candidate-assessment (1), PeopleNeuron in workforce-planning (1), PeopleSphere in pay-equity (1), Peoplise in succession-planning (1), Perform in performance-management (1), PerformSpark in coaching-platforms (1), Performly in 360-feedback (1), Perks in employee-wellbeing-and-mental-health (1), Perspective AI in 360-feedback (1), PhantomBuster in employee-engagement-surveys (1), PicUp in compensation-management (1), Pick in compensation-management (1), Pipl in recruiting-crm-and-sourcing (1), Planetally in workforce-planning (1), Planomic in goals-and-okrs (1), Plenty of Fish in employee-engagement-surveys (1), Poka in frontline-employee-apps (1), PolicyCloud in hr-compliance-and-policy-management (1), Possible in earned-wage-access (1), Postmates in contingent-workforce-management (1), PowerApps in leave-and-absence-management (1), Pray.com in employee-wellbeing-and-mental-health (1), Pride Counseling in employee-wellbeing-and-mental-health (1), Primate Labs in compensation-benchmarking-data (1), ProWritingAid in course-authoring-tools (1), ProcureThink in contingent-workforce-management (1), Prolific in compensation-management (1), Prolifiq Relationship Map in org-charts-and-org-design (1), PromptPayPlanner in compensation-management (1), Prosperix in contingent-workforce-management (1), Qommet in compensation-management (1), Qqest / iSolved TimeForce in time-and-attendance (1), Qualifi in ai-recruiting-assistants (1), Quick360 in 360-feedback (1), QuickBooks Live Payroll in compensation-management (1), Radaris in background-screening (1), Raindrop in recruiting-crm-and-sourcing (1), Raptivity in course-authoring-tools (1), ReGain in employee-wellbeing-and-mental-health (1), Recruit in talent-intelligence (1), Recruit'em in recruiting-crm-and-sourcing (1), RecruitingCRM in recruiting-crm-and-sourcing (1), RecruitmentAds.com in job-advertising-and-distribution (1), Red Brick Mentorship in mentoring-software (1), Reedsy Studio in course-authoring-tools (1), RemoteHunter in job-advertising-and-distribution (1), Remunance in global-payroll-and-employer-of-record (1), Repsnap in candidate-assessment (1), Resolve (formerly Espressive Barista) in hr-help-desk-and-case-management (1), Respondent.io in compensation-management (1), Respondus Monitor in candidate-assessment (1), Responsive in recruiting-crm-and-sourcing (1), Retain in workforce-management-suites (1), Rev in compensation-management (1), Right Side Up in internal-talent-marketplace (1), Root HR in hr-compliance-and-policy-management (1), Routine in workforce-scheduling (1), S&P Global Mobility in compensation-benchmarking-data (1), SAP Scheduling Modules in workforce-scheduling (1), SIGMA Succession Planning Templates in succession-planning (1), SIGMA Succession Templates in succession-planning (1), SRGA Global in global-payroll-and-employer-of-record (1), SWE-bench Verified in compensation-benchmarking-data (1), Salary.co in compensation-management (1), SalaryBox in time-and-attendance (1), Sales Navigator in recruiting-crm-and-sourcing (1), Salesforce CPQ / Revenue Cloud in compensation-management (1), SavvyPay in earned-wage-access (1), Scale AI in internal-talent-marketplace (1), Scale AI / Outlier AI / Remotasks in compensation-management (1), ScheduleAnywhere in workforce-scheduling (1), Schoology Learning in learning-management-systems (1), Science of Skill in skills-intelligence (1), ScreeningHive in video-interviewing (1), Seamless AI in employee-engagement-surveys (1), SecondBody in coaching-platforms (1), SecretAgent in compensation-management (1), SelfStir Individual in 360-feedback (1), Sentrifugo HRMS in internal-talent-marketplace (1), Sequoia Benefits & Insurance Services (incl. Sequoia One) in benefits-administration (1), Serra in ai-recruiting-assistants (1), ServiceNow AI Agents / Employee Service in hr-ai-assistants (1), ServiceNow ITSM in hr-help-desk-and-case-management (1), Shareworks in compensation-management (1), Shaw Academy in learning-experience-platforms (1), Shine in employee-wellbeing-and-mental-health (1), Shine.com in recruitment-marketing-and-career-sites (1), SimpleBenefits in benefits-administration (1), Simplero in coaching-platforms (1), Simplifai in interview-scheduling (1), Simply Schedule Appointments in workforce-scheduling (1), SimplyMeet.me in workforce-scheduling (1), Simular Pro in hr-ai-assistants (1), Sirius XM Radio in hr-ai-assistants (1), Skill Arbitrage in skills-intelligence (1), SkillArbitrage in skills-intelligence (1), Skillfully in skills-intelligence (1), Skills Management Software in skills-intelligence (1), Skills Map in skills-intelligence (1), SkillsCat in skills-intelligence (1), SkillsHub in online-course-libraries (1), Skillwise in skills-intelligence (1), Slack Docs in course-authoring-tools (1), Sleepio in employee-wellbeing-and-mental-health (1), SmartMobility in internal-talent-marketplace (1), Socrative in candidate-assessment (1), Solvvy in workforce-management-suites (1), Sona in workforce-management-suites (1), Sonia in employee-wellbeing-and-mental-health (1), Sophia Learning in learning-experience-platforms (1), SourceForge Mentoring Software in mentoring-software (1), Sourcerate in recruitment-marketing-and-career-sites (1), Sourcetable Pay Equity Analysis Template in pay-equity (1), Spook Luke's GCR/Grand Champ Road Map in coaching-platforms (1), Spott in ai-recruiting-assistants (1), SpringWorks in employee-onboarding (1), Staff Leave in leave-and-absence-management (1), Staffing Match in contingent-workforce-management (1), Staffing Referrals in recruitment-marketing-and-career-sites (1), Staffline Group (UK) in contingent-workforce-management (1), StartupCFO’s Startup Salary Benchmark in compensation-benchmarking-data (1), Stormlikes in employee-engagement-surveys (1), Strategy& in compensation-benchmarking-data (1), Strawberry.me in coaching-platforms (1), Sub Hero in frontline-employee-apps (1), SubSidekick in frontline-employee-apps (1), SuccessionWizard in succession-planning (1), Surge AI in skills-intelligence (1), Swagbucks in compensation-management (1), Swooped in job-advertising-and-distribution (1), Sworkforce in 360-feedback (1), Sympa in hr-help-desk-and-case-management (1), Syncfusion in org-charts-and-org-design (1), Syncfusion Org Chart Maker in org-charts-and-org-design (1), Synergita PMS in performance-management (1), Synergy Learning in learning-management-systems (1), Syntax in compliance-training (1), TED Ed in online-course-libraries (1), TIMECO Systems in time-and-attendance (1), TXEX in coaching-platforms (1), TailoredPay in compensation-management (1), Tal3nt.xyz in internal-talent-marketplace (1), Talent500 (by Oyster) in global-payroll-and-employer-of-record (1), TalentHook in talent-intelligence (1), TalentLaunch in talent-intelligence (1), TalentMapper in internal-talent-marketplace (1), TalentNet in contingent-workforce-management (1), TalentSeach in recruitment-marketing-and-career-sites (1), Talentech in employee-onboarding (1), Talenthouse in internal-talent-marketplace (1), Talentlytics in recruiting-crm-and-sourcing (1), Talkdesk in workforce-management-suites (1), Tayl in compliance-training (1), Team Insights in employee-engagement-surveys (1), Team Ohana in compensation-management (1), TeamViewer Frontline Workplace in frontline-employee-apps (1), Teamworks in coaching-platforms (1), TechPowerUp in compensation-benchmarking-data (1), TechSpot in compensation-benchmarking-data (1), Teen Counseling in employee-wellbeing-and-mental-health (1), Teleopti WFM in workforce-management-suites (1), Tellent in applicant-tracking-systems (1), Tend in contingent-workforce-management (1), Terappeuta in employee-wellbeing-and-mental-health (1), TestGenius in candidate-assessment (1), Textkernel in job-advertising-and-distribution (1), The 9-Box Grid Spreadsheet in succession-planning (1), The Hire Talent in candidate-assessment (1), The Mentor Method in mentoring-software (1), The Odin Project in skills-intelligence (1), The PeopleDataLabs (PDL) in background-screening (1), The Prime VR in compliance-training (1), The Standard in leave-and-absence-management (1), The Talent Games in candidate-assessment (1), TheNewBoston (YouTube) in online-course-libraries (1), Thera in global-payroll-and-employer-of-record (1), Thinkful in mentoring-software (1), Thinkster in learning-experience-platforms (1), Thrive Go in coaching-platforms (1), ThriveMap in candidate-assessment (1), TimeForce → iSolved HCM in time-and-attendance (1), Timesheets.com in time-and-attendance (1), ToolJet in internal-talent-marketplace (1), TotalWellbeing in employee-wellbeing-and-mental-health (1), ToutApp in employee-engagement-surveys (1), Towers Watson in compensation-benchmarking-data (1), Trackabi in time-and-attendance (1), Trader Mentor School in mentoring-software (1), Trainn in learning-management-systems (1), TransUnion Rental Screening Solutions (TURSS) in background-screening (1), Treehouse in skills-intelligence (1), Trilogy Education Services in skills-intelligence (1), Triplebyte in job-advertising-and-distribution (1), Tropic in org-charts-and-org-design (1), Truelancer in contingent-workforce-management (1), Trusted salary benchmarking surveys (imercer) in compensation-benchmarking-data (1), Tula in interview-scheduling (1), Tulip in frontline-employee-apps (1), U.S. Bureau of Labor Statistics (BLS) - OEWS in compensation-benchmarking-data (1), UKG Bryte in hr-ai-assistants (1), UKG People Analytics in people-analytics (1), US Compliance Services LLC in compliance-training (1), UStrive in mentoring-software (1), Ubeeo in applicant-tracking-systems (1), UneeQ Immersive Training Platform in learning-experience-platforms (1), Upskillist in skills-intelligence (1), Upwork-style platforms in internal-talent-marketplace (1), UserInterviews in compensation-management (1), Ustech Automations in job-advertising-and-distribution (1), VCompliance in hr-compliance-and-policy-management (1), VDAB in job-advertising-and-distribution (1), Vantagebox (by SurveyMonkey/Qualtrics) in 360-feedback (1), Vendorapp in contingent-workforce-management (1), Vercel's `skills.sh` in skills-intelligence (1), VerifiedReports in background-screening (1), VerifyMinds in background-screening (1), Vermont Women's Fund LEEP Toolkit in pay-equity (1), VideoHire in video-interviewing (1), Views4You in employee-engagement-surveys (1), Visier Compensation in compensation-management (1), Voco.ai in interview-scheduling (1), WBSP's open-source toolkit in skills-intelligence (1), WILL Interactive in compliance-training (1), WP ERP in internal-talent-marketplace (1), Wage data from government sources in compensation-benchmarking-data (1), Waggle in coaching-platforms (1), WaitWell in workforce-scheduling (1), WalkMe Learning Arc in online-course-libraries (1), Wasp Time (Wasp Barcode Technologies) in time-and-attendance (1), WeVow in compliance-training (1), WebCT in learning-management-systems (1), WebWork Tracker in frontline-employee-apps (1), Weebly in course-authoring-tools (1), Welcome in compensation-management (1), Whalesync in recruitment-marketing-and-career-sites (1), When2Work in workforce-scheduling (1), WhenToWork in workforce-management-suites (1), WhenUptime (by ComplyTrak) in time-and-attendance (1), Willis Towers Watson [WTW] in compensation-benchmarking-data (1), Windows Server 2012-based platforms in internal-communications-and-intranet (1), Wisq Harper in hr-ai-assistants (1), Workday Dayforce in workforce-management-suites (1), Workday Extend in internal-talent-marketplace (1), Workday Joule in hr-ai-assistants (1), Workday P2P (Procure-to-Pay) and T&E in recruiting-crm-and-sourcing (1), Workday People in hr-help-desk-and-case-management (1), Workday Strategic Planning in workforce-planning (1), Workday VantagePoint in people-analytics (1), Workday modules in compensation-management (1), Worksmart by Crossover in people-analytics (1), Workstars in recognition-and-rewards (1), Workstatus in time-and-attendance (1), WorldatWork Research in compensation-benchmarking-data (1), Wrenly in recognition-and-rewards (1), Xenia in frontline-employee-apps (1), Xenspace in org-charts-and-org-design (1), Xor.AI in ai-recruiting-assistants (1), Y Combinator's Work at a Startup in job-advertising-and-distribution (1), ZandaX in coaching-platforms (1), Zapier or Make in internal-talent-marketplace (1), Zapilio in skills-intelligence (1), Zapro AI in contingent-workforce-management (1), Zearn in learning-experience-platforms (1), ZenFlip in hr-compliance-and-policy-management (1), Zeno / Wysa in employee-wellbeing-and-mental-health (1), Zenput in frontline-employee-apps (1), ZestPay in earned-wage-access (1), Zoee in coaching-platforms (1), Zoom assistants in ai-recruiting-assistants (1), ZoomLearn in learning-management-systems (1), Zoomin (Salesforce) in learning-experience-platforms (1), Zurixx in coaching-platforms (1), codementor.io in mentoring-software (1), domi/Co.llab in course-authoring-tools (1), e-Workplace Training / e-WHMIS / eWorkplace Safety Training in compliance-training (1), eCommons in learning-management-systems (1), frontlineapp.xyz in frontline-employee-apps (1), hireEZ's Free Boolean Builder in recruiting-crm-and-sourcing (1), iCoachWorld in coaching-platforms (1), iCounseling in employee-wellbeing-and-mental-health (1), iMocha Succession Planning Tools in succession-planning (1), iSpring Cam Pro in course-authoring-tools (1), inFeedo AI in employee-engagement-surveys (1), inSchedule in workforce-management-suites (1), itslearning in learning-management-systems (1), jobs.ca in job-advertising-and-distribution (1), karriere.at in job-advertising-and-distribution (1), legacy Oracle systems in internal-communications-and-intranet (1), older SAP/Oracle modules in workforce-planning (1), paper timesheets in time-and-attendance (1), peopleHum Phia in hr-ai-assistants (1), pwskills.com in skills-intelligence (1), quickcoach.fit in coaching-platforms (1), skillsmp in skills-intelligence (1), skilly in skills-intelligence (1), symplr Workforce in workforce-planning (1), uAttend in time-and-attendance (1)

Excluded by rule, 10 labels not scored:

People Managing People (4; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), FitGap (2; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), HRTechSaaS (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Select Software Reviews (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Toolradar (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Toolradar's mid-market focused solutions (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks)

Category-scoped resolutions, 1599 labels. A bare vendor name was read as that vendor's product for the asked category, which assigns specificity the model did not write; each one is listed so the assumption is visible:

15Five in employee-engagement-surveys read as 15Five Engage (36), Workday in hris-and-hcm-platforms read as Workday HCM (30), Boon in coaching-platforms read as Boon Health (27), Mercer in compensation-benchmarking-data read as Mercer Total Remuneration Survey (26), SAP SuccessFactors in succession-planning read as SAP SuccessFactors Succession & Development (23), Workday in compensation-management read as Workday Compensation (23), Lattice in compensation-management read as Lattice Compensation (22), TalentGuard in succession-planning read as TalentGuard Succession Planning (22), Workday in succession-planning read as Workday Succession Planning (20), LinkedIn in job-advertising-and-distribution read as LinkedIn Jobs (19), Paychex in payroll-software read as Paychex Flex (19), Trusaic in pay-equity read as Trusaic PayParity (19), Qualtrics in 360-feedback read as Qualtrics 360 Development (17), TalentDesk in contingent-workforce-management read as TalentDesk.io (17), Workday in performance-management read as Workday HCM Performance Management (16), Cornerstone OnDemand in succession-planning read as Cornerstone Succession (15), Workday in hr-ai-assistants read as Workday Illuminate (15), iCIMS in recruitment-marketing-and-career-sites read as iCIMS Attract (15), BambooHR in compensation-management read as BambooHR Compensation (14), Calm in employee-wellbeing-and-mental-health read as Calm Health (14), Oyster HR in global-payroll-and-employer-of-record read as Oyster (14), Eightfold in talent-intelligence read as Eightfold AI (13), Microsoft Teams in frontline-employee-apps read as Microsoft 365 for Frontline Workers (13), Salary.com in pay-equity read as Salary.com Pay Equity (13), BambooHR in hr-ai-assistants read as Ask BambooHR (12), BambooHR in time-and-attendance read as BambooHR Time Tracking (12), Coursera in online-course-libraries read as Coursera for Business (12), Workativ in hr-ai-assistants read as Workativ Assistant (12), Workday in workforce-management-suites read as Workday Workforce Management (12), Eightfold in skills-intelligence read as Eightfold AI (11), HRSoft in compensation-management read as HRSoft Compensation Management (11), Mercer in compensation-management read as Mercer IBE (11), Patriot Software in payroll-software read as Patriot Payroll (11), Pluralsight in skills-intelligence read as Pluralsight Skills (11), Qualtrics in employee-engagement-surveys read as Qualtrics EmployeeXM (11), SalaryCube in compensation-management read as SalaryCube Comp Planning (11), ServiceNow in hr-help-desk-and-case-management read as ServiceNow HR Service Delivery (11), SharePoint in internal-communications-and-intranet read as Microsoft SharePoint (11), Workday in internal-talent-marketplace read as Workday Talent Marketplace (11), Cornerstone in learning-experience-platforms read as Cornerstone OnDemand (10), MoneyLion in earned-wage-access read as MoneyLion – Instacash (10), Accurate in background-screening read as Accurate Background (9), Eightfold in internal-talent-marketplace read as Eightfold AI (9), HappyFox in hr-help-desk-and-case-management read as HappyFox Help Desk (9), Salary.com in compensation-benchmarking-data read as Salary.com CompAnalyst (9), Skillsoft in compliance-training read as Skillsoft Percipio (9), Workday in benefits-administration read as Workday HCM (9), Zenefits in benefits-administration read as TriNet Zenefits (9), Confluence in internal-communications-and-intranet read as Atlassian Confluence (8), Deel HR in hris-and-hcm-platforms read as Deel (8), HiBob HRIS in performance-management read as HiBob (8), Mineral in hr-compliance-and-policy-management read as Mitratech Mineral (8), Skillsoft in online-course-libraries read as Skillsoft Percipio (8), Workday Peakon in employee-engagement-surveys read as Workday Peakon Employee Voice (8), ADP in benefits-administration read as ADP Workforce Now (7), Deel in workforce-planning read as Deel Workforce Planning (7), Igloo in internal-communications-and-intranet read as Igloo Software (7), KnowBe4 in compliance-training read as KnowBe4 Compliance Plus (7), O.C. Tanner in recognition-and-rewards read as O.C. Tanner Culture Cloud (7), PeopleFluent in succession-planning read as PeopleFluent Succession Management (7), PowerPoint in org-charts-and-org-design read as Microsoft PowerPoint (7), SAP SuccessFactors in workforce-planning read as SAP SuccessFactors Workforce Planning (7), Workday in ai-recruiting-assistants read as Workday Recruiting (7), Workday in talent-intelligence read as Workday Skills Cloud (7), beqom in pay-equity read as beqom Pay Equity (7), Blackboard in learning-management-systems read as Blackboard Learn (6), Canvas in learning-management-systems read as Canvas LMS (6), Ceridian Dayforce in workforce-management-suites read as Dayforce (6), Deel HR in hr-compliance-and-policy-management read as Deel (6), EasyHire in video-interviewing read as EasyHire.me (6), Lightcast in skills-intelligence read as Lightcast Open Skills (6), Litmos in learning-management-systems read as SAP Litmos (6), Officevibe in employee-engagement-surveys read as Workleap Officevibe (6), UKG Pro in succession-planning read as UKG Pro Succession Planning (6), Workday in hr-help-desk-and-case-management read as Workday HR Service Delivery (6), Workday in people-analytics read as Workday People Analytics (6), Workday HCM in hr-help-desk-and-case-management read as Workday Human Capital Management (6), iCIMS in talent-intelligence read as iCIMS Talent Cloud (6), ADP in time-and-attendance read as ADP Workforce Now (5), Ally.io in goals-and-okrs read as Microsoft Viva Goals (5), Barley in pay-equity read as Workleap Compensation (5), Bucketlist in recognition-and-rewards read as Bucketlist Rewards (5), Cornerstone in compliance-training read as Cornerstone OnDemand (5), Cornerstone in internal-talent-marketplace read as Cornerstone OnDemand (5), Coursera in learning-experience-platforms read as Coursera for Business (5), Deel Services in pay-equity read as Deel Compensation/Pay Equity (5), Effy in hr-ai-assistants read as Effy AI (5), Gtmhub in goals-and-okrs read as Quantive (5), Litmos in compliance-training read as SAP Litmos (5), Nakisa in org-charts-and-org-design read as Nakisa Org Design Suite (5), Power BI in people-analytics read as Microsoft Power BI (5), SAP SuccessFactors in applicant-tracking-systems read as SAP SuccessFactors Recruiting (5), SAP SuccessFactors in compensation-management read as SAP SuccessFactors Compensation (5), ServiceNow in hr-ai-assistants read as ServiceNow HR Service Delivery (5), Tovuti in learning-experience-platforms read as Tovuti LMS (5), Trusaic (PayParity) in pay-equity read as Trusaic PayParity (5), Verint in workforce-management-suites read as Verint Workforce Management (5), Absorb in compliance-training read as Absorb LMS (4), Acorn in skills-intelligence read as Acorn PLMS (4), Canvas (Instructure) in learning-management-systems read as Canvas LMS (4), Cascade in goals-and-okrs read as Cascade Strategy (4), Ceridian Dayforce in hris-and-hcm-platforms read as Dayforce (4), Deel in pay-equity read as Deel Compensation/Pay Equity (4), Deel HR in leave-and-absence-management read as Deel (4), HiBob HRIS in workforce-planning read as HiBob (4), Hogan in candidate-assessment read as Hogan Assessments (4), Korn Ferry in compensation-benchmarking-data read as Korn Ferry Pay (4), MyHub in internal-communications-and-intranet read as MyHub Intranet (4), Oracle HCM Cloud in hris-and-hcm-platforms read as Oracle Fusion Cloud HCM (4), Paychex in hr-compliance-and-policy-management read as Paychex Flex (4), Paychex in hris-and-hcm-platforms read as Paychex Flex (4), RemotePeople in global-payroll-and-employer-of-record read as Remote People (4), SAP in hris-and-hcm-platforms read as SAP SuccessFactors (4), Salary.com (CompAnalyst) in compensation-benchmarking-data read as Salary.com CompAnalyst (4), ThriveSparrow in recognition-and-rewards read as ThriveSparrow Kudos (4), WEX in flexible-benefits-and-lifestyle-spending-accounts read as WEX Benefits (4), Workday in applicant-tracking-systems read as Workday Recruiting (4), Workday in time-and-attendance read as Workday Time Tracking (4), Workhuman in people-analytics read as Workhuman iQ (4), Workleap (Officevibe) in employee-engagement-surveys read as Workleap Officevibe (4), Workleap (formerly Officevibe) in employee-engagement-surveys read as Workleap Officevibe (4), Workplace by Meta in internal-communications-and-intranet read as Workplace from Meta (4), monday AI Workspace in workforce-planning read as Monday.com (4), ADP in compensation-management read as ADP Workforce Now (3), ADP in flexible-benefits-and-lifestyle-spending-accounts read as ADP Workforce Now (3), ADP Global Payroll in global-payroll-and-employer-of-record read as ADP GlobalView Payroll (3), Absorb in learning-experience-platforms read as Absorb LMS (3), Absorb in online-course-libraries read as Absorb LMS (3), Acuity in interview-scheduling read as Acuity Scheduling (3), Ally.io (Microsoft Viva Goals) in goals-and-okrs read as Microsoft Viva Goals (3), Blackboard (Anthology) in learning-management-systems read as Blackboard Learn (3), Calabrio in workforce-management-suites read as Calabrio ONE (3), Calm Business in employee-wellbeing-and-mental-health read as Calm Health (3), Conexis in contingent-workforce-management read as Conexis VMS (3), Confluence (Atlassian) in internal-communications-and-intranet read as Atlassian Confluence (3), Cornerstone in learning-management-systems read as Cornerstone OnDemand (3), Coursera for Business in skills-intelligence read as Coursera (3), Criteria in candidate-assessment read as Criteria Corp (3), Culpepper in compensation-benchmarking-data read as Culpepper Compensation Surveys (3), Dovetail in hr-help-desk-and-case-management read as Dovetail Software (3), Eightfold in ai-recruiting-assistants read as Eightfold AI (3), Gomo in course-authoring-tools read as Gomo Learning (3), Ingentis in org-charts-and-org-design read as Ingentis org.manager (3), Lyra in employee-wellbeing-and-mental-health read as Lyra Health (3), NICE in workforce-management-suites read as NICE Workforce Management (3), Oracle in compensation-management read as Oracle Fusion Cloud Compensation (3), Oracle in hris-and-hcm-platforms read as Oracle Fusion Cloud HCM (3), Oracle HCM in performance-management read as Oracle Fusion Cloud HCM (3), Oracle HCM in succession-planning read as Oracle Fusion Cloud HCM (3), Oracle HCM Cloud in hr-help-desk-and-case-management read as Oracle Fusion Cloud HCM (3), Patriot in payroll-software read as Patriot Payroll (3), Payscale Ascent in pay-equity read as Payscale (3), SAP in payroll-software read as SAP SuccessFactors Employee Central Payroll (3), SAP SuccessFactors in internal-talent-marketplace read as SAP SuccessFactors Opportunity Marketplace (3), SAP SuccessFactors HCM in internal-communications-and-intranet read as SAP SuccessFactors (3), Sana in learning-management-systems read as Sana Learn (3), ServiceNow HRSD in hr-help-desk-and-case-management read as ServiceNow HR Service Delivery (3), Sprout in employee-wellbeing-and-mental-health read as Sprout at Work (3), Syndio in compensation-management read as Syndio PayEQ (3), Taleo in applicant-tracking-systems read as Oracle Taleo (3), Workleap in pay-equity read as Workleap Compensation (3), Absorb in learning-management-systems read as Absorb LMS (2), Alight in benefits-administration read as Alight Solutions (2), Aon in compensation-benchmarking-data read as Aon's Radford McLagan Compensation Database (2), Atlas in global-payroll-and-employer-of-record read as Atlas HXM (2), Bain in compensation-benchmarking-data read as Bain & Company (2), BambooHR Elite in compensation-management read as BambooHR Compensation (2), Beqom in pay-equity read as beqom Pay Equity (2), Carta Total Comp in compensation-benchmarking-data read as Carta Total Compensation (2), Carta Total Compensation in compensation-management read as Carta Total Comp (2), Comprehensive in pay-equity read as Comprehensive.io (2), Coupa in contingent-workforce-management read as Coupa Contingent Workforce (2), Coursebox in course-authoring-tools read as Coursebox AI (2), Deel in succession-planning read as Deel HR (2), Deel HR in org-charts-and-org-design read as Deel (2), Donut in recognition-and-rewards read as Donut Shoutouts (2), EdApp in compliance-training read as SC Training (2), Eightfold in succession-planning read as Eightfold AI (2), Facebook in job-advertising-and-distribution read as Facebook Jobs (2), Glint in employee-engagement-surveys read as Microsoft Viva Glint (2), Greenhouse AI in ai-recruiting-assistants read as Greenhouse (2), Gusto in earned-wage-access read as Gusto Wallet (2), HRSoft (COMPview) in compensation-management read as HRSoft Compensation Management (2), Legion in workforce-management-suites read as Legion WFM (2), LinkedIn in recruitment-marketing-and-career-sites read as LinkedIn Talent Solutions (2), Litmos in course-authoring-tools read as SAP Litmos (2), Mineral (Mitratech) in hr-compliance-and-policy-management read as Mitratech Mineral (2), NAVEX One in compliance-training read as NAVEX (2), Noon in talent-intelligence read as Noon AI (2), O.C. Tanner (Culture Cloud) in recognition-and-rewards read as O.C. Tanner Culture Cloud (2), Officevibe (Workleap) in employee-engagement-surveys read as Workleap Officevibe (2), Officevibe (by Workleap) in employee-engagement-surveys read as Workleap Officevibe (2), Oracle in hr-compliance-and-policy-management read as Oracle Fusion Cloud HCM (2), Oracle in payroll-software read as Oracle Fusion Cloud HCM (2), Oracle in succession-planning read as Oracle Fusion Cloud HCM (2), Oracle in workforce-management-suites read as Oracle Fusion Cloud HCM (2), Oracle HCM in hris-and-hcm-platforms read as Oracle Fusion Cloud HCM (2), Oracle HCM in workforce-planning read as Oracle Fusion Cloud HCM (2), Oracle HCM Cloud in workforce-management-suites read as Oracle Fusion Cloud HCM (2), Paychex in time-and-attendance read as Paychex Time & Attendance (2), Payoneer in global-payroll-and-employer-of-record read as Payoneer Workforce Management (2), Powell in internal-communications-and-intranet read as Powell Intranet (2), Power BI Pro in people-analytics read as Microsoft Power BI (2), ProProfs in hr-help-desk-and-case-management read as ProProfs Help Desk (2), QuickBooks Workforce in time-and-attendance read as QuickBooks Time (2), RUN Powered by ADP in payroll-software read as ADP RUN (2), SAP in internal-talent-marketplace read as SAP SuccessFactors Opportunity Marketplace (2), SAP SuccessFactors in payroll-software read as SAP SuccessFactors Employee Central Payroll (2), ServiceNow in employee-onboarding read as ServiceNow HR Service Delivery (2), Skillsoft in learning-experience-platforms read as Skillsoft Percipio (2), Skillsoft in skills-intelligence read as Skillsoft Percipio (2), Syndio PayEQ in pay-equity read as Syndio (2), UKG in succession-planning read as UKG Pro Succession Planning (2), Workday in interview-scheduling read as Workday Recruiting (2), Workday in workforce-scheduling read as Workday Workforce Management (2), Workday Benefits in benefits-administration read as Workday HCM (2), Workday HCM in leave-and-absence-management read as Workday (2), Workday HCM in performance-management read as Workday HCM Performance Management (2), Workday HCM in succession-planning read as Workday Succession Planning (2), Workday Performance in performance-management read as Workday HCM Performance Management (2), Workleap in employee-engagement-surveys read as Workleap Officevibe (2), Zenefits in flexible-benefits-and-lifestyle-spending-accounts read as TriNet Zenefits (2), Zenefits (TriNet) in benefits-administration read as TriNet Zenefits (2), dominKnow in course-authoring-tools read as dominKnow | ONE (2), iCIMS Talent Cloud in recruitment-marketing-and-career-sites read as iCIMS Attract (2), iSpring LMS in learning-management-systems read as iSpring Learn (2), 15Five (Engage Plan) in employee-engagement-surveys read as 15Five Engage (1), ADP in workforce-management-suites read as ADP Workforce Now (1), ADP in workforce-planning read as ADP Workforce Now (1), ADP (RUN / Workforce-related offerings) in time-and-attendance read as ADP Workforce Now (1), ADP (Workforce Now / RUN) in benefits-administration read as ADP Workforce Now (1), ADP (specifically RUN for small businesses) in compensation-management read as ADP Workforce Now (1), ADP Global in global-payroll-and-employer-of-record read as ADP GlobalView Payroll (1), ADP GlobalView in global-payroll-and-employer-of-record read as ADP GlobalView Payroll (1), ADP Lyric in hris-and-hcm-platforms read as ADP Lyric HCM (1), ADP Time & Attendance in time-and-attendance read as ADP Workforce Now (1), ADP Time & Attendance (Workforce Now / TimeSaver) in time-and-attendance read as ADP Workforce Now (1), ADP Workforce Manager in workforce-management-suites read as ADP Workforce Management (1), ADP Workforce Now / ADP time & attendance in time-and-attendance read as ADP Workforce Now (1), ADP Workforce Now WFM in workforce-management-suites read as ADP Workforce Now (1), Absorb in employee-onboarding read as Absorb LMS (1), Adapt in course-authoring-tools read as Adapt Learning (1), Alight in flexible-benefits-and-lifestyle-spending-accounts read as Alight Solutions (1), Ally.io (Viva Goals) in goals-and-okrs read as Microsoft Viva Goals (1), Ally.io (now Microsoft Viva Goals) in goals-and-okrs read as Microsoft Viva Goals (1), Amazon's AI Recruitment Tool in ai-recruiting-assistants read as Amazon (1), Articulate 360 - Storyline/Rise in course-authoring-tools read as Articulate 360 (1), Articulate Rise in course-authoring-tools read as Articulate Rise 360 (1), Avature in contingent-workforce-management read as Avature VMS (1), BambooHR in recruitment-marketing-and-career-sites read as BambooHR Recruiting (1), BambooHR ("Ask BambooHR") in hr-ai-assistants read as Ask BambooHR (1), BambooHR / Bamboo AI in hr-ai-assistants read as Ask BambooHR (1), BambooHR with Bamboo AI / Ask BambooHR in hr-ai-assistants read as Ask BambooHR (1), Barley (now part of Workleap) in pay-equity read as Workleap Compensation (1), Blue Yonder in workforce-management-suites read as Blue Yonder Workforce Management (1), Bob (HiBob) in performance-management read as HiBob (1), Braintrust (usebraintrust.com or usebraintrust.ai) in video-interviewing read as Braintrust AIR (1), Breezy in recruiting-crm-and-sourcing read as Breezy HR (1), Calm (Calm for Business) in employee-wellbeing-and-mental-health read as Calm Health (1), Canvas in learning-experience-platforms read as Canvas LMS (1), Canvas (by Instructure) in learning-management-systems read as Canvas LMS (1), Canvas by Instructure in learning-management-systems read as Canvas LMS (1), Ceridian (Dayforce) in payroll-software read as Dayforce (1), Ceridian Dayforce in frontline-employee-apps read as Dayforce (1), CompData in compensation-benchmarking-data read as CompData Surveys (1), Confluence by Atlassian in internal-communications-and-intranet read as Atlassian Confluence (1), CornerStone in internal-talent-marketplace read as Cornerstone OnDemand (1), Cornerstone in applicant-tracking-systems read as Cornerstone OnDemand (1), Cornerstone in course-authoring-tools read as Cornerstone OnDemand (1), Cornerstone in skills-intelligence read as Cornerstone OnDemand (1), Cornerstone (OnDemand) in learning-management-systems read as Cornerstone OnDemand (1), Cornerstone (Saba / Cornerstone OnDemand) in applicant-tracking-systems read as Cornerstone OnDemand (1), Cornerstone (formerly EdCast) in learning-experience-platforms read as Cornerstone OnDemand (1), Cornerstone (with EdCast) in learning-experience-platforms read as Cornerstone OnDemand (1), Coursera Business in online-course-libraries read as Coursera for Business (1), Criteria (Criteria Corp) in candidate-assessment read as Criteria Corp (1), Darwinbox in compensation-management read as Darwinbox Compensation Management (1), Dayforce in earned-wage-access read as Dayforce Wallet (1), Deel in people-analytics read as Deel HR (1), Deel HR in employee-onboarding read as Deel (1), Deel HR in performance-management read as Deel (1), Deel Payroll in payroll-software read as Deel (1), EdApp in learning-experience-platforms read as SC Training (1), EdApp in learning-management-systems read as SC Training (1), Eightfold in hr-ai-assistants read as Eightfold AI (1), Eightfold in recruiting-crm-and-sourcing read as Eightfold AI (1), Espressive in hr-ai-assistants read as Espressive Barista (1), Figures.hr in pay-equity read as Figures (1), Freelancer in contingent-workforce-management read as Freelancer.com (1), Freelancer in skills-intelligence read as Freelancer.com (1), Gainsight POA in goals-and-okrs read as Gainsight (1), Gallup in employee-engagement-surveys read as Gallup Access (1), Glint (LinkedIn) in people-analytics read as Microsoft Viva Glint (1), Glint (Microsoft Viva) in people-analytics read as Microsoft Viva Glint (1), Glint (Microsoft) in people-analytics read as Microsoft Viva Glint (1), Google Calendar Appointment Schedules in workforce-scheduling read as Google Calendar (1), Google Forms in internal-talent-marketplace read as Google Forms + Sheets (1), Google Forms + Looker Studio in employee-engagement-surveys read as Google Forms (1), Google Sheets in internal-talent-marketplace read as Google Forms + Sheets (1), Guru in skills-intelligence read as Guru.com (1), Guru.com in internal-talent-marketplace read as Guru (1), HRsoft in compensation-management read as HRSoft Compensation Management (1), HiBob / Bob in performance-management read as HiBob (1), HiBob HRIS in employee-onboarding read as HiBob (1), HiBob HRIS in hris-and-hcm-platforms read as HiBob (1), HiredScore AI for Recruiting in ai-recruiting-assistants read as HiredScore (1), HubSpot in hr-help-desk-and-case-management read as HubSpot Service Hub (1), InvGate in hr-help-desk-and-case-management read as InvGate Service Management (1), Kronos in time-and-attendance read as UKG Pro Workforce Management (1), Kronos (UKG) in time-and-attendance read as UKG Pro Workforce Management (1), Kronos (now Kronos UKG) in time-and-attendance read as UKG Pro Workforce Management (1), Kronos Workforce Central in time-and-attendance read as UKG Workforce Central (1), Leena in hr-ai-assistants read as Leena AI (1), Lessie in talent-intelligence read as Lessie AI (1), Lessonly in learning-management-systems read as Seismic Learning (1), Lever in people-analytics read as LeverTRM (1), LeverTRM in recruitment-marketing-and-career-sites read as Lever (1), Lightcast (formerly Emsi Burning Glass) in skills-intelligence read as Lightcast Open Skills (1), LinkedIn Talent Marketplace for Internal Talent in internal-talent-marketplace read as LinkedIn Talent Marketplace (1), Litmos (SAP Litmos) in learning-management-systems read as SAP Litmos (1), Litmos (formerly SAP Litmos) in learning-management-systems read as SAP Litmos (1), MS Teams Free in frontline-employee-apps read as Microsoft 365 for Frontline Workers (1), McKinsey in compensation-benchmarking-data read as McKinsey & Company (1), MentorshipHub in mentoring-software read as Mentorshiphub.ca (1), Mercer (Traditional Salary Surveys) in compensation-benchmarking-data read as Mercer Total Remuneration Survey (1), Mercer (eComp) in compensation-benchmarking-data read as Mercer Total Remuneration Survey (1), Meta Ads in job-advertising-and-distribution read as Meta (1), Microsoft Teams Frontline in frontline-employee-apps read as Microsoft 365 for Frontline Workers (1), Mitratech in compliance-training read as Mitratech Syntrio (1), Mokka in ai-recruiting-assistants read as MokaHR (1), Moodle Workplace in learning-management-systems read as Moodle (1), NAVEX One in hr-compliance-and-policy-management read as NAVEX PolicyTech (1), NICE WFM (Workforce Management) in workforce-management-suites read as NICE Workforce Management (1), NICE WFM (formerly IEX) in workforce-management-suites read as NICE Workforce Management (1), Navia in flexible-benefits-and-lifestyle-spending-accounts read as Navia Benefit Solutions (1), Neocase in hr-help-desk-and-case-management read as Neocase HR (1), Odoo Appraisal in performance-management read as Odoo (1), OfficeVibe (Workleap) in employee-engagement-surveys read as Workleap Officevibe (1), Oracle in employee-onboarding read as Oracle HCM Onboarding (1), Oracle in frontline-employee-apps read as Oracle HCM Cloud (1), Oracle in people-analytics read as Oracle Fusion HCM Analytics (1), Oracle in time-and-attendance read as Oracle Time and Labor (1), Oracle Cloud HCM in flexible-benefits-and-lifestyle-spending-accounts read as Oracle Fusion Cloud HCM (1), Oracle Cloud HCM in workforce-management-suites read as Oracle Fusion Cloud HCM (1), Oracle Cloud HCM in workforce-planning read as Oracle Fusion Cloud HCM (1), Oracle Compensation in compensation-management read as Oracle Fusion Cloud Compensation (1), Oracle Fusion in succession-planning read as Oracle Fusion Cloud HCM (1), Oracle HCM in employee-onboarding read as Oracle Fusion Cloud HCM (1), Oracle HCM in people-analytics read as Oracle Fusion Cloud HCM (1), Oracle HCM in time-and-attendance read as Oracle Time and Labor (1), Oracle HCM (PeopleSoft) in compensation-management read as Oracle Fusion Cloud Compensation (1), Oracle HCM Cloud in people-analytics read as Oracle Fusion Cloud HCM (1), Oracle HCM Cloud in succession-planning read as Oracle Fusion Cloud HCM (1), Oracle HCM Cloud in workforce-planning read as Oracle Fusion Cloud HCM (1), Oracle HCM Cloud (Global HR) in hr-help-desk-and-case-management read as Oracle Fusion Cloud HCM (1), Oracle HCM Cloud Succession Planning in succession-planning read as Oracle Fusion Cloud HCM (1), Oyster HR in hr-compliance-and-policy-management read as Oyster (1), Papaya in global-payroll-and-employer-of-record read as Papaya Global (1), Parity in pay-equity read as Parity Software (1), Patriot in compensation-management read as Patriot Software (1), Patriot in hr-compliance-and-policy-management read as Patriot Software (1), PayScale Ascent in pay-equity read as Payscale (1), PaySuite in pay-equity read as beqom Pay Equity (1), Paychex in benefits-administration read as Paychex Flex (1), Paylocity Global Payroll in global-payroll-and-employer-of-record read as Paylocity (1), Payscale Ascent (formerly Payfactors) in pay-equity read as Payscale (1), Peakon in employee-engagement-surveys read as Workday Peakon Employee Voice (1), Peakon in people-analytics read as Workday Peakon (1), Peakon (by Workday) in employee-engagement-surveys read as Workday Peakon Employee Voice (1), PeopleSoft in hris-and-hcm-platforms read as Oracle PeopleSoft (1), Personio Recruiting in recruitment-marketing-and-career-sites read as Personio (1), PowerPoint in course-authoring-tools read as Microsoft PowerPoint (1), ProProfs in learning-management-systems read as ProProfs Training Maker (1), Proprofs Training in online-course-libraries read as ProProfs Training Maker (1), Qualtrics (EmployeeXM) in people-analytics read as Qualtrics EmployeeXM (1), Qualtrics (XM Platform) in employee-engagement-surveys read as Qualtrics EmployeeXM (1), Qualtrics (XM for Employee Experience) in 360-feedback read as Qualtrics 360 Development (1), QuickBooks in contingent-workforce-management read as QuickBooks Online (1), QuickBooks in workforce-management-suites read as QuickBooks Time (1), RemotePeople (formerly Horizons) in global-payroll-and-employer-of-record read as Remote People (1), Replika in employee-wellbeing-and-mental-health read as Replika: My AI Friend (1), SAP in benefits-administration read as SAP SuccessFactors (1), SAP in employee-onboarding read as SAP SuccessFactors (1), SAP in hr-compliance-and-policy-management read as SAP SuccessFactors (1), SAP in hr-help-desk-and-case-management read as SAP SuccessFactors (1), SAP in interview-scheduling read as SAP SuccessFactors (1), SAP in leave-and-absence-management read as SAP SuccessFactors (1), SAP in skills-intelligence read as SAP SuccessFactors Skills (1), SAP Joule for HR in hr-ai-assistants read as SAP Joule (1), SAP Litmos in learning-experience-platforms read as Litmos (1), SAP Litmos in online-course-libraries read as Litmos (1), SAP SuccessFactors in learning-experience-platforms read as SAP SuccessFactors Learning (1), SAP SuccessFactors in skills-intelligence read as SAP SuccessFactors Skills (1), SAP SuccessFactors in time-and-attendance read as SAP SuccessFactors Time Management (1), SAP SuccessFactors Service Delivery in hr-help-desk-and-case-management read as SAP SuccessFactors Enterprise Service Management (1), SAP SuccessFactors Succession and Development in succession-planning read as SAP SuccessFactors Succession & Development (1), SHIFT HR Compliance in compliance-training read as Shift (1), SafetyCulture Training (formerly EdApp) in learning-experience-platforms read as SC Training (1), Salary.com (CompAnalyst for Small Business) in compensation-benchmarking-data read as Salary.com CompAnalyst (1), Salary.com (CompAnalyst) in pay-equity read as Salary.com Pay Equity (1), Salary.com (by Amex Group) in compensation-benchmarking-data read as Salary.com CompAnalyst (1), Salary.com Compensation Management in compensation-management read as Salary.com (1), Sana (Sana Labs) in learning-experience-platforms read as Sana Learn (1), Sana Labs in hr-ai-assistants read as Sana (1), ServiceNow in internal-talent-marketplace read as ServiceNow Opportunity Marketplace (1), ServiceNow (HR Service Delivery) in hr-help-desk-and-case-management read as ServiceNow HR Service Delivery (1), ServiceNow (HRSD) in hr-help-desk-and-case-management read as ServiceNow HR Service Delivery (1), ServiceNow HR in hr-help-desk-and-case-management read as ServiceNow HR Service Delivery (1), Skillsoft (Perspectives) in learning-experience-platforms read as Skillsoft Percipio (1), Skima in job-advertising-and-distribution read as Skima AI (1), Spiceworks Help Desk in hr-help-desk-and-case-management read as Spiceworks (1), Stack Overflow Jobs in job-advertising-and-distribution read as Stack Overflow (1), SuccessFactors in internal-communications-and-intranet read as SAP SuccessFactors (1), SuccessFactors in org-charts-and-org-design read as SAP SuccessFactors (1), SuccessFactors in people-analytics read as SAP SuccessFactors (1), SuccessFactors (SAP) in applicant-tracking-systems read as SAP SuccessFactors Recruiting (1), TELUS Health (formerly Sprout) in employee-wellbeing-and-mental-health read as LifeWorks (1), Taleo in recruitment-marketing-and-career-sites read as Oracle Taleo (1), Teams in frontline-employee-apps read as Microsoft 365 for Frontline Workers (1), Test Invite in candidate-assessment read as TestInvite (1), TopSource Worldwide in global-payroll-and-employer-of-record read as TopSource (1), Totara in learning-management-systems read as Totara Learn (1), Twitter in job-advertising-and-distribution read as X (1), UKG Pro in compensation-management read as UKG Pro Compensation (1), WEX in benefits-administration read as WEX Benefits (1), Workable in employee-onboarding read as Workable HR (1), Workday in global-payroll-and-employer-of-record read as Workday Payroll (1), Workday in job-advertising-and-distribution read as Workday Recruiting (1), Workday in learning-experience-platforms read as Workday Learning (1), Workday in pay-equity read as Workday Pay Equity (1), Workday in recruitment-marketing-and-career-sites read as Workday Recruiting (1), Workday in skills-intelligence read as Workday Skills Cloud (1), Workday (AI Screening Modules) in ai-recruiting-assistants read as Workday Recruiting (1), Workday (HiredScore) in ai-recruiting-assistants read as Workday Recruiting (1), Workday (as job portal) in job-advertising-and-distribution read as Workday Recruiting (1), Workday Adaptive in workforce-planning read as Workday Adaptive Planning (1), Workday GO in hris-and-hcm-platforms read as Workday HCM (1), Workday HCM in employee-onboarding read as Workday (1), Workday HCM in flexible-benefits-and-lifestyle-spending-accounts read as Workday (1), Workday HCM in pay-equity read as Workday Pay Equity (1), Workday HCM in payroll-software read as Workday (1), Workday HCM in workforce-management-suites read as Workday Workforce Management (1), Workday HCM/Benefits in benefits-administration read as Workday HCM (1), Workday Human Capital Management in people-analytics read as Workday HCM (1), Workday Human Capital Management (HCM) in benefits-administration read as Workday HCM (1), Workday Performance & Talent Management in performance-management read as Workday HCM Performance Management (1), Workday Performance Layer in performance-management read as Workday HCM Performance Management (1), Workday Succession in succession-planning read as Workday Succession Planning (1), Workday Talent Management in performance-management read as Workday HCM Performance Management (1), Workday, Inc. in hr-ai-assistants read as Workday Illuminate (1), Workplace in employee-engagement-surveys read as Workplace from Meta (1), Zendesk Employee Service Suite in hr-help-desk-and-case-management read as Zendesk (1), Zenefits (Now TriNet HR Plus) in benefits-administration read as TriNet Zenefits (1), Zenefits (TriNet Zenefits) in benefits-administration read as TriNet Zenefits (1), beqom (PaySuite) in pay-equity read as beqom Pay Equity (1), beqom (featuring PayAnalytics) in pay-equity read as beqom Pay Equity (1), beqom Total Compensation in pay-equity read as beqom Pay Equity (1), easyHire in video-interviewing read as EasyHire.me (1), iCIMS Talent Cloud in ai-recruiting-assistants read as iCIMS (1), iCIMS Talent Cloud in applicant-tracking-systems read as iCIMS (1), iSpring LMS in course-authoring-tools read as iSpring Learn (1), isEazy in course-authoring-tools read as isEazy Author (1), isolved People Cloud in benefits-administration read as isolved (1), monday Work Management in time-and-attendance read as Monday.com (1)

Combined answers split into one label per product: 1Way Interview / OneWayInterview, ADP Workforce Now / Paychex, Absorb LMS / Absorb Amplify, AccurateNow / ShareAble, Ally.io/Viva Goals, Articulate 360 / Rise 360, Articulate 360/Storyline, BambooHR + Clair, BizLibrary/Go1, Businessolver / bswift, Camtasia + PowerPoint, Clockify / Toggl, Clockify/Jibble, Cornerstone Learning / Cornerstone LXP, Cornerstone OnDemand / Docebo / Learning Pool, Criteria Corp / Predictive Index, DataCamp / GoSkills, Docebo + 365Talents, DocuSign + Google Docs, Ease / Employee Navigator, Factorial / Sage HR, Fiverr / Fiverr Pro, Freshdesk/Freshservice, Freshservice / Freshdesk, Glassdoor/Payscale (Free Basic), Glint/Leverage, Go1 / Udemy Business, Google Sheets/Notion templates, Gtmhub/Quantive, HR Cloud / Onboard by HR Cloud, Headspace for Work / Calm Business, Helpdesk 365 / Desk365, HiBob / Rippling, Jira/Atlassian Goals, JobTarget/DE Amplify, Juicebox / PeopleGPT, Juicebox.ai / PeopleGPT, Lattice/Leapsome, LinkedIn & Indeed, LinkedIn Recruiter / LinkedIn Recruiter Lite, LumApps + Beekeeper, Mercer IBE / Mercer, MicroMentor/SCORE, Microsoft Bookings / Outlook Calendar, Microsoft SharePoint and Viva, Microsoft Teams / Google Workspace (Native Tools), Microsoft Teams / Slack, NAVEX/LRN, Paycor / Paylocity, Paylocity / Justworks / Deel, Paylocity / Paycor, Payscale Ascent / Payfactors, PeopleStrong/Darwinbox, Phenom/Gloat, Qualtrics EmployeeXM / Workday Peakon, Quantive / Gtmhub / Koan, Radford / WTW / Brightmine, Radford/WTW, RemoFirst/RemotePeople, SAP SuccessFactors Learning / Litmos, SC Training/EdApp, Salary.com/Compdata, Sapling/CharlieHR, Sapling/HiBob, SharePoint + Viva Engage, SharePoint/Viva Connections, Sift / GoProfiles, TSheets/QuickBooks Time, Tableau / ThoughtSpot, TalentDesk/Worksome, Thinkific/Teachable, UKG (formerly Kronos) / UKG Pro, Upwork Enterprise / Fiverr Enterprise, Vantage Circle / Vantage Fit, Vantage Fit / MoveSpring, Vervoe / Harver, WTW/Radford, Webflow/Wordpress, Woebot / Wysa, Workday HCM / SAP SuccessFactors / Oracle HCM, Workday People Analytics / Prism, Workday People Analytics / Workday Peakon, Workleap / OpenComp, Zendesk / Jira Service Management, Zenefits / TriNet, Zenefits / TriNet Zenefits, Zoho People / Freshteam, Zoom/Teams

## Appendix: loose paraphrase stability

- Claude Haiku 4.5: a direct first choice kept as first choice or alternative in 12 of 47 categories (26%); differing under the strict rule: 360-feedback, ai-recruiting-assistants, applicant-tracking-systems, background-screening, candidate-assessment, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-onboarding, employee-wellbeing-and-mental-health, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hris-and-hcm-platforms, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, leave-and-absence-management, mentoring-software, org-charts-and-org-design, pay-equity, payroll-software, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, succession-planning, talent-intelligence, time-and-attendance, workforce-management-suites, workforce-planning, workforce-scheduling
- GPT-5.4 mini: a direct first choice kept as first choice or alternative in 21 of 50 categories (42%); differing under the strict rule: ai-recruiting-assistants, benefits-administration, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, earned-wage-access, employee-engagement-surveys, employee-onboarding, employee-wellbeing-and-mental-health, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hris-and-hcm-platforms, internal-communications-and-intranet, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, leave-and-absence-management, mentoring-software, online-course-libraries, org-charts-and-org-design, pay-equity, payroll-software, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, workforce-planning, workforce-scheduling
- Gemini 3.5 Flash: a direct first choice kept as first choice or alternative in 38 of 50 categories (76%); differing under the strict rule: ai-recruiting-assistants, background-screening, benefits-administration, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-wellbeing-and-mental-health, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, internal-communications-and-intranet, internal-talent-marketplace, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, leave-and-absence-management, mentoring-software, online-course-libraries, pay-equity, people-analytics, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, talent-intelligence, time-and-attendance, workforce-management-suites
- Perplexity Sonar: a direct first choice kept as first choice or alternative in 26 of 50 categories (52%); differing under the strict rule: 360-feedback, ai-recruiting-assistants, background-screening, benefits-administration, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-wellbeing-and-mental-health, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-management-systems, leave-and-absence-management, org-charts-and-org-design, pay-equity, payroll-software, people-analytics, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, succession-planning, talent-intelligence, time-and-attendance, workforce-planning
- Grok 4.1 Fast: a direct first choice kept as first choice or alternative in 27 of 50 categories (54%); differing under the strict rule: 360-feedback, benefits-administration, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-engagement-surveys, employee-onboarding, employee-wellbeing-and-mental-health, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hris-and-hcm-platforms, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, leave-and-absence-management, org-charts-and-org-design, payroll-software, people-analytics, performance-management, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, succession-planning, talent-intelligence, time-and-attendance, workforce-management-suites, workforce-planning, workforce-scheduling
- Mistral Small: a direct first choice kept as first choice or alternative in 21 of 50 categories (42%); differing under the strict rule: 360-feedback, ai-recruiting-assistants, applicant-tracking-systems, background-screening, benefits-administration, candidate-assessment, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-onboarding, employee-wellbeing-and-mental-health, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hris-and-hcm-platforms, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, leave-and-absence-management, mentoring-software, online-course-libraries, org-charts-and-org-design, pay-equity, payroll-software, people-analytics, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, video-interviewing, workforce-management-suites, workforce-planning, workforce-scheduling
- DeepSeek V4 Flash: a direct first choice kept as first choice or alternative in 31 of 50 categories (62%); differing under the strict rule: ai-recruiting-assistants, applicant-tracking-systems, background-screening, benefits-administration, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-engagement-surveys, employee-onboarding, employee-wellbeing-and-mental-health, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hris-and-hcm-platforms, internal-communications-and-intranet, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, org-charts-and-org-design, people-analytics, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, succession-planning, talent-intelligence, time-and-attendance, video-interviewing, workforce-management-suites, workforce-planning
- Llama 4 Maverick: a direct first choice kept as first choice or alternative in 11 of 47 categories (23%); differing under the strict rule: 360-feedback, ai-recruiting-assistants, applicant-tracking-systems, background-screening, candidate-assessment, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-engagement-surveys, employee-wellbeing-and-mental-health, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hris-and-hcm-platforms, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-management-systems, leave-and-absence-management, mentoring-software, online-course-libraries, org-charts-and-org-design, payroll-software, people-analytics, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, succession-planning, talent-intelligence, time-and-attendance, workforce-management-suites, workforce-planning, workforce-scheduling
- Qwen 3.7 Flash: a direct first choice kept as first choice or alternative in 24 of 50 categories (48%); differing under the strict rule: ai-recruiting-assistants, applicant-tracking-systems, background-screening, benefits-administration, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-onboarding, employee-wellbeing-and-mental-health, flexible-benefits-and-lifestyle-spending-accounts, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hris-and-hcm-platforms, internal-communications-and-intranet, internal-talent-marketplace, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, pay-equity, payroll-software, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, workforce-management-suites, workforce-planning
- Kimi K2: a direct first choice kept as first choice or alternative in 28 of 50 categories (56%); differing under the strict rule: ai-recruiting-assistants, applicant-tracking-systems, background-screening, candidate-assessment, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, employee-onboarding, employee-wellbeing-and-mental-health, flexible-benefits-and-lifestyle-spending-accounts, global-payroll-and-employer-of-record, goals-and-okrs, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hris-and-hcm-platforms, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, leave-and-absence-management, online-course-libraries, org-charts-and-org-design, pay-equity, payroll-software, people-analytics, performance-management, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, workforce-management-suites, workforce-planning, workforce-scheduling
- GLM 4.7 FlashX: a direct first choice kept as first choice or alternative in 29 of 50 categories (58%); differing under the strict rule: ai-recruiting-assistants, benefits-administration, candidate-assessment, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, employee-onboarding, employee-wellbeing-and-mental-health, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hris-and-hcm-platforms, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, leave-and-absence-management, mentoring-software, online-course-libraries, pay-equity, payroll-software, people-analytics, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, succession-planning, talent-intelligence, time-and-attendance, video-interviewing, workforce-management-suites, workforce-planning, workforce-scheduling
- MiniMax M2.5: a direct first choice kept as first choice or alternative in 22 of 50 categories (44%); differing under the strict rule: ai-recruiting-assistants, applicant-tracking-systems, benefits-administration, candidate-assessment, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-engagement-surveys, employee-onboarding, employee-wellbeing-and-mental-health, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hris-and-hcm-platforms, internal-communications-and-intranet, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, leave-and-absence-management, online-course-libraries, org-charts-and-org-design, pay-equity, payroll-software, people-analytics, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, video-interviewing, workforce-management-suites, workforce-planning, workforce-scheduling


# Segment: Enterprise

# HR AI Recommendation Index, run edition-2026-09

299 prompts, 12 models, 18,827 raw judge labels, 19,071 scored labels after normalization. Published weights: first choice +3, alternative +2, mention +1, soft negative -2, hard negative -3.

Scored under vendor alias table version 2026-10.7. Raw judge labels are the permanent record; the numbers below are derived from them and are regenerated for every run whenever the alias table changes, so the whole series is always scored under one table version. Resolution of raw names: 16,163 by alias or canonical name, 2063 by category-scoped alias, 222 from combined answers split into their products, 79 from combined answers counted once for their first product, 6 excluded by rule, 539 unresolved and counted under the raw name.

## Paraphrase stability

Share of categories where a model's first choice set on the direct prompt equals its set on the paraphrase.

| Model | Same | Different | Stability |
|---|---|---|---|
| Claude Haiku 4.5 | 2 | 43 | 4% |
| GPT-5.4 mini | 20 | 30 | 40% |
| Gemini 3.5 Flash | 17 | 33 | 34% |
| Perplexity Sonar | 19 | 31 | 38% |
| Grok 4.1 Fast | 21 | 29 | 42% |
| Mistral Small | 1 | 49 | 2% |
| DeepSeek V4 Flash | 18 | 32 | 36% |
| Llama 4 Maverick | 2 | 41 | 5% |
| Qwen 3.7 Flash | 11 | 39 | 22% |
| Kimi K2 | 15 | 35 | 30% |
| GLM 4.7 FlashX | 9 | 41 | 18% |
| MiniMax M2.5 | 7 | 43 | 14% |

A looser measure, whether a direct first choice survives as a first choice or alternative on the paraphrase, is in the appendix.

## Standing by category

First choice share across the direct, paraphrase, budget and scale prompts and all 12 models. The top product's share is published alongside the label: contested means the top share is at or below 40%, and a category just above the line is not meaningfully different from one just below it. Consensus means every model's direct-prompt first choice is the same single product.

| Category | Top product | Top share | First choices | Status |
|---|---|---|---|---|
| 360-feedback | Culture Amp | 33% | 49 | contested |
| ai-recruiting-assistants | Eightfold AI | 32% | 40 | contested |
| applicant-tracking-systems | Greenhouse | 47% | 43 | clear leader |
| background-screening | First Advantage | 38% | 45 | contested |
| benefits-administration | Workday HCM | 29% | 56 | contested |
| candidate-assessment | SHL | 24% | 38 | contested |
| coaching-platforms | BetterUp | 49% | 43 | clear leader |
| compensation-benchmarking-data | Mercer Total Remuneration Survey | 30% | 61 | contested |
| compensation-management | Workday Compensation | 35% | 89 | contested |
| compliance-training | NAVEX | 21% | 43 | contested |
| contingent-workforce-management | SAP Fieldglass | 39% | 56 | contested |
| course-authoring-tools | Articulate 360 | 52% | 42 | clear leader |
| earned-wage-access | DailyPay | 61% | 46 | clear leader |
| employee-engagement-surveys | Culture Amp | 30% | 43 | contested |
| employee-onboarding | Workday | 49% | 41 | clear leader |
| employee-wellbeing-and-mental-health | Personify Health | 27% | 41 | contested |
| flexible-benefits-and-lifestyle-spending-accounts | Compt | 38% | 45 | contested |
| frontline-employee-apps | Staffbase | 32% | 47 | contested |
| global-payroll-and-employer-of-record | Remote | 19% | 43 | contested |
| goals-and-okrs | Betterworks | 33% | 51 | contested |
| hr-ai-assistants | Leena AI | 36% | 45 | contested |
| hr-compliance-and-policy-management | Workday | 22% | 46 | contested |
| hr-help-desk-and-case-management | ServiceNow HR Service Delivery | 70% | 43 | clear leader |
| hris-and-hcm-platforms | Workday HCM | 70% | 46 | clear leader |
| internal-communications-and-intranet | Simpplr | 24% | 42 | contested |
| internal-talent-marketplace | Gloat | 49% | 45 | clear leader |
| interview-scheduling | GoodTime | 56% | 43 | clear leader |
| job-advertising-and-distribution | Appcast | 36% | 44 | contested |
| learning-experience-platforms | Docebo | 32% | 44 | contested |
| learning-management-systems | Docebo | 44% | 45 | clear leader |
| leave-and-absence-management | Workday | 37% | 49 | contested |
| mentoring-software | Qooper | 29% | 45 | contested |
| online-course-libraries | LinkedIn Learning | 30% | 43 | contested |
| org-charts-and-org-design | Orgvue | 22% | 45 | contested |
| pay-equity | Syndio | 53% | 43 | clear leader |
| payroll-software | ADP | 32% | 50 | contested |
| people-analytics | Visier | 65% | 43 | clear leader |
| performance-management | Workday HCM Performance Management | 32% | 56 | contested |
| recognition-and-rewards | Achievers | 38% | 47 | contested |
| recruiting-crm-and-sourcing | Beamery | 20% | 40 | contested |
| recruitment-marketing-and-career-sites | Phenom | 41% | 51 | clear leader |
| skills-intelligence | Eightfold AI | 33% | 43 | contested |
| succession-planning | Workday Succession Planning | 42% | 50 | clear leader |
| talent-intelligence | Eightfold AI | 72% | 40 | clear leader |
| technical-hiring-assessments | HackerRank | 42% | 43 | clear leader |
| time-and-attendance | UKG Pro | 29% | 41 | contested |
| video-interviewing | HireVue | 74% | 38 | clear leader |
| workforce-management-suites | UKG Pro | 42% | 48 | clear leader |
| workforce-planning | Anaplan | 47% | 45 | clear leader |
| workforce-scheduling | Workday Workforce Management | 16% | 51 | contested |

**360-feedback**: Culture Amp 33%, Betterworks 31%, FeedbackPulse 6%, Lattice 6%, Qualtrics 360 Development 6%

**ai-recruiting-assistants**: Eightfold AI 32%, GoPerfect 12%, HireVue 12%, Workable 10%, Greenhouse 8%

**applicant-tracking-systems**: Greenhouse 47%, iCIMS 19%, Workday Recruiting 12%, Pinpoint 7%, Workable 7%

**background-screening**: First Advantage 38%, HireRight 27%, Checkr 18%, Accurate Background 4%, BackgroundChecker.com 2%

**benefits-administration**: Workday HCM 29%, ADP Workforce Now 20%, bswift 18%, Rippling 11%, Benefitfocus 9%

**candidate-assessment**: SHL 24%, Criteria Corp 11%, Bryq 8%, The Predictive Index 8%, iMocha 8%

**coaching-platforms**: BetterUp 49%, CoachHub 26%, Risely 14%, EZRA 5%, Exec 5%

**compensation-benchmarking-data**: Mercer Total Remuneration Survey 30%, Radford 16%, Willis Towers Watson 11%, Pave 8%, Korn Ferry Pay 5%

**compensation-management**: Workday Compensation 35%, beqom 20%, CompLogix 3%, CompUp 3%, Compport 3%

**compliance-training**: NAVEX 21%, Traliant 16%, Coggno 12%, Cornerstone OnDemand 12%, Absorb LMS 7%

**contingent-workforce-management**: SAP Fieldglass 39%, Beeline 18%, WorkMarket 7%, Workday VNDLY 7%, Worksuite 7%

**course-authoring-tools**: Articulate 360 52%, Easygenerator 10%, Docebo 7%, Adobe Captivate 5%, Cornerstone OnDemand 5%

**earned-wage-access**: DailyPay 61%, Payactiv 17%, Rain 7%, Chime Workplace 4%, ADP 2%

**employee-engagement-surveys**: Culture Amp 30%, Qualtrics EmployeeXM 23%, Workday Peakon Employee Voice 21%, CultureMonkey 7%, Microsoft Viva Glint 5%

**employee-onboarding**: Workday 49%, Rippling 27%, BambooHR 5%, Doozy 5%, Enboarder 5%

**employee-wellbeing-and-mental-health**: Personify Health 27%, Lyra Health 15%, Spring Health 15%, CoreHealth 10%, Wellable 10%

**flexible-benefits-and-lifestyle-spending-accounts**: Compt 38%, Forma 29%, Benepass 11%, ADP Workforce Now 4%, Benefitfocus 4%

**frontline-employee-apps**: Staffbase 32%, Blink 21%, Microsoft 365 for Frontline Workers 6%, Beekeeper 4%, Connecteam 4%

**global-payroll-and-employer-of-record**: Remote 19%, Deel 16%, G-P 16%, ADP GlobalView Payroll 14%, ADP 12%

**goals-and-okrs**: Betterworks 33%, WorkBoard 25%, Profit.co 14%, Mooncamp 6%, Tability 6%

**hr-ai-assistants**: Leena AI 36%, Moveworks 24%, ServiceNow HR Service Delivery 9%, Workativ Assistant 7%, MeBeBot 4%

**hr-compliance-and-policy-management**: Workday 22%, Rippling 17%, NAVEX PolicyTech 13%, Blissbook 7%, BambooHR 4%

**hr-help-desk-and-case-management**: ServiceNow HR Service Delivery 70%, Zendesk 7%, Workday Help 5%, Dovetail Software 2%, Freshservice 2%

**hris-and-hcm-platforms**: Workday HCM 70%, SAP SuccessFactors 11%, Dayforce 4%, Oracle Fusion Cloud HCM 4%, ADP Workforce Now 2%

**internal-communications-and-intranet**: Simpplr 24%, Microsoft SharePoint 19%, Staffbase 14%, Elcom 10%, Microsoft Teams 10%

**internal-talent-marketplace**: Gloat 49%, Fuel50 16%, Workday Talent Marketplace 11%, Docebo 4%, SAP SuccessFactors Opportunity Marketplace 4%

**interview-scheduling**: GoodTime 56%, candidate.fyi 21%, Greenhouse 7%, Workday Recruiting 7%, iCIMS Talent Cloud 5%

**job-advertising-and-distribution**: Appcast 36%, Broadbean 14%, Joveo 14%, Veritone Hire 7%, DE Amplify 5%

**learning-experience-platforms**: Docebo 32%, Degreed 20%, 360Learning 7%, LifterLMS 7%, Cornerstone OnDemand 5%

**learning-management-systems**: Docebo 44%, LifterLMS 18%, Absorb LMS 11%, Continu 7%, SAP SuccessFactors Learning 4%

**leave-and-absence-management**: Workday 37%, Rippling 10%, UKG Pro 8%, AbsenceSoft 6%, Stiira 6%

**mentoring-software**: Qooper 29%, MentorcliQ 27%, Together 27%, Chronus 9%, PLD Mentoring Platform 4%

**online-course-libraries**: LinkedIn Learning 30%, Udemy Business 21%, Coursera for Business 14%, Docebo 9%, Skillsoft Percipio 7%

**org-charts-and-org-design**: Orgvue 22%, OneDirectory 16%, OrgChart 11%, ChartHop 9%, Ingentis org.manager 7%

**pay-equity**: Syndio 53%, Trusaic PayParity 12%, beqom Pay Equity 9%, Compport 7%, Payscale 5%

**payroll-software**: ADP 32%, ADP Workforce Now 18%, Rippling 14%, Workday 10%, Dayforce 8%

**people-analytics**: Visier 65%, ChartHop 9%, Workday People Analytics 9%, ADP Workforce Now 5%, One Model 5%

**performance-management**: Workday HCM Performance Management 32%, Betterworks 25%, Lattice 12%, SAP SuccessFactors 11%, Oracle Fusion Cloud EPM 4%

**recognition-and-rewards**: Achievers 38%, Workhuman 34%, Awardco 17%, Assembly 4%, Bonusly 2%

**recruiting-crm-and-sourcing**: Beamery 20%, LinkedIn Recruiter 15%, SeekOut 15%, Gem 10%, Lever 8%

**recruitment-marketing-and-career-sites**: Phenom 41%, Greenhouse 8%, Avature 6%, Bullhorn 6%, Symphony Talent 6%

**skills-intelligence**: Eightfold AI 33%, TechWolf 12%, Workday Skills Cloud 12%, Lightcast Open Skills 9%, Bryq 5%

**succession-planning**: Workday Succession Planning 42%, SAP SuccessFactors Succession & Development 30%, TalentGuard Succession Planning 6%, Cornerstone Succession 4%, SuccessionHR 4%

**talent-intelligence**: Eightfold AI 72%, SeekOut 5%, 365Talents 2%, Fuel50 2%, Gloat 2%

**technical-hiring-assessments**: HackerRank 42%, Codility 19%, CodeSignal 12%, CoderPad 9%, Coderbyte 9%

**time-and-attendance**: UKG Pro 29%, UKG Ready 20%, Jibble 7%, Replicon 5%, UKG Pro Workforce Management 5%

**video-interviewing**: HireVue 74%, Spark Hire 11%, VidCruiter 11%, Hireflix 5%

**workforce-management-suites**: UKG Pro 42%, Dayforce 12%, UKG Pro Workforce Management 12%, Workday Workforce Management 12%, Oracle Fusion Cloud HCM 4%

**workforce-planning**: Anaplan 47%, Workday Adaptive Planning 29%, ChartHop 7%, Oracle Workforce Modeling 4%, Pigment 4%

**workforce-scheduling**: Workday Workforce Management 16%, UKG Pro Workforce Management 14%, UKG Pro 12%, Deputy 8%, Quinyx 6%

## Anti-recommendations

Products most often labeled soft or hard negative, with the number of models that did so at least once in the category, and the share of that product's labels in the category that were negative. A high negative share on a product with few labels is a warning; a low share on a product with many labels is salience, not sentiment.

- **360-feedback**: SurveyMonkey (9 models, 9 hard; 9 of 9 labels negative), Spidergap (8 models, 7 hard; 11 of 33 labels negative), Culture Amp (5 models; 5 of 59 labels negative), Lattice (5 models; 6 of 49 labels negative)
- **ai-recruiting-assistants**: Eightfold AI (8 models, 5 hard; 10 of 47 labels negative), Workday Recruiting (7 models, 4 hard; 7 of 17 labels negative), HireVue (5 models, 4 hard; 7 of 36 labels negative), Paradox (5 models; 6 of 30 labels negative)
- **applicant-tracking-systems**: Workday Recruiting (12 models, 7 hard; 18 of 48 labels negative), Oracle Taleo (10 models, 9 hard; 15 of 26 labels negative), SAP SuccessFactors Recruiting (10 models, 5 hard; 13 of 30 labels negative), iCIMS (9 models, 4 hard; 12 of 56 labels negative)
- **background-screening**: HireRight (8 models, 4 hard; 10 of 53 labels negative), Sterling (8 models, 4 hard; 8 of 34 labels negative), Instant Checkmate (5 models, 5 hard; 5 of 5 labels negative), TruthFinder (4 models, 4 hard; 4 of 4 labels negative)
- **benefits-administration**: ADP Workforce Now (9 models, 2 hard; 11 of 51 labels negative), Gusto (7 models, 5 hard; 10 of 13 labels negative), Benefitfocus (7 models, 4 hard; 7 of 33 labels negative), Rippling (7 models, 2 hard; 9 of 40 labels negative)
- **candidate-assessment**: SHL (6 models, 1 hard; 6 of 33 labels negative), TestGorilla (6 models, 1 hard; 8 of 27 labels negative), HireVue (4 models, 3 hard; 6 of 27 labels negative), Criteria Corp (4 models; 6 of 30 labels negative)
- **coaching-platforms**: BetterUp (8 models, 2 hard; 9 of 58 labels negative), CoachHub (6 models, 1 hard; 7 of 53 labels negative), Profi (3 models, 3 hard; 3 of 3 labels negative), Boon Health (3 models; 3 of 23 labels negative)
- **compensation-benchmarking-data**: Mercer Total Remuneration Survey (5 models, 2 hard; 5 of 37 labels negative), Payscale (4 models, 2 hard; 5 of 21 labels negative), Radford (3 models, 2 hard; 3 of 24 labels negative), Willis Towers Watson (3 models, 2 hard; 3 of 22 labels negative)
- **compensation-management**: Workday Compensation (10 models; 17 of 86 labels negative), Pave (7 models, 2 hard; 10 of 29 labels negative), beqom (7 models, 1 hard; 10 of 87 labels negative), Lattice Compensation (6 models, 2 hard; 6 of 11 labels negative)
- **compliance-training**: SAP Litmos (6 models; 6 of 9 labels negative), Cornerstone OnDemand (4 models, 2 hard; 6 of 27 labels negative), Docebo (4 models, 1 hard; 4 of 19 labels negative), Absorb LMS (3 models, 1 hard; 3 of 21 labels negative)
- **contingent-workforce-management**: Beeline (6 models, 1 hard; 6 of 42 labels negative), SAP Fieldglass (6 models, 1 hard; 8 of 48 labels negative), Upwork (5 models, 1 hard; 5 of 21 labels negative), Fiverr (4 models, 2 hard; 4 of 13 labels negative)
- **course-authoring-tools**: Articulate 360 (6 models, 1 hard; 6 of 46 labels negative), Adobe Captivate (4 models, 2 hard; 5 of 35 labels negative), Elucidat (4 models, 1 hard; 4 of 33 labels negative), 360Learning (3 models, 2 hard; 3 of 8 labels negative)
- **earned-wage-access**: EarnIn (8 models, 7 hard; 11 of 14 labels negative), DailyPay (8 models, 5 hard; 10 of 56 labels negative), MoneyLion – Instacash (7 models, 6 hard; 7 of 7 labels negative), Dave (4 models, 2 hard; 4 of 4 labels negative)
- **employee-engagement-surveys**: Qualtrics EmployeeXM (6 models, 3 hard; 8 of 38 labels negative), Culture Amp (5 models, 1 hard; 5 of 41 labels negative), Workday Peakon Employee Voice (4 models; 4 of 36 labels negative), Discord (3 models, 2 hard; 3 of 3 labels negative)
- **employee-onboarding**: BambooHR (7 models, 7 hard; 11 of 23 labels negative), Rippling (7 models, 2 hard; 8 of 47 labels negative), Gusto (6 models, 4 hard; 8 of 10 labels negative), Workday (5 models; 7 of 55 labels negative)
- **employee-wellbeing-and-mental-health**: Headspace (3 models, 1 hard; 5 of 21 labels negative), Welltok (2 models, 2 hard; 2 of 2 labels negative), GoPivot (2 models, 1 hard; 2 of 8 labels negative), Personify Health (2 models, 1 hard; 2 of 43 labels negative)
- **flexible-benefits-and-lifestyle-spending-accounts**: Benefitfocus (6 models, 1 hard; 7 of 19 labels negative), Gusto (4 models, 2 hard; 4 of 4 labels negative), TriNet Zenefits (4 models, 1 hard; 4 of 4 labels negative), Ben (4 models; 4 of 7 labels negative)
- **frontline-employee-apps**: WhatsApp (10 models, 10 hard; 10 of 10 labels negative), Signal (9 models, 9 hard; 9 of 9 labels negative), Telegram (8 models, 8 hard; 8 of 8 labels negative), Facebook Messenger (6 models, 6 hard; 6 of 6 labels negative)
- **global-payroll-and-employer-of-record**: Deel (8 models, 1 hard; 10 of 53 labels negative), Papaya Global (6 models; 6 of 43 labels negative), Oyster (5 models, 1 hard; 5 of 14 labels negative), Remote (5 models; 5 of 48 labels negative)
- **goals-and-okrs**: Lattice (7 models, 3 hard; 9 of 40 labels negative), OKRs Tool (6 models, 3 hard; 7 of 15 labels negative), Betterworks (6 models, 2 hard; 7 of 54 labels negative), WorkBoard (6 models, 1 hard; 8 of 48 labels negative)
- **hr-ai-assistants**: Workday Illuminate (8 models, 4 hard; 12 of 32 labels negative), HireVue (5 models, 5 hard; 5 of 6 labels negative), ChatGPT (4 models, 4 hard; 4 of 6 labels negative), Leena AI (4 models, 2 hard; 4 of 36 labels negative)
- **hr-compliance-and-policy-management**: Workday (5 models, 2 hard; 8 of 41 labels negative), Rippling (4 models, 1 hard; 5 of 32 labels negative), BambooHR (3 models, 4 hard; 7 of 15 labels negative), Tyler Technologies (2 models, 1 hard; 2 of 2 labels negative)
- **hr-help-desk-and-case-management**: ServiceNow HR Service Delivery (8 models, 1 hard; 8 of 62 labels negative), Zendesk (5 models, 4 hard; 7 of 30 labels negative), Freshdesk (3 models, 2 hard; 3 of 4 labels negative), SAP SuccessFactors (3 models, 1 hard; 3 of 15 labels negative)
- **hris-and-hcm-platforms**: BambooHR (9 models, 6 hard; 10 of 17 labels negative), SAP SuccessFactors (8 models, 1 hard; 9 of 53 labels negative), Workday HCM (8 models; 9 of 62 labels negative), ADP Workforce Now (7 models, 2 hard; 8 of 23 labels negative)
- **internal-communications-and-intranet**: Microsoft SharePoint (10 models, 5 hard; 14 of 32 labels negative), Workplace from Meta (5 models, 6 hard; 6 of 9 labels negative), Staffbase (5 models, 1 hard; 7 of 42 labels negative), Igloo Software (4 models, 1 hard; 4 of 11 labels negative)
- **internal-talent-marketplace**: Upwork (10 models, 6 hard; 10 of 17 labels negative), Fiverr (8 models, 6 hard; 8 of 8 labels negative), Gloat (7 models; 7 of 53 labels negative), Eightfold AI (6 models, 1 hard; 9 of 42 labels negative)
- **interview-scheduling**: Calendly (12 models, 16 hard; 36 of 45 labels negative), Doodle (5 models, 4 hard; 5 of 6 labels negative), YouCanBookMe (3 models, 2 hard; 4 of 5 labels negative), Cal.com (2 models, 1 hard; 3 of 9 labels negative)
- **job-advertising-and-distribution**: Indeed (8 models, 2 hard; 10 of 21 labels negative), ZipRecruiter (6 models, 3 hard; 7 of 19 labels negative), Monster (5 models, 3 hard; 5 of 7 labels negative), LinkedIn Jobs (5 models; 6 of 15 labels negative)
- **learning-experience-platforms**: Cornerstone OnDemand (9 models, 4 hard; 13 of 43 labels negative), Docebo (7 models, 1 hard; 9 of 50 labels negative), Degreed (6 models, 1 hard; 8 of 45 labels negative), LinkedIn Learning (4 models; 5 of 12 labels negative)
- **learning-management-systems**: Moodle (8 models, 5 hard; 8 of 24 labels negative), TalentLMS (6 models, 1 hard; 6 of 14 labels negative), Blackboard Learn (5 models, 4 hard; 5 of 7 labels negative), Cornerstone OnDemand (5 models, 3 hard; 7 of 47 labels negative)
- **leave-and-absence-management**: BambooHR (8 models, 3 hard; 14 of 31 labels negative), Workday (6 models, 2 hard; 9 of 53 labels negative), ADP Workforce Now (5 models, 1 hard; 5 of 19 labels negative), Dayforce (4 models, 2 hard; 4 of 18 labels negative)
- **mentoring-software**: Chronus (5 models, 1 hard; 8 of 60 labels negative), MentorcliQ (5 models, 1 hard; 6 of 59 labels negative), Mentorloop (5 models; 5 of 22 labels negative), Together (5 models; 6 of 55 labels negative)
- **online-course-libraries**: Udemy Business (7 models, 3 hard; 8 of 46 labels negative), LinkedIn Learning (6 models, 1 hard; 8 of 48 labels negative), Coursera for Business (4 models; 4 of 42 labels negative), Skillsoft Percipio (4 models; 5 of 33 labels negative)
- **org-charts-and-org-design**: Microsoft Visio (11 models, 13 hard; 25 of 42 labels negative), Lucidchart (10 models, 13 hard; 24 of 47 labels negative), Miro (9 models, 8 hard; 15 of 21 labels negative), Microsoft PowerPoint (8 models, 9 hard; 10 of 10 labels negative)
- **pay-equity**: Workleap Compensation (3 models, 2 hard; 3 of 7 labels negative), Payscale (3 models; 3 of 23 labels negative), Deel Compensation/Pay Equity (2 models, 1 hard; 2 of 4 labels negative), Pave (2 models, 1 hard; 2 of 3 labels negative)
- **payroll-software**: Gusto (8 models, 4 hard; 8 of 9 labels negative), Workday (7 models, 1 hard; 7 of 50 labels negative), Namely (5 models, 4 hard; 5 of 5 labels negative), QuickBooks Payroll (5 models, 3 hard; 5 of 5 labels negative)
- **people-analytics**: Visier (10 models; 13 of 62 labels negative), Workday People Analytics (7 models, 2 hard; 8 of 46 labels negative), BambooHR (6 models, 6 hard; 6 of 7 labels negative), ChartHop (6 models, 4 hard; 6 of 29 labels negative)
- **performance-management**: Lattice (8 models, 2 hard; 13 of 47 labels negative), Workday HCM Performance Management (8 models; 11 of 51 labels negative), 15Five (6 models, 1 hard; 9 of 23 labels negative), Culture Amp (6 models, 1 hard; 6 of 20 labels negative)
- **recognition-and-rewards**: Bonusly (11 models, 1 hard; 15 of 33 labels negative), Nectar (6 models; 7 of 14 labels negative), Awardco (5 models; 5 of 48 labels negative), Achievers (4 models, 1 hard; 6 of 52 labels negative)
- **recruiting-crm-and-sourcing**: LinkedIn Recruiter (8 models, 2 hard; 11 of 26 labels negative), hireEZ (3 models, 1 hard; 3 of 17 labels negative), Gem (3 models; 3 of 30 labels negative), Apollo.io (2 models, 1 hard; 2 of 3 labels negative)
- **recruitment-marketing-and-career-sites**: Phenom (6 models, 2 hard; 6 of 51 labels negative), Lever (5 models, 4 hard; 6 of 12 labels negative), Beamery (5 models, 1 hard; 5 of 33 labels negative), Bullhorn (5 models, 1 hard; 5 of 21 labels negative)
- **skills-intelligence**: Eightfold AI (7 models, 1 hard; 7 of 40 labels negative), Gloat (5 models, 1 hard; 5 of 35 labels negative), Beamery (5 models; 5 of 14 labels negative), LinkedIn Learning (4 models, 1 hard; 5 of 7 labels negative)
- **succession-planning**: SAP SuccessFactors Succession & Development (4 models; 5 of 49 labels negative), TalentGuard Succession Planning (3 models, 2 hard; 3 of 28 labels negative), Workday Succession Planning (3 models, 1 hard; 3 of 53 labels negative), Excel (2 models, 2 hard; 2 of 2 labels negative)
- **talent-intelligence**: Beamery (6 models, 2 hard; 10 of 36 labels negative), SeekOut (6 models; 6 of 33 labels negative), Eightfold AI (5 models, 3 hard; 6 of 55 labels negative), Phenom (5 models, 1 hard; 9 of 36 labels negative)
- **technical-hiring-assessments**: Codility (7 models, 1 hard; 10 of 55 labels negative), CodeSignal (7 models; 9 of 45 labels negative), HackerRank (7 models; 10 of 55 labels negative), CoderPad (6 models, 3 hard; 8 of 42 labels negative)
- **time-and-attendance**: ADP Workforce Now (6 models; 6 of 36 labels negative), BambooHR Time Tracking (5 models, 2 hard; 5 of 8 labels negative), Clockify (4 models, 2 hard; 4 of 5 labels negative), UKG Pro (4 models; 4 of 30 labels negative)
- **video-interviewing**: HireVue (9 models, 3 hard; 11 of 60 labels negative), Zoom (8 models, 5 hard; 9 of 9 labels negative), Skype (4 models, 3 hard; 4 of 4 labels negative), Microsoft Teams (4 models, 2 hard; 4 of 6 labels negative)
- **workforce-management-suites**: Aspect WFM (5 models, 3 hard; 5 of 7 labels negative), Workday Workforce Management (5 models; 10 of 43 labels negative), Homebase (4 models, 3 hard; 4 of 4 labels negative), When I Work (4 models, 3 hard; 5 of 6 labels negative)
- **workforce-planning**: Anaplan (8 models, 1 hard; 11 of 54 labels negative), Workday Adaptive Planning (6 models, 1 hard; 7 of 49 labels negative), Visier (4 models, 2 hard; 4 of 28 labels negative), BambooHR (3 models, 3 hard; 3 of 4 labels negative)
- **workforce-scheduling**: Calendly (11 models, 8 hard; 11 of 20 labels negative), Acuity Scheduling (5 models, 3 hard; 5 of 11 labels negative), Deputy (3 models, 3 hard; 5 of 20 labels negative), Doodle (3 models, 3 hard; 3 of 5 labels negative)

## Leadership and criticism

First-choice share and negative label rate are independent, so every product with at least 10 labels in a category is placed on both axes. Cutoffs: leader at 30% or more of first choices, criticized at 25% or more negative labels. An endorsed leader is recommended and not criticized; a criticized default is recommended while the models list its problems; a criticized challenger is named mostly to be warned against.

| Category | Product | First-choice share | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|
| 360-feedback | Culture Amp | 33% | 8% | 59 | endorsed leader |
| 360-feedback | Betterworks | 31% | 7% | 46 | endorsed leader |
| 360-feedback | Lattice | 6% | 12% | 49 | accepted challenger |
| 360-feedback | Qualtrics 360 Development | 6% | 20% | 30 | accepted challenger |
| 360-feedback | Spidergap | 4% | 33% | 33 | criticized challenger |
| 360-feedback | EchoSpan | 2% | 36% | 14 | criticized challenger |
| 360-feedback | Leapsome | 0% | 12% | 17 | accepted challenger |
| 360-feedback | 15Five | 0% | 25% | 16 | criticized challenger |
| ai-recruiting-assistants | Eightfold AI | 32% | 21% | 47 | endorsed leader |
| ai-recruiting-assistants | HireVue | 12% | 19% | 36 | accepted challenger |
| ai-recruiting-assistants | Workable | 10% | 0% | 11 | accepted challenger |
| ai-recruiting-assistants | Greenhouse | 8% | 20% | 20 | accepted challenger |
| ai-recruiting-assistants | iCIMS | 5% | 8% | 12 | accepted challenger |
| ai-recruiting-assistants | Paradox | 5% | 20% | 30 | accepted challenger |
| ai-recruiting-assistants | SeekOut | 2% | 0% | 12 | accepted challenger |
| ai-recruiting-assistants | SmartRecruiters | 2% | 7% | 15 | accepted challenger |
| ai-recruiting-assistants | Phenom | 0% | 0% | 16 | accepted challenger |
| ai-recruiting-assistants | Beamery | 0% | 9% | 11 | accepted challenger |
| ai-recruiting-assistants | Workday Recruiting | 0% | 41% | 17 | criticized challenger |
| applicant-tracking-systems | Greenhouse | 47% | 11% | 55 | endorsed leader |
| applicant-tracking-systems | iCIMS | 19% | 21% | 56 | accepted challenger |
| applicant-tracking-systems | Workday Recruiting | 12% | 38% | 48 | criticized challenger |
| applicant-tracking-systems | Pinpoint | 7% | 7% | 14 | accepted challenger |
| applicant-tracking-systems | SmartRecruiters | 2% | 4% | 25 | accepted challenger |
| applicant-tracking-systems | Oracle Taleo | 2% | 58% | 26 | criticized challenger |
| applicant-tracking-systems | Lever | 0% | 16% | 31 | accepted challenger |
| applicant-tracking-systems | SAP SuccessFactors Recruiting | 0% | 43% | 30 | criticized challenger |
| background-screening | First Advantage | 38% | 9% | 47 | endorsed leader |
| background-screening | HireRight | 27% | 19% | 53 | accepted challenger |
| background-screening | Checkr | 18% | 6% | 49 | accepted challenger |
| background-screening | Accurate Background | 4% | 13% | 30 | accepted challenger |
| background-screening | Mitratech AssureHire | 2% | 0% | 10 | accepted challenger |
| background-screening | Sterling | 2% | 24% | 34 | accepted challenger |
| background-screening | ScoutLogic | 0% | 0% | 10 | accepted challenger |
| background-screening | GoodHire | 0% | 10% | 20 | accepted challenger |
| benefits-administration | Workday HCM | 29% | 13% | 54 | accepted challenger |
| benefits-administration | ADP Workforce Now | 20% | 22% | 51 | accepted challenger |
| benefits-administration | bswift | 18% | 9% | 44 | accepted challenger |
| benefits-administration | Rippling | 11% | 22% | 40 | accepted challenger |
| benefits-administration | Benefitfocus | 9% | 21% | 33 | accepted challenger |
| benefits-administration | Businessolver | 5% | 0% | 10 | accepted challenger |
| benefits-administration | Employee Navigator | 4% | 43% | 14 | criticized challenger |
| benefits-administration | Forma | 2% | 10% | 10 | accepted challenger |
| benefits-administration | PlanSource | 2% | 12% | 25 | accepted challenger |
| benefits-administration | Alight Solutions | 0% | 8% | 24 | accepted challenger |
| benefits-administration | SAP SuccessFactors | 0% | 15% | 13 | accepted challenger |
| benefits-administration | UKG Pro | 0% | 17% | 23 | accepted challenger |
| benefits-administration | Dayforce | 0% | 20% | 10 | accepted challenger |
| benefits-administration | Gusto | 0% | 77% | 13 | criticized challenger |
| candidate-assessment | SHL | 24% | 18% | 33 | accepted challenger |
| candidate-assessment | Criteria Corp | 11% | 20% | 30 | accepted challenger |
| candidate-assessment | iMocha | 8% | 5% | 19 | accepted challenger |
| candidate-assessment | The Predictive Index | 8% | 10% | 10 | accepted challenger |
| candidate-assessment | Harver | 5% | 8% | 24 | accepted challenger |
| candidate-assessment | TestGorilla | 5% | 30% | 27 | criticized challenger |
| candidate-assessment | Mercer | Mettl | 3% | 0% | 20 | accepted challenger |
| candidate-assessment | Vervoe | 3% | 9% | 11 | accepted challenger |
| candidate-assessment | Testlify | 3% | 9% | 11 | accepted challenger |
| candidate-assessment | HackerRank | 3% | 22% | 23 | accepted challenger |
| candidate-assessment | HireVue | 3% | 22% | 27 | accepted challenger |
| candidate-assessment | Codility | 0% | 17% | 18 | accepted challenger |
| coaching-platforms | BetterUp | 49% | 16% | 58 | endorsed leader |
| coaching-platforms | CoachHub | 26% | 13% | 53 | accepted challenger |
| coaching-platforms | Risely | 14% | 12% | 17 | accepted challenger |
| coaching-platforms | EZRA | 5% | 3% | 36 | accepted challenger |
| coaching-platforms | Exec | 5% | 4% | 27 | accepted challenger |
| coaching-platforms | Growthspace | 0% | 0% | 26 | accepted challenger |
| coaching-platforms | Coachello | 0% | 0% | 19 | accepted challenger |
| coaching-platforms | Sounding Board | 0% | 0% | 10 | accepted challenger |
| coaching-platforms | Torch | 0% | 0% | 26 | accepted challenger |
| coaching-platforms | Valence | 0% | 12% | 16 | accepted challenger |
| coaching-platforms | Boon Health | 0% | 13% | 23 | accepted challenger |
| compensation-benchmarking-data | Mercer Total Remuneration Survey | 30% | 14% | 37 | accepted challenger |
| compensation-benchmarking-data | Radford | 16% | 12% | 24 | accepted challenger |
| compensation-benchmarking-data | Willis Towers Watson | 11% | 14% | 22 | accepted challenger |
| compensation-benchmarking-data | Pave | 8% | 21% | 19 | accepted challenger |
| compensation-benchmarking-data | Korn Ferry Pay | 5% | 6% | 17 | accepted challenger |
| compensation-benchmarking-data | Salary.com CompAnalyst | 5% | 11% | 19 | accepted challenger |
| compensation-benchmarking-data | Payscale | 3% | 24% | 21 | accepted challenger |
| compensation-benchmarking-data | Ravio | 2% | 20% | 15 | accepted challenger |
| compensation-benchmarking-data | Deloitte | 0% | 8% | 12 | accepted challenger |
| compensation-benchmarking-data | Bain & Company | 0% | 18% | 11 | accepted challenger |
| compensation-benchmarking-data | Gartner | 0% | 21% | 14 | accepted challenger |
| compensation-management | Workday Compensation | 35% | 20% | 86 | endorsed leader |
| compensation-management | beqom | 20% | 11% | 87 | accepted challenger |
| compensation-management | CompLogix | 3% | 7% | 27 | accepted challenger |
| compensation-management | SAP SuccessFactors Compensation | 3% | 21% | 67 | accepted challenger |
| compensation-management | Compport | 3% | 21% | 19 | accepted challenger |
| compensation-management | Varicent | 3% | 35% | 17 | criticized challenger |
| compensation-management | CaptivateIQ | 2% | 6% | 32 | accepted challenger |
| compensation-management | HRSoft Compensation Management | 2% | 7% | 44 | accepted challenger |
| compensation-management | UKG Pro Compensation | 2% | 8% | 12 | accepted challenger |
| compensation-management | Pave | 2% | 34% | 29 | criticized challenger |
| compensation-management | Darwinbox Compensation Management | 1% | 0% | 20 | accepted challenger |
| compensation-management | Anaplan | 1% | 20% | 10 | accepted challenger |
| compensation-management | Xactly | 1% | 23% | 26 | accepted challenger |
| compensation-management | Payscale | 1% | 24% | 33 | accepted challenger |
| compensation-management | Salary.com CompAnalyst | 1% | 27% | 11 | criticized challenger |
| compensation-management | Payscale Ascent | 0% | 8% | 12 | accepted challenger |
| compensation-management | Mercer IBE | 0% | 9% | 11 | accepted challenger |
| compensation-management | Radford | 0% | 9% | 11 | accepted challenger |
| compensation-management | Oracle Fusion Cloud Compensation | 0% | 11% | 35 | accepted challenger |
| compensation-management | Salary.com | 0% | 19% | 27 | accepted challenger |
| compensation-management | Lattice Compensation | 0% | 55% | 11 | criticized challenger |
| compliance-training | NAVEX | 21% | 3% | 39 | accepted challenger |
| compliance-training | Traliant | 16% | 0% | 27 | accepted challenger |
| compliance-training | Coggno | 12% | 0% | 18 | accepted challenger |
| compliance-training | Cornerstone OnDemand | 12% | 22% | 27 | accepted challenger |
| compliance-training | KnowBe4 Compliance Plus | 7% | 8% | 13 | accepted challenger |
| compliance-training | Absorb LMS | 7% | 14% | 21 | accepted challenger |
| compliance-training | Emtrain | 2% | 0% | 18 | accepted challenger |
| compliance-training | Ethena | 2% | 7% | 15 | accepted challenger |
| compliance-training | SAI360 | 2% | 20% | 10 | accepted challenger |
| compliance-training | LRN | 0% | 0% | 15 | accepted challenger |
| compliance-training | Skillsoft Percipio | 0% | 14% | 21 | accepted challenger |
| compliance-training | EasyLlama | 0% | 17% | 18 | accepted challenger |
| compliance-training | Docebo | 0% | 21% | 19 | accepted challenger |
| contingent-workforce-management | SAP Fieldglass | 39% | 17% | 48 | endorsed leader |
| contingent-workforce-management | Beeline | 18% | 14% | 42 | accepted challenger |
| contingent-workforce-management | Worksuite | 7% | 0% | 11 | accepted challenger |
| contingent-workforce-management | WorkMarket | 7% | 0% | 10 | accepted challenger |
| contingent-workforce-management | Workday VNDLY | 7% | 3% | 34 | accepted challenger |
| contingent-workforce-management | Upwork | 5% | 24% | 21 | accepted challenger |
| contingent-workforce-management | SimplifyVMS | 4% | 11% | 18 | accepted challenger |
| contingent-workforce-management | Magnit | 2% | 6% | 31 | accepted challenger |
| contingent-workforce-management | TalentDesk.io | 2% | 10% | 10 | accepted challenger |
| contingent-workforce-management | Deel | 2% | 20% | 10 | accepted challenger |
| contingent-workforce-management | Fiverr | 2% | 31% | 13 | criticized challenger |
| contingent-workforce-management | Coupa Contingent Workforce | 0% | 0% | 14 | accepted challenger |
| course-authoring-tools | Articulate 360 | 52% | 13% | 46 | endorsed leader |
| course-authoring-tools | Easygenerator | 10% | 10% | 20 | accepted challenger |
| course-authoring-tools | dominKnow | ONE | 5% | 4% | 24 | accepted challenger |
| course-authoring-tools | Elucidat | 5% | 12% | 33 | accepted challenger |
| course-authoring-tools | Adobe Captivate | 5% | 14% | 35 | accepted challenger |
| course-authoring-tools | iSpring Suite | 0% | 7% | 27 | accepted challenger |
| course-authoring-tools | Lectora | 0% | 8% | 12 | accepted challenger |
| earned-wage-access | DailyPay | 61% | 18% | 56 | endorsed leader |
| earned-wage-access | Payactiv | 17% | 7% | 44 | accepted challenger |
| earned-wage-access | Rain | 7% | 7% | 30 | accepted challenger |
| earned-wage-access | Chime Workplace | 4% | 0% | 18 | accepted challenger |
| earned-wage-access | Tapcheck | 2% | 0% | 22 | accepted challenger |
| earned-wage-access | Immediate | 2% | 6% | 16 | accepted challenger |
| earned-wage-access | ZayZoon | 0% | 7% | 14 | accepted challenger |
| earned-wage-access | Branch | 0% | 18% | 22 | accepted challenger |
| earned-wage-access | EarnIn | 0% | 79% | 14 | criticized challenger |
| employee-engagement-surveys | Culture Amp | 30% | 12% | 41 | endorsed leader |
| employee-engagement-surveys | Qualtrics EmployeeXM | 23% | 21% | 38 | accepted challenger |
| employee-engagement-surveys | Workday Peakon Employee Voice | 21% | 11% | 36 | accepted challenger |
| employee-engagement-surveys | CultureMonkey | 7% | 0% | 21 | accepted challenger |
| employee-engagement-surveys | Microsoft Viva Glint | 5% | 14% | 22 | accepted challenger |
| employee-engagement-surveys | Lattice | 2% | 12% | 17 | accepted challenger |
| employee-onboarding | Workday | 49% | 13% | 55 | endorsed leader |
| employee-onboarding | Rippling | 27% | 17% | 47 | accepted challenger |
| employee-onboarding | Enboarder | 5% | 0% | 26 | accepted challenger |
| employee-onboarding | SAP SuccessFactors | 5% | 11% | 36 | accepted challenger |
| employee-onboarding | BambooHR | 5% | 48% | 23 | criticized challenger |
| employee-onboarding | UKG Pro | 0% | 0% | 14 | accepted challenger |
| employee-onboarding | Deel | 0% | 0% | 13 | accepted challenger |
| employee-onboarding | Oracle Fusion Cloud HCM | 0% | 7% | 15 | accepted challenger |
| employee-onboarding | Click Boarding | 0% | 7% | 15 | accepted challenger |
| employee-onboarding | ServiceNow HR Service Delivery | 0% | 10% | 20 | accepted challenger |
| employee-onboarding | Gusto | 0% | 80% | 10 | criticized challenger |
| employee-wellbeing-and-mental-health | Personify Health | 27% | 5% | 43 | accepted challenger |
| employee-wellbeing-and-mental-health | Lyra Health | 15% | 0% | 18 | accepted challenger |
| employee-wellbeing-and-mental-health | Spring Health | 15% | 6% | 17 | accepted challenger |
| employee-wellbeing-and-mental-health | Wellable | 10% | 0% | 32 | accepted challenger |
| employee-wellbeing-and-mental-health | CoreHealth | 10% | 5% | 20 | accepted challenger |
| employee-wellbeing-and-mental-health | Wellhub | 7% | 5% | 19 | accepted challenger |
| employee-wellbeing-and-mental-health | Modern Health | 5% | 0% | 11 | accepted challenger |
| employee-wellbeing-and-mental-health | Headspace | 2% | 24% | 21 | accepted challenger |
| employee-wellbeing-and-mental-health | Unmind | 0% | 0% | 11 | accepted challenger |
| employee-wellbeing-and-mental-health | Wellness360 | 0% | 7% | 15 | accepted challenger |
| employee-wellbeing-and-mental-health | Limeade | 0% | 9% | 11 | accepted challenger |
| employee-wellbeing-and-mental-health | Calm Health | 0% | 20% | 10 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Compt | 38% | 0% | 33 | endorsed leader |
| flexible-benefits-and-lifestyle-spending-accounts | Forma | 29% | 11% | 46 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Benepass | 11% | 12% | 41 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | ADP Workforce Now | 4% | 8% | 12 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | bswift | 4% | 20% | 10 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Benefitfocus | 4% | 37% | 19 | criticized challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Fringe | 2% | 9% | 11 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Workday | 2% | 20% | 15 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Espresa | 0% | 6% | 17 | accepted challenger |
| frontline-employee-apps | Staffbase | 32% | 9% | 44 | endorsed leader |
| frontline-employee-apps | Blink | 21% | 6% | 47 | accepted challenger |
| frontline-employee-apps | Microsoft 365 for Frontline Workers | 6% | 21% | 28 | accepted challenger |
| frontline-employee-apps | MangoApps | 4% | 0% | 20 | accepted challenger |
| frontline-employee-apps | WorkJam | 4% | 4% | 23 | accepted challenger |
| frontline-employee-apps | Connecteam | 4% | 19% | 36 | accepted challenger |
| frontline-employee-apps | Beekeeper | 4% | 23% | 26 | accepted challenger |
| frontline-employee-apps | Flip | 2% | 20% | 10 | accepted challenger |
| frontline-employee-apps | Workvivo | 2% | 23% | 13 | accepted challenger |
| frontline-employee-apps | Firstup | 0% | 6% | 17 | accepted challenger |
| frontline-employee-apps | YOOBIC | 0% | 9% | 11 | accepted challenger |
| frontline-employee-apps | Slack | 0% | 82% | 11 | criticized challenger |
| frontline-employee-apps | WhatsApp | 0% | 100% | 10 | criticized challenger |
| global-payroll-and-employer-of-record | Remote | 19% | 10% | 48 | accepted challenger |
| global-payroll-and-employer-of-record | G-P | 16% | 10% | 30 | accepted challenger |
| global-payroll-and-employer-of-record | Deel | 16% | 19% | 53 | accepted challenger |
| global-payroll-and-employer-of-record | ADP GlobalView Payroll | 14% | 0% | 13 | accepted challenger |
| global-payroll-and-employer-of-record | ADP | 12% | 33% | 12 | criticized challenger |
| global-payroll-and-employer-of-record | Velocity Global | 7% | 12% | 16 | accepted challenger |
| global-payroll-and-employer-of-record | Papaya Global | 7% | 14% | 43 | accepted challenger |
| global-payroll-and-employer-of-record | Atlas HXM | 2% | 0% | 12 | accepted challenger |
| global-payroll-and-employer-of-record | Rippling | 0% | 19% | 31 | accepted challenger |
| global-payroll-and-employer-of-record | Multiplier | 0% | 20% | 10 | accepted challenger |
| global-payroll-and-employer-of-record | Oyster | 0% | 36% | 14 | criticized challenger |
| goals-and-okrs | Betterworks | 33% | 13% | 54 | endorsed leader |
| goals-and-okrs | WorkBoard | 25% | 17% | 48 | accepted challenger |
| goals-and-okrs | Profit.co | 14% | 12% | 43 | accepted challenger |
| goals-and-okrs | Tability | 6% | 5% | 20 | accepted challenger |
| goals-and-okrs | Mooncamp | 6% | 8% | 24 | accepted challenger |
| goals-and-okrs | Quantive | 4% | 17% | 29 | accepted challenger |
| goals-and-okrs | OKRs Tool | 4% | 47% | 15 | criticized challenger |
| goals-and-okrs | Lattice | 2% | 22% | 40 | accepted challenger |
| goals-and-okrs | Perdoo | 0% | 17% | 24 | accepted challenger |
| goals-and-okrs | Cascade Strategy | 0% | 20% | 10 | accepted challenger |
| goals-and-okrs | 15Five | 0% | 43% | 14 | criticized challenger |
| goals-and-okrs | Microsoft Viva Goals | 0% | 50% | 16 | criticized challenger |
| goals-and-okrs | Asana | 0% | 55% | 11 | criticized challenger |
| goals-and-okrs | Weekdone | 0% | 60% | 10 | criticized challenger |
| hr-ai-assistants | Leena AI | 36% | 11% | 36 | endorsed leader |
| hr-ai-assistants | Moveworks | 24% | 10% | 39 | accepted challenger |
| hr-ai-assistants | ServiceNow HR Service Delivery | 9% | 6% | 16 | accepted challenger |
| hr-ai-assistants | Workativ Assistant | 7% | 8% | 12 | accepted challenger |
| hr-ai-assistants | Workday Illuminate | 2% | 38% | 32 | criticized challenger |
| hr-ai-assistants | Oracle Fusion HCM AI Agents | 0% | 0% | 11 | accepted challenger |
| hr-ai-assistants | Paradox | 0% | 21% | 14 | accepted challenger |
| hr-compliance-and-policy-management | Workday | 22% | 20% | 41 | accepted challenger |
| hr-compliance-and-policy-management | Rippling | 17% | 16% | 32 | accepted challenger |
| hr-compliance-and-policy-management | Dayforce | 4% | 8% | 26 | accepted challenger |
| hr-compliance-and-policy-management | SAP SuccessFactors | 4% | 12% | 17 | accepted challenger |
| hr-compliance-and-policy-management | BambooHR | 4% | 47% | 15 | criticized challenger |
| hr-compliance-and-policy-management | Oracle Fusion Cloud HCM | 2% | 0% | 11 | accepted challenger |
| hr-compliance-and-policy-management | UKG Pro | 2% | 15% | 13 | accepted challenger |
| hr-compliance-and-policy-management | Mitratech | 0% | 0% | 11 | accepted challenger |
| hr-compliance-and-policy-management | Deel | 0% | 7% | 15 | accepted challenger |
| hr-help-desk-and-case-management | ServiceNow HR Service Delivery | 70% | 13% | 62 | endorsed leader |
| hr-help-desk-and-case-management | Zendesk | 7% | 23% | 30 | accepted challenger |
| hr-help-desk-and-case-management | Workday Help | 5% | 0% | 16 | accepted challenger |
| hr-help-desk-and-case-management | Jira Service Management | 2% | 8% | 13 | accepted challenger |
| hr-help-desk-and-case-management | Dovetail Software | 2% | 10% | 10 | accepted challenger |
| hr-help-desk-and-case-management | Freshservice | 2% | 14% | 14 | accepted challenger |
| hr-help-desk-and-case-management | SAP SuccessFactors | 0% | 20% | 15 | accepted challenger |
| hr-help-desk-and-case-management | Workday HR Service Delivery | 0% | 27% | 11 | criticized challenger |
| hris-and-hcm-platforms | Workday HCM | 70% | 15% | 62 | endorsed leader |
| hris-and-hcm-platforms | SAP SuccessFactors | 11% | 17% | 53 | accepted challenger |
| hris-and-hcm-platforms | Oracle Fusion Cloud HCM | 4% | 11% | 47 | accepted challenger |
| hris-and-hcm-platforms | Dayforce | 4% | 21% | 24 | accepted challenger |
| hris-and-hcm-platforms | UKG Pro | 2% | 7% | 29 | accepted challenger |
| hris-and-hcm-platforms | Rippling | 2% | 27% | 26 | criticized challenger |
| hris-and-hcm-platforms | ADP Workforce Now | 2% | 35% | 23 | criticized challenger |
| hris-and-hcm-platforms | Deel | 0% | 10% | 10 | accepted challenger |
| hris-and-hcm-platforms | ADP | 0% | 33% | 12 | criticized challenger |
| hris-and-hcm-platforms | BambooHR | 0% | 59% | 17 | criticized challenger |
| internal-communications-and-intranet | Simpplr | 24% | 7% | 43 | accepted challenger |
| internal-communications-and-intranet | Microsoft SharePoint | 19% | 44% | 32 | criticized challenger |
| internal-communications-and-intranet | Staffbase | 14% | 17% | 42 | accepted challenger |
| internal-communications-and-intranet | Microsoft Viva | 5% | 0% | 10 | accepted challenger |
| internal-communications-and-intranet | Workvivo | 5% | 5% | 37 | accepted challenger |
| internal-communications-and-intranet | MangoApps | 2% | 11% | 18 | accepted challenger |
| internal-communications-and-intranet | Slack | 2% | 27% | 11 | criticized challenger |
| internal-communications-and-intranet | Firstup | 0% | 0% | 10 | accepted challenger |
| internal-communications-and-intranet | Interact | 0% | 8% | 12 | accepted challenger |
| internal-communications-and-intranet | Unily | 0% | 12% | 34 | accepted challenger |
| internal-communications-and-intranet | LumApps | 0% | 12% | 33 | accepted challenger |
| internal-communications-and-intranet | Igloo Software | 0% | 36% | 11 | criticized challenger |
| internal-talent-marketplace | Gloat | 49% | 13% | 53 | endorsed leader |
| internal-talent-marketplace | Fuel50 | 16% | 2% | 42 | accepted challenger |
| internal-talent-marketplace | Workday Talent Marketplace | 11% | 15% | 33 | accepted challenger |
| internal-talent-marketplace | SAP SuccessFactors Opportunity Marketplace | 4% | 20% | 25 | accepted challenger |
| internal-talent-marketplace | Phenom | 0% | 13% | 15 | accepted challenger |
| internal-talent-marketplace | Eightfold AI | 0% | 21% | 42 | accepted challenger |
| internal-talent-marketplace | Toptal | 0% | 23% | 13 | accepted challenger |
| internal-talent-marketplace | Upwork | 0% | 59% | 17 | criticized challenger |
| interview-scheduling | GoodTime | 56% | 2% | 51 | endorsed leader |
| interview-scheduling | candidate.fyi | 21% | 0% | 39 | accepted challenger |
| interview-scheduling | Workday Recruiting | 7% | 10% | 10 | accepted challenger |
| interview-scheduling | Greenhouse | 7% | 12% | 24 | accepted challenger |
| interview-scheduling | ModernLoop | 0% | 0% | 25 | accepted challenger |
| interview-scheduling | VidCruiter | 0% | 7% | 15 | accepted challenger |
| interview-scheduling | Paradox | 0% | 7% | 28 | accepted challenger |
| interview-scheduling | Lever | 0% | 14% | 14 | accepted challenger |
| interview-scheduling | Calendly | 0% | 80% | 45 | criticized challenger |
| job-advertising-and-distribution | Appcast | 36% | 2% | 43 | endorsed leader |
| job-advertising-and-distribution | Broadbean | 14% | 0% | 11 | accepted challenger |
| job-advertising-and-distribution | Joveo | 14% | 5% | 37 | accepted challenger |
| job-advertising-and-distribution | Radancy | 5% | 0% | 21 | accepted challenger |
| job-advertising-and-distribution | DE Amplify | 5% | 0% | 10 | accepted challenger |
| job-advertising-and-distribution | ZipRecruiter | 2% | 37% | 19 | criticized challenger |
| job-advertising-and-distribution | Recruitics | 0% | 0% | 17 | accepted challenger |
| job-advertising-and-distribution | LinkedIn Jobs | 0% | 40% | 15 | criticized challenger |
| job-advertising-and-distribution | Indeed | 0% | 48% | 21 | criticized challenger |
| learning-experience-platforms | Docebo | 32% | 18% | 50 | endorsed leader |
| learning-experience-platforms | Degreed | 20% | 18% | 45 | accepted challenger |
| learning-experience-platforms | 360Learning | 7% | 8% | 40 | accepted challenger |
| learning-experience-platforms | Sana Learn | 5% | 0% | 10 | accepted challenger |
| learning-experience-platforms | Cornerstone OnDemand | 5% | 30% | 43 | criticized challenger |
| learning-experience-platforms | Absorb LMS | 0% | 13% | 15 | accepted challenger |
| learning-experience-platforms | LinkedIn Learning | 0% | 42% | 12 | criticized challenger |
| learning-management-systems | Docebo | 44% | 8% | 59 | endorsed leader |
| learning-management-systems | Absorb LMS | 11% | 2% | 48 | accepted challenger |
| learning-management-systems | SAP SuccessFactors Learning | 4% | 17% | 29 | accepted challenger |
| learning-management-systems | SAP Litmos | 2% | 10% | 21 | accepted challenger |
| learning-management-systems | Cornerstone OnDemand | 2% | 15% | 47 | accepted challenger |
| learning-management-systems | Intellum | 0% | 0% | 12 | accepted challenger |
| learning-management-systems | LearnUpon | 0% | 0% | 14 | accepted challenger |
| learning-management-systems | 360Learning | 0% | 9% | 23 | accepted challenger |
| learning-management-systems | Workday Learning | 0% | 22% | 23 | accepted challenger |
| learning-management-systems | Moodle | 0% | 33% | 24 | criticized challenger |
| learning-management-systems | TalentLMS | 0% | 43% | 14 | criticized challenger |
| leave-and-absence-management | Workday | 37% | 17% | 53 | endorsed leader |
| leave-and-absence-management | Rippling | 10% | 19% | 27 | accepted challenger |
| leave-and-absence-management | UKG Pro | 8% | 12% | 34 | accepted challenger |
| leave-and-absence-management | AbsenceSoft | 6% | 12% | 26 | accepted challenger |
| leave-and-absence-management | SAP SuccessFactors | 4% | 14% | 22 | accepted challenger |
| leave-and-absence-management | Dayforce | 2% | 22% | 18 | accepted challenger |
| leave-and-absence-management | BambooHR | 2% | 45% | 31 | criticized challenger |
| leave-and-absence-management | Oracle Fusion Cloud Absence Management | 0% | 11% | 18 | accepted challenger |
| leave-and-absence-management | ADP Workforce Now | 0% | 26% | 19 | criticized challenger |
| mentoring-software | Qooper | 29% | 4% | 53 | accepted challenger |
| mentoring-software | MentorcliQ | 27% | 10% | 59 | accepted challenger |
| mentoring-software | Together | 27% | 11% | 55 | accepted challenger |
| mentoring-software | Chronus | 9% | 13% | 60 | accepted challenger |
| mentoring-software | Guider | 0% | 0% | 12 | accepted challenger |
| mentoring-software | Ten Thousand Coffees | 0% | 12% | 25 | accepted challenger |
| mentoring-software | Mentorloop | 0% | 23% | 22 | accepted challenger |
| online-course-libraries | LinkedIn Learning | 30% | 17% | 48 | endorsed leader |
| online-course-libraries | Udemy Business | 21% | 17% | 46 | accepted challenger |
| online-course-libraries | Coursera for Business | 14% | 10% | 42 | accepted challenger |
| online-course-libraries | Docebo | 9% | 6% | 16 | accepted challenger |
| online-course-libraries | Skillsoft Percipio | 7% | 15% | 33 | accepted challenger |
| online-course-libraries | GoodHabitz | 2% | 0% | 10 | accepted challenger |
| online-course-libraries | Pluralsight | 0% | 8% | 25 | accepted challenger |
| online-course-libraries | Go1 | 0% | 9% | 11 | accepted challenger |
| online-course-libraries | OpenSesame | 0% | 17% | 12 | accepted challenger |
| org-charts-and-org-design | Orgvue | 22% | 5% | 20 | accepted challenger |
| org-charts-and-org-design | OneDirectory | 16% | 4% | 26 | accepted challenger |
| org-charts-and-org-design | OrgChart | 11% | 8% | 38 | accepted challenger |
| org-charts-and-org-design | ChartHop | 9% | 10% | 39 | accepted challenger |
| org-charts-and-org-design | Nakisa Org Design Suite | 7% | 0% | 20 | accepted challenger |
| org-charts-and-org-design | Ingentis org.manager | 7% | 0% | 21 | accepted challenger |
| org-charts-and-org-design | Lucidchart | 7% | 51% | 47 | criticized challenger |
| org-charts-and-org-design | Organimi | 2% | 21% | 14 | accepted challenger |
| org-charts-and-org-design | Creately | 2% | 40% | 10 | criticized challenger |
| org-charts-and-org-design | Microsoft Visio | 2% | 60% | 42 | criticized challenger |
| org-charts-and-org-design | Pingboard | 0% | 35% | 31 | criticized challenger |
| org-charts-and-org-design | SmartDraw | 0% | 57% | 14 | criticized challenger |
| org-charts-and-org-design | Miro | 0% | 71% | 21 | criticized challenger |
| org-charts-and-org-design | Microsoft PowerPoint | 0% | 100% | 10 | criticized challenger |
| pay-equity | Syndio | 53% | 4% | 48 | endorsed leader |
| pay-equity | Trusaic PayParity | 12% | 0% | 47 | accepted challenger |
| pay-equity | beqom Pay Equity | 9% | 0% | 36 | accepted challenger |
| pay-equity | Compport | 7% | 0% | 14 | accepted challenger |
| pay-equity | Payscale | 5% | 13% | 23 | accepted challenger |
| pay-equity | PayAnalytics | 2% | 0% | 29 | accepted challenger |
| pay-equity | Aeqium | 0% | 0% | 11 | accepted challenger |
| payroll-software | ADP | 32% | 13% | 31 | endorsed leader |
| payroll-software | ADP Workforce Now | 18% | 5% | 21 | accepted challenger |
| payroll-software | Rippling | 14% | 12% | 32 | accepted challenger |
| payroll-software | Workday | 10% | 14% | 50 | accepted challenger |
| payroll-software | Dayforce | 8% | 0% | 38 | accepted challenger |
| payroll-software | Paycom | 6% | 3% | 30 | accepted challenger |
| payroll-software | UKG Pro | 4% | 12% | 41 | accepted challenger |
| payroll-software | SAP SuccessFactors Employee Central Payroll | 2% | 5% | 22 | accepted challenger |
| payroll-software | Papaya Global | 2% | 9% | 11 | accepted challenger |
| payroll-software | Paychex Flex | 2% | 20% | 10 | accepted challenger |
| payroll-software | Oracle Fusion Cloud HCM | 0% | 6% | 16 | accepted challenger |
| payroll-software | Deel | 0% | 12% | 25 | accepted challenger |
| payroll-software | Paylocity | 0% | 19% | 21 | accepted challenger |
| people-analytics | Visier | 65% | 21% | 62 | endorsed leader |
| people-analytics | Workday People Analytics | 9% | 17% | 46 | accepted challenger |
| people-analytics | ChartHop | 9% | 21% | 29 | accepted challenger |
| people-analytics | One Model | 5% | 7% | 30 | accepted challenger |
| people-analytics | Crunchr | 0% | 4% | 27 | accepted challenger |
| people-analytics | SAP SuccessFactors Workforce Analytics | 0% | 10% | 10 | accepted challenger |
| people-analytics | Culture Amp | 0% | 17% | 12 | accepted challenger |
| people-analytics | SAP SuccessFactors People Analytics | 0% | 20% | 10 | accepted challenger |
| people-analytics | SAP SuccessFactors | 0% | 20% | 15 | accepted challenger |
| performance-management | Workday HCM Performance Management | 32% | 22% | 51 | endorsed leader |
| performance-management | Betterworks | 25% | 4% | 46 | accepted challenger |
| performance-management | Lattice | 12% | 28% | 47 | criticized challenger |
| performance-management | SAP SuccessFactors | 11% | 17% | 35 | accepted challenger |
| performance-management | Oracle Fusion Cloud HCM | 4% | 13% | 15 | accepted challenger |
| performance-management | OneStream | 2% | 0% | 10 | accepted challenger |
| performance-management | Leapsome | 2% | 25% | 16 | criticized challenger |
| performance-management | 15Five | 2% | 39% | 23 | criticized challenger |
| performance-management | Culture Amp | 0% | 30% | 20 | criticized challenger |
| recognition-and-rewards | Achievers | 38% | 12% | 52 | endorsed leader |
| recognition-and-rewards | Workhuman | 34% | 10% | 48 | endorsed leader |
| recognition-and-rewards | Awardco | 17% | 10% | 48 | accepted challenger |
| recognition-and-rewards | Motivosity | 2% | 22% | 18 | accepted challenger |
| recognition-and-rewards | Bonusly | 2% | 45% | 33 | criticized challenger |
| recognition-and-rewards | Vantage Circle | 0% | 0% | 13 | accepted challenger |
| recognition-and-rewards | O.C. Tanner Culture Cloud | 0% | 4% | 23 | accepted challenger |
| recognition-and-rewards | WorkTango | 0% | 10% | 10 | accepted challenger |
| recognition-and-rewards | Kudos | 0% | 21% | 14 | accepted challenger |
| recognition-and-rewards | Nectar | 0% | 50% | 14 | criticized challenger |
| recruiting-crm-and-sourcing | Beamery | 20% | 17% | 12 | accepted challenger |
| recruiting-crm-and-sourcing | SeekOut | 15% | 9% | 22 | accepted challenger |
| recruiting-crm-and-sourcing | LinkedIn Recruiter | 15% | 42% | 26 | criticized challenger |
| recruiting-crm-and-sourcing | Gem | 10% | 10% | 30 | accepted challenger |
| recruiting-crm-and-sourcing | Eightfold AI | 5% | 7% | 15 | accepted challenger |
| recruiting-crm-and-sourcing | hireEZ | 5% | 18% | 17 | accepted challenger |
| recruitment-marketing-and-career-sites | Phenom | 41% | 12% | 51 | endorsed leader |
| recruitment-marketing-and-career-sites | Greenhouse | 8% | 6% | 32 | accepted challenger |
| recruitment-marketing-and-career-sites | Avature | 6% | 8% | 25 | accepted challenger |
| recruitment-marketing-and-career-sites | iCIMS Attract | 6% | 14% | 28 | accepted challenger |
| recruitment-marketing-and-career-sites | Symphony Talent | 6% | 17% | 24 | accepted challenger |
| recruitment-marketing-and-career-sites | Bullhorn | 6% | 24% | 21 | accepted challenger |
| recruitment-marketing-and-career-sites | SmartRecruiters | 4% | 9% | 23 | accepted challenger |
| recruitment-marketing-and-career-sites | Joveo | 2% | 0% | 16 | accepted challenger |
| recruitment-marketing-and-career-sites | Handshake | 2% | 0% | 10 | accepted challenger |
| recruitment-marketing-and-career-sites | Beamery | 2% | 15% | 33 | accepted challenger |
| recruitment-marketing-and-career-sites | Radancy | 0% | 36% | 11 | criticized challenger |
| recruitment-marketing-and-career-sites | Workday Recruiting | 0% | 40% | 10 | criticized challenger |
| recruitment-marketing-and-career-sites | Lever | 0% | 50% | 12 | criticized challenger |
| skills-intelligence | Eightfold AI | 33% | 18% | 40 | endorsed leader |
| skills-intelligence | TechWolf | 12% | 0% | 13 | accepted challenger |
| skills-intelligence | Workday Skills Cloud | 12% | 14% | 29 | accepted challenger |
| skills-intelligence | Lightcast Open Skills | 9% | 0% | 13 | accepted challenger |
| skills-intelligence | Gloat | 5% | 14% | 35 | accepted challenger |
| skills-intelligence | Fuel50 | 5% | 16% | 19 | accepted challenger |
| skills-intelligence | Degreed | 2% | 12% | 17 | accepted challenger |
| skills-intelligence | 365Talents | 0% | 7% | 14 | accepted challenger |
| skills-intelligence | Cornerstone OnDemand | 0% | 17% | 12 | accepted challenger |
| skills-intelligence | SAP SuccessFactors Skills | 0% | 23% | 13 | accepted challenger |
| skills-intelligence | Beamery | 0% | 36% | 14 | criticized challenger |
| succession-planning | Workday Succession Planning | 42% | 6% | 53 | endorsed leader |
| succession-planning | SAP SuccessFactors Succession & Development | 30% | 10% | 49 | endorsed leader |
| succession-planning | TalentGuard Succession Planning | 6% | 11% | 28 | accepted challenger |
| succession-planning | Cornerstone Succession | 4% | 4% | 24 | accepted challenger |
| succession-planning | UKG Pro Succession Planning | 2% | 0% | 13 | accepted challenger |
| succession-planning | Oracle Fusion Cloud HCM | 2% | 4% | 26 | accepted challenger |
| succession-planning | ChartHop | 2% | 11% | 18 | accepted challenger |
| succession-planning | Dayforce | 0% | 0% | 10 | accepted challenger |
| succession-planning | Eightfold AI | 0% | 5% | 20 | accepted challenger |
| succession-planning | PeopleFluent Succession Management | 0% | 9% | 22 | accepted challenger |
| talent-intelligence | Eightfold AI | 72% | 11% | 55 | endorsed leader |
| talent-intelligence | SeekOut | 5% | 18% | 33 | accepted challenger |
| talent-intelligence | 365Talents | 2% | 0% | 11 | accepted challenger |
| talent-intelligence | Gloat | 2% | 13% | 31 | accepted challenger |
| talent-intelligence | LinkedIn Talent Insights | 2% | 20% | 10 | accepted challenger |
| talent-intelligence | Phenom | 2% | 25% | 36 | criticized challenger |
| talent-intelligence | Workday Skills Cloud | 2% | 29% | 14 | criticized challenger |
| talent-intelligence | Lightcast | 0% | 0% | 10 | accepted challenger |
| talent-intelligence | Findem | 0% | 0% | 13 | accepted challenger |
| talent-intelligence | Loxo | 0% | 10% | 10 | accepted challenger |
| talent-intelligence | Beamery | 0% | 28% | 36 | criticized challenger |
| technical-hiring-assessments | HackerRank | 42% | 18% | 55 | endorsed leader |
| technical-hiring-assessments | Codility | 19% | 18% | 55 | accepted challenger |
| technical-hiring-assessments | CodeSignal | 12% | 20% | 45 | accepted challenger |
| technical-hiring-assessments | CoderPad | 9% | 19% | 42 | accepted challenger |
| technical-hiring-assessments | Mercer | Mettl | 0% | 15% | 13 | accepted challenger |
| technical-hiring-assessments | TestGorilla | 0% | 23% | 13 | accepted challenger |
| time-and-attendance | UKG Pro | 29% | 13% | 30 | accepted challenger |
| time-and-attendance | UKG Ready | 20% | 0% | 16 | accepted challenger |
| time-and-attendance | Workday Time Tracking | 5% | 12% | 33 | accepted challenger |
| time-and-attendance | Rippling | 2% | 3% | 31 | accepted challenger |
| time-and-attendance | Dayforce | 2% | 6% | 17 | accepted challenger |
| time-and-attendance | SAP SuccessFactors Time Management | 2% | 6% | 16 | accepted challenger |
| time-and-attendance | ADP Workforce Now | 2% | 17% | 36 | accepted challenger |
| time-and-attendance | Oracle Time and Labor | 0% | 8% | 12 | accepted challenger |
| time-and-attendance | Deputy | 0% | 25% | 12 | criticized challenger |
| time-and-attendance | Connecteam | 0% | 36% | 11 | criticized challenger |
| video-interviewing | HireVue | 74% | 18% | 60 | endorsed leader |
| video-interviewing | VidCruiter | 11% | 7% | 42 | accepted challenger |
| video-interviewing | Spark Hire | 11% | 14% | 44 | accepted challenger |
| video-interviewing | Jobma | 0% | 0% | 17 | accepted challenger |
| video-interviewing | Modern Hire | 0% | 18% | 11 | accepted challenger |
| video-interviewing | Willo | 0% | 26% | 23 | criticized challenger |
| workforce-management-suites | UKG Pro | 42% | 9% | 47 | endorsed leader |
| workforce-management-suites | Dayforce | 12% | 0% | 36 | accepted challenger |
| workforce-management-suites | UKG Pro Workforce Management | 12% | 9% | 11 | accepted challenger |
| workforce-management-suites | Workday Workforce Management | 12% | 23% | 43 | accepted challenger |
| workforce-management-suites | Oracle Fusion Cloud HCM | 4% | 22% | 18 | accepted challenger |
| workforce-management-suites | SAP SuccessFactors | 2% | 18% | 22 | accepted challenger |
| workforce-management-suites | Rippling | 2% | 25% | 12 | criticized challenger |
| workforce-management-suites | WorkForce Software | 0% | 8% | 12 | accepted challenger |
| workforce-management-suites | ADP Workforce Now | 0% | 20% | 20 | accepted challenger |
| workforce-management-suites | Verint Workforce Management | 0% | 30% | 10 | criticized challenger |
| workforce-management-suites | NICE Workforce Management | 0% | 33% | 12 | criticized challenger |
| workforce-planning | Anaplan | 47% | 20% | 54 | endorsed leader |
| workforce-planning | Workday Adaptive Planning | 29% | 14% | 49 | accepted challenger |
| workforce-planning | ChartHop | 7% | 19% | 21 | accepted challenger |
| workforce-planning | Pigment | 4% | 0% | 13 | accepted challenger |
| workforce-planning | Oracle Workforce Modeling | 4% | 20% | 10 | accepted challenger |
| workforce-planning | Visier | 2% | 14% | 28 | accepted challenger |
| workforce-planning | Oracle Fusion Cloud HCM | 0% | 12% | 16 | accepted challenger |
| workforce-planning | SAP SuccessFactors Workforce Planning | 0% | 14% | 29 | accepted challenger |
| workforce-planning | Orgvue | 0% | 17% | 18 | accepted challenger |
| workforce-scheduling | Workday Workforce Management | 16% | 5% | 19 | accepted challenger |
| workforce-scheduling | UKG Pro | 12% | 6% | 18 | accepted challenger |
| workforce-scheduling | Deputy | 8% | 25% | 20 | criticized challenger |
| workforce-scheduling | Shiftboard | 6% | 5% | 22 | accepted challenger |
| workforce-scheduling | Dayforce | 2% | 0% | 13 | accepted challenger |
| workforce-scheduling | Rippling | 2% | 18% | 11 | accepted challenger |
| workforce-scheduling | Acuity Scheduling | 0% | 45% | 11 | criticized challenger |
| workforce-scheduling | Calendly | 0% | 55% | 20 | criticized challenger |

## Treatment of lab-affiliated products by model

Self-preference is only measurable with a control group: how the lab's own model treats its products compared with how every other model treats the same products. Anthropic, OpenAI have no products in the covered categories with enough labels to measure, so nothing is claimed about them.

**Google products** (17 products, 46 labels). Cells are positive/negative/all labels.

| Product | Claude Haiku 4.5 | GPT-5.4 mini | Gemini 3.5 Flash | Perplexity Sonar | Grok 4.1 Fast | Mistral Small | DeepSeek V4 Flash | Llama 4 Maverick | Qwen 3.7 Flash | Kimi K2 | GLM 4.7 FlashX | MiniMax M2.5 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Google Sheets |  |  | 0/2/2 |  | 0/1/1 |  | 0/3/3 |  | 0/2/2 |  | 0/1/1 | 0/1/1 |
| Google Forms |  |  | 0/1/1 |  |  |  | 0/1/1 |  |  | 0/1/1 | 0/1/1 |  |
| Google Drive |  |  |  | 0/1/1 | 0/1/1 | 0/1/1 |  |  |  | 0/1/1 |  |  |
| Gemini |  |  | 0/1/1 |  |  |  | 0/1/1 |  |  | 0/1/1 | 0/1/1 |  |
| Google Workspace |  | 1/0/1 | 1/0/1 |  |  |  |  |  |  | 1/0/1 |  |  |
| Google Meet |  |  |  |  |  |  | 0/1/1 |  |  | 0/1/1 | 0/1/1 |  |
| Google for Jobs | 1/0/1 |  |  |  | 1/0/1 |  |  |  |  |  |  | 1/0/1 |
| Google Slides | 0/1/1 |  |  |  | 0/1/1 |  | 0/1/1 |  |  |  |  |  |
| Google Calendar |  | 1/0/1 | 1/0/1 |  |  |  |  |  |  |  |  |  |
| Google |  |  |  |  | 0/2/2 |  |  |  |  |  |  |  |
| Google Chat | 1/0/1 |  |  |  |  |  |  |  |  |  | 0/1/1 |  |
| Google Appointment Schedule |  |  |  |  |  |  |  |  |  | 0/1/1 |  |  |
| Google Sites | 0/1/1 |  |  |  |  |  |  |  |  |  |  |  |
| Google Gemini |  |  |  |  |  |  |  |  |  |  | 1/0/1 |  |
| Looker |  |  |  |  |  |  |  |  |  |  |  | 1/0/1 |
| Google Docs |  |  |  |  |  |  |  |  |  |  | 0/1/1 |  |
| Google Drawings |  |  |  |  |  |  |  |  |  |  | 0/1/1 |  |

Mean label weight on Google products: Gemini 3.5 Flash -1.50 over 6 labels; the other 11 models -1.85 over 40 labels. Weights run from +3 (first choice) to -3 (hard negative). A gap under about half a point on this few labels is not a finding.

## Discontinued products recommended

None in this run.

## Normalization

Unresolved, 539 labels counted under the raw name, for human review:

10Eighty in succession-planning (1), 360 Unlimited Feedback in 360-feedback (1), 360Factor (by Givens) in 360-feedback (1), 360Feedbacks in 360-feedback (1), A.T. Kearney in compensation-benchmarking-data (1), ADP Compensation / Comprehensive in compensation-management (1), ADP Enterprise Benefits (Vantage/Decidian/Workforce Now) in benefits-administration (1), ADP Enterprise HR with Comprehensive Services in hris-and-hcm-platforms (1), ADP Enterprise eTIME / ADP Workforce Now in time-and-attendance (1), ADP Leave Management in leave-and-absence-management (1), ADP MyCheckbook in earned-wage-access (1), ADP Time & Attendance / Leave modules in leave-and-absence-management (1), ADP Workforce Manager / ADP Time & Attendance in time-and-attendance (1), ADP Workforce Now or ADP SmartCompliance in hr-compliance-and-policy-management (1), ADP benefits modules in flexible-benefits-and-lifestyle-spending-accounts (1), ALM Intelligence in compensation-benchmarking-data (1), APEC (Association of Professional Executives of Canada) Compensation Survey in compensation-benchmarking-data (1), ARIS in org-charts-and-org-design (1), ASI Flex in flexible-benefits-and-lifestyle-spending-accounts (1), Abode in mentoring-software (1), Academy LMS in learning-management-systems (1), AceUp in coaching-platforms (1), Acrolinx in course-authoring-tools (1), Adapt Framework / Adapt Builder (Open-Source) in course-authoring-tools (1), Adobe Experience Cloud / Adobe Experience Platform in employee-engagement-surveys (1), Adobe Experience Manager in course-authoring-tools (1), Adobe Journey Optimizer in employee-engagement-surveys (1), Advanced Background Check Inc. in background-screening (1), Advantage.ai in job-advertising-and-distribution (1), Affectiva in video-interviewing (1), Affinity in compliance-training (1), Agentforce Field Service (formerly Salesforce Field Service) in frontline-employee-apps (1), Agri Stats in compensation-benchmarking-data (1), Aha! Roadmaps (Enterprise+) in goals-and-okrs (1), Airship in employee-engagement-surveys (1), Akumina in internal-communications-and-intranet (1), Alloy Navigator in hr-help-desk-and-case-management (1), Almanac Systems in workforce-management-suites (1), Altify (by Upland) in org-charts-and-org-design (1), Altogether (formerly Hiive) / Fuel54 in skills-intelligence (1), Amazon AI recruiting tool in hr-ai-assistants (1), Amazon Rekognition in recognition-and-rewards (1), Amazon's infamous scrapped internal tool in hr-ai-assistants (1), Amazon's scrapped 2018 tool in hr-ai-assistants (1), Amazon’s internal recruiting engine in hr-ai-assistants (1), Amazon’s scrapped internal AI recruiting tool in hr-ai-assistants (1), Amelia in workforce-scheduling (1), Amplitude in employee-onboarding (1), Aon (formerly Radford) Global Compensation Survey in compensation-benchmarking-data (1), Aon Consulting Assessment Tools in hr-ai-assistants (1), Apache Airflow in workforce-scheduling (1), AppFolio\u2019s tenant screening service in background-screening (1), AppVault in recruitment-marketing-and-career-sites (1), Appical in employee-onboarding (1), Apple Health in employee-wellbeing-and-mental-health (1), Applied Analytics Lens in pay-equity (1), Apptega in candidate-assessment (1), Apty in employee-onboarding (1), Arbi in recruiting-crm-and-sourcing (1), Arctic Shores in candidate-assessment (1), Arithmetica in org-charts-and-org-design (1), Articulate Frontline in course-authoring-tools (1), Arythmatic Cloud in compliance-training (1), Assess in candidate-assessment (1), AssessFirst in candidate-assessment (1), AuthBridge in background-screening (1), Aware in recognition-and-rewards (1), Axiom in performance-management (1), BAPCo in compensation-benchmarking-data (1), BMC in hr-help-desk-and-case-management (1), BMC Helix Business Workflows in hr-help-desk-and-case-management (1), BackgroundChecker.com in background-screening (1), Basecamp Pro Unlimited in internal-communications-and-intranet (1), Basware in recruiting-crm-and-sourcing (1), BenchPrep in compliance-training (1), Benchmark Consulting Group LLC in compensation-benchmarking-data (1), BenefitWerks in benefits-administration (1), Beneflo in flexible-benefits-and-lifestyle-spending-accounts (1), Bentek in flexible-benefits-and-lifestyle-spending-accounts (1), Big Four Consulting Firms (Deloitte, PwC, KPMG, EY) in compliance-training (1), BindTuning in internal-communications-and-intranet (1), Blissbook or AirMason in hr-compliance-and-policy-management (1), Bloomberg PH in pay-equity (1), Bloomreach in employee-engagement-surveys (1), BrainOnBoard in employee-onboarding (1), BrassRing (by ADP) in contingent-workforce-management (1), Bright Financial in earned-wage-access (1), Broadcom AutoSys in workforce-scheduling (1), BuildOps in frontline-employee-apps (1), Bumble in frontline-employee-apps (1), CEIPAL Workforce in hr-help-desk-and-case-management (1), CXEverywhere in succession-planning (1), Cala HQ in leave-and-absence-management (1), Callidus/SAP Commissions in compensation-management (1), CareerSiteCloud Enterprise in recruitment-marketing-and-career-sites (1), Carrot Fertility in employee-wellbeing-and-mental-health (1), Caspio in employee-onboarding (1), Castlight Navigation in flexible-benefits-and-lifestyle-spending-accounts (1), Central Test in candidate-assessment (1), ChatFlow in hr-ai-assistants (1), Chatbot Arena in compensation-benchmarking-data (1), Cisco Webex in internal-communications-and-intranet (1), Clarity PPM in goals-and-okrs (1), Claromentis in internal-communications-and-intranet (1), Clearbit in recruiting-crm-and-sourcing (1), CleverTap in employee-engagement-surveys (1), Cluely in technical-hiring-assessments (1), CoWorker.ai / Slalom Connect in hr-ai-assistants (1), Coaching Workspace in coaching-platforms (1), CodeLive in technical-hiring-assessments (1), CodeSignal Hire in technical-hiring-assessments (1), Cognisess in ai-recruiting-assistants (1), Collective Health in benefits-administration (1), Compensa in compensation-benchmarking-data (1), Compensation Workbench in compensation-management (1), Compliance Manager GRC in compliance-training (1), Compliance Navigator / Mitratech (GRC) in hr-compliance-and-policy-management (1), Compliance Wave in compliance-training (1), Compliance at Workplace in compliance-training (1), CompliancePrime in compliance-training (1), Compup.io in compensation-benchmarking-data (1), ConnectWise in workforce-management-suites (1), Conveo in video-interviewing (1), ConveyIQ in recruitment-marketing-and-career-sites (1), Cora in flexible-benefits-and-lifestyle-spending-accounts (1), Core Commissions in compensation-management (1), CoreMedia in course-authoring-tools (1), Cority in hr-compliance-and-policy-management (1), Cornerstone Content Studio / CSX in learning-experience-platforms (1), Cornerstone SGL in succession-planning (1), Cornerstone Workforce AI in skills-intelligence (1), Cornerstone Workforce Planning in workforce-planning (1), Corporate Compliance Insights in compliance-training (1), Cortextual in org-charts-and-org-design (1), Coupa Sourcing in recruiting-crm-and-sourcing (1), Coupa Strategic Sourcing in recruiting-crm-and-sourcing (1), Create by Confirm (formerly Elucidat) in course-authoring-tools (1), Cron in workforce-scheduling (1), CrossKnowledge (part of Wiley) in online-course-libraries (1), Custom Survey Professionals in compensation-benchmarking-data (1), Cvent in employee-onboarding (1), Cynomi in candidate-assessment (1), D2L Brightspace Lumi in course-authoring-tools (1), Darwinbox – Succession & Mobility in succession-planning (1), Dayforce SWP (Formerly Agentnoon) in workforce-planning (1), DeWitt in time-and-attendance (1), Digimind in compensation-benchmarking-data (1), Docebo Content / Content Marketplace in online-course-libraries (1), DoubelNickel / Adalytic in job-advertising-and-distribution (1), Drift in employee-engagement-surveys (1), Dutcho in compliance-training (1), ECA International in compensation-benchmarking-data (1), ELG GROW in online-course-libraries (1), EPM Live in performance-management (1), EVA.ai in hr-ai-assistants (1), Easy-Commission in compensation-management (1), Employee Self-Service Agent in hr-ai-assistants (1), Empsight in compensation-benchmarking-data (1), Engagedly – Talent Mobility in succession-planning (1), Enterprise Health in employee-wellbeing-and-mental-health (1), Enterprise eTIME (Legacy) in time-and-attendance (1), Epicor in performance-management (1), Equifax in background-screening (1), Equifax I-9 Manage in hr-compliance-and-policy-management (1), Expand in goals-and-okrs (1), Experian in background-screening (1), FIELDBOSS in frontline-employee-apps (1), FinStackk in payroll-software (1), Fitbit in employee-wellbeing-and-mental-health (1), FlexGenius in flexible-benefits-and-lifestyle-spending-accounts (1), Flourish in 360-feedback (1), FocalPoint Coaching in coaching-platforms (1), Frappe Learning in learning-management-systems (1), GK in compensation-benchmarking-data (1), GaiaWorks in time-and-attendance (1), Garmin in employee-wellbeing-and-mental-health (1), Gartner Peer Insights in compensation-benchmarking-data (1), Gemini for Google Workspace / Gemini Enterprise in hr-ai-assistants (1), Generic "LeetCode‑style" Platforms in technical-hiring-assessments (1), Genesys Workforce Engagement in workforce-management-suites (1), GetCourse in learning-management-systems (1), GigFlow Enterprise in internal-talent-marketplace (1), Gignav in internal-talent-marketplace (1), Gild / CrossOver in job-advertising-and-distribution (1), Gliffy in org-charts-and-org-design (1), Globality in recruiting-crm-and-sourcing (1), GoGlobal in global-payroll-and-employer-of-record (1), GoToInterview in talent-intelligence (1), Google Cloud Vision AI in recognition-and-rewards (1), Gr8People in job-advertising-and-distribution (1), Great Work Perks in flexible-benefits-and-lifestyle-spending-accounts (1), Guild in online-course-libraries (1), HMS Software (TimeControl) in time-and-attendance (1), HR Cloud Perform in succession-planning (1), HRMWare in hr-compliance-and-policy-management (1), HR‑Revolution LLC in background-screening (1), Hapaka in internal-communications-and-intranet (1), Happydance in recruitment-marketing-and-career-sites (1), HarmonyHR in hris-and-hcm-platforms (1), Harvard Business Publishing Corporate Learning in online-course-libraries (1), Heidrick & Struggles Craftwork in internal-talent-marketplace (1), Hinge in frontline-employee-apps (1), Hinge Health in employee-wellbeing-and-mental-health (1), Hire Success in candidate-assessment (1), HireVue Builder in video-interviewing (1), Hirebase in time-and-attendance (1), Hired\u2019s Salary Calculator in compensation-benchmarking-data (1), Hireful in recruiting-crm-and-sourcing (1), Honestly in employee-engagement-surveys (1), HubSpot Marketing Hub in employee-engagement-surveys (1), Humanova in employee-wellbeing-and-mental-health (1), Huntress in online-course-libraries (1), Hyperbound in coaching-platforms (1), IBM Connections in employee-engagement-surveys (1), IBM Consulting in compensation-benchmarking-data (1), IBM Kenexa in hris-and-hcm-platforms (1), IBM Kenexa / BrassRing in applicant-tracking-systems (1), IBM Z Workload Scheduler in workforce-scheduling (1), IDEMIA in recognition-and-rewards (1), IDScan.net in background-screening (1), IFS Cloud Field Service Management in frontline-employee-apps (1), Iconixx in compensation-management (1), IllumiWare in compensation-management (1), Indeed Smart Sourcing in ai-recruiting-assistants (1), Index.dev in technical-hiring-assessments (1), InfoTrack in background-screening (1), Infor modern cloud in workforce-management-suites (1), Innovatrics in recognition-and-rewards (1), Inrehearsal in online-course-libraries (1), Insider in employee-engagement-surveys (1), Javelin in compensation-management (1), Javelin SPM in compensation-management (1), Jinba Flow in interview-scheduling (1), Jive Social Software in employee-engagement-surveys (1), Jobcase Flexible Job Slots + MaxRecruit in job-advertising-and-distribution (1), Jobtalk.ai in talent-intelligence (1), Jobvite Job Broadcast in job-advertising-and-distribution (1), Journyx in time-and-attendance (1), Junction in recruitment-marketing-and-career-sites (1), Kenjo in time-and-attendance (1), Kennedy Consulting Research in compensation-benchmarking-data (1), Klue in compensation-benchmarking-data (1), KnowledgeCity in online-course-libraries (1), KnowledgeDeliver in learning-management-systems (1), Kodiak Hub in recruiting-crm-and-sourcing (1), Kompyte in compensation-benchmarking-data (1), Korn Ferry Global Executive Compensation Survey in compensation-benchmarking-data (1), Kriya Stack in compliance-training (1), Kronos Workforce Planning (UKG) in workforce-planning (1), Kurslotse in online-course-libraries (1), Laravel in internal-communications-and-intranet (1), Lathem PayClock Online in time-and-attendance (1), Learning Pool LXP in learning-experience-platforms (1), LearningOS in learning-experience-platforms (1), LeaveLogic in leave-and-absence-management (1), LeavePro in leave-and-absence-management (1), LeaveWizard in leave-and-absence-management (1), Ledgy in compensation-management (1), Legacy Workday Talent Management (Skills add‑on) in skills-intelligence (1), Legion Workforce Management Platform in contingent-workforce-management (1), Leverage.ai in skills-intelligence (1), Lifestyle Spending in flexible-benefits-and-lifestyle-spending-accounts (1), LimeJump in course-authoring-tools (1), LinkedIn Recruiter with Hiring Assistant in ai-recruiting-assistants (1), LivePerson AI in frontline-employee-apps (1), LiveTiles in internal-communications-and-intranet (1), Loop & Tie in recognition-and-rewards (1), Lumination in compensation-management (1), Lupahire in workforce-planning (1), MOJO AI in job-advertising-and-distribution (1), Maestra in employee-engagement-surveys (1), MangoApps Succession Hub in succession-planning (1), MarketsandMarkets in compensation-benchmarking-data (1), Maven Clinic in employee-wellbeing-and-mental-health (1), Mega HOPEX in org-charts-and-org-design (1), Mentorfy in mentoring-software (1), Mercer Compensation Surveys in compensation-management (1), Mercer Comptryx in pay-equity (1), Mercer Global Compensation Database in compensation-benchmarking-data (1), Mercer Marsh Benefits (MMB) Darwin in flexible-benefits-and-lifestyle-spending-accounts (1), Mercer – Global Total Remuneration Survey (TRS) in compensation-benchmarking-data (1), Mercer's Skills Map in skills-intelligence (1), Mercer’s TRS / TAAP+ in compensation-benchmarking-data (1), Meta's Llama AI benchmarks in compensation-benchmarking-data (1), MetaCompliance in compliance-training (1), Mexty in learning-experience-platforms (1), Microsoft Azure AI Vision / Face API in recognition-and-rewards (1), Microsoft Dynamics 365 Customer Insights in employee-engagement-surveys (1), Microsoft Dynamics 365 Field Service in frontline-employee-apps (1), Microsoft Dynamics GP in hr-help-desk-and-case-management (1), Microsoft Fabric in people-analytics (1), Microsoft Fabric/Power BI in people-analytics (1), Microsoft Outlook / Microsoft 365 in workforce-scheduling (1), Microsoft Shifts in frontline-employee-apps (1), Microsoft Viva Answers in hr-ai-assistants (1), Microsoft's frontline stack in frontline-employee-apps (1), Microsoft-based employee portals / SharePoint / Viva integrations in hr-help-desk-and-case-management (1), Mitrefinch in time-and-attendance (1), Mixpanel in employee-onboarding (1), My Compliance Training in compliance-training (1), NEC in recognition-and-rewards (1), NFP in benefits-administration (1), NICE inContact / NICE WFM in workforce-management-suites (1), Native ATS Scheduling (Greenhouse/Lever) in interview-scheduling (1), NeoLife (International Ltd.) in employee-wellbeing-and-mental-health (1), NetExemplar in compliance-training (1), Neuroscale/Arbi in talent-intelligence (1), Nextra in workforce-management-suites (1), OKR for Jira (by Appfire) in goals-and-okrs (1), Offflow in leave-and-absence-management (1), Old Kronos 4500 in time-and-attendance (1), Omdia in compensation-benchmarking-data (1), Omnisend in employee-engagement-surveys (1), OnboardIQ in employee-onboarding (1), One Payroll in payroll-software (1), OneVantage in hr-ai-assistants (1), Onspring Policy Management in hr-compliance-and-policy-management (1), OpenClaw/ClawHub in skills-intelligence (1), Opsgenie in workforce-scheduling (1), Optimal Blue in compensation-benchmarking-data (1), Option Impact Equity Benchmarking in compensation-benchmarking-data (1), OptionHR in compensation-benchmarking-data (1), Oracle AI (Embedded) in hr-ai-assistants (1), Oracle Advertising and Customer Experience (CX) in employee-engagement-surveys (1), Oracle Cloud Infrastructure in workforce-planning (1), Oracle Fusion Cloud Talent Management in succession-planning (1), Oracle Fusion Deskless Workforce in frontline-employee-apps (1), Oracle HCM Cloud Service Delivery in hr-help-desk-and-case-management (1), Oracle HCM Now in time-and-attendance (1), Oracle HCM Workforce Planning in workforce-planning (1), Oracle Primavera P6 in workforce-scheduling (1), Oracle Responsys / Oracle CX Marketing in employee-engagement-surveys (1), Oracle WebCenter in internal-communications-and-intranet (1), Oracle Workforce Rewards Cloud in compensation-management (1), Orbiq in pay-equity (1), OrgBuilder by BCG X in org-charts-and-org-design (1), OrgChartPlus in org-charts-and-org-design (1), OrgChartPro in org-charts-and-org-design (1), OrgCharting in org-charts-and-org-design (1), OrgWiki in org-charts-and-org-design (1), Origami Connect in internal-communications-and-intranet (1), Outseer by Workhuman in coaching-platforms (1), PCR (PCRecruiter) in applicant-tracking-systems (1), PageUp Talent & Succession in succession-planning (1), Paidwork in contingent-workforce-management (1), Paradiso Solutions in employee-onboarding (1), Parakeet AI in technical-hiring-assessments (1), Paravision in recognition-and-rewards (1), Pearson Education in hr-compliance-and-policy-management (1), Pegasystems in employee-engagement-surveys (1), People Admin in interview-scheduling (1), PeopleDoc (by Red Hat) in employee-onboarding (1), PeopleFactors in candidate-assessment (1), Peopleware in workforce-management-suites (1), Perplexity AI in frontline-employee-apps (1), PharmaX (formerly Pymetrics) / Eightfold.ai in internal-talent-marketplace (1), Pihr Pay Equity in pay-equity (1), Planview Enterprise One in performance-management (1), Poe in frontline-employee-apps (1), PowerPolicy by PowerDMS in hr-compliance-and-policy-management (1), PreCheck / IntelliCorp in background-screening (1), ProFinda in internal-talent-marketplace (1), Prolegion in contingent-workforce-management (1), Propsly in recognition-and-rewards (1), PublicDataResources / BackgroundCheck.info in background-screening (1), QHRM in hr-compliance-and-policy-management (1), Quartz in workforce-scheduling (1), Radford (now Aon) Sales Compensation Survey in compensation-benchmarking-data (1), Radford Global Technology Survey in compensation-benchmarking-data (1), RapidFire Tools in course-authoring-tools (1), Read.ai in hr-ai-assistants (1), Recruhr in recruitment-marketing-and-career-sites (1), Recruix in job-advertising-and-distribution (1), RefAssured in talent-intelligence (1), Rellevate Pay Any Day in earned-wage-access (1), Remedyset in pay-equity (1), Remo.co in employee-onboarding (1), Repudi in hr-help-desk-and-case-management (1), Rewordin in recognition-and-rewards (1), Rezolve.ai in hr-ai-assistants (1), RightMatch in ai-recruiting-assistants (1), Rooster Scheduling in interview-scheduling (1), Ryley Learning in compliance-training (1), SAP APO/IBP in workforce-scheduling (1), SAP Deskless Worker Experience in frontline-employee-apps (1), SAP EPM (Analytics Cloud) in performance-management (1), SAP Enable Now in course-authoring-tools (1), SAP Learning Solution in learning-management-systems (1), SAP Oracle modules in workforce-management-suites (1), SAP Portal (NetWeaver) in internal-communications-and-intranet (1), SAP SuccessFactors Career & Development in internal-talent-marketplace (1), SAP SuccessFactors Employee Central Global Benefits in flexible-benefits-and-lifestyle-spending-accounts (1), SAP SuccessFactors Workforce Organization in org-charts-and-org-design (1), SAP SuccessFactors mentoring in mentoring-software (1), SAP enterprise workforce management / workforce planning tools in workforce-planning (1), SD Worx Time in time-and-attendance (1), SHRM benefits data in compensation-benchmarking-data (1), STR (Smith Travel Research) in compensation-benchmarking-data (1), Saba Learning Management in online-course-libraries (1), SafeBreach in compliance-training (1), SafetySkills in compliance-training (1), Saiqa / Cornerstone in compliance-training (1), Salesforce Employee Service in hr-help-desk-and-case-management (1), Salesforce Marketing Cloud Engagement / Next in employee-engagement-surveys (1), Salesforce Recruiting CRM in recruiting-crm-and-sourcing (1), Salesforce Recruiting Cloud in recruitment-marketing-and-career-sites (1), Salesforce Revenue Cloud in compensation-management (1), Sanity in course-authoring-tools (1), Scale in candidate-assessment (1), SchedPro in workforce-scheduling (1), Schedaddle in workforce-scheduling (1), Schedly in workforce-scheduling (1), Scion in succession-planning (1), SecureSheet in compensation-management (1), Seeking Alpha in recruiting-crm-and-sourcing (1), SenseHire Enterprise in ai-recruiting-assistants (1), ServiceNow Employee Center / EmployeeWorks in hr-ai-assistants (1), ServiceNow Policy & Compliance in hr-compliance-and-policy-management (1), ServiceNow Talent Workflows in internal-talent-marketplace (1), Sharpist in coaching-platforms (1), Showpad in learning-experience-platforms (1), Siebel/PeopleSoft portals in internal-communications-and-intranet (1), Siemens Opcenter in workforce-scheduling (1), SightGain in candidate-assessment (1), Signavio in org-charts-and-org-design (1), Skilla in online-course-libraries (1), Skillable in skills-intelligence (1), Skilltype in skills-intelligence (1), Skillwell in skills-intelligence (1), SmartFHR in employee-wellbeing-and-mental-health (1), SmartFastBackgroundChecks in background-screening (1), SmartRecruiters' SmartDistribute in job-advertising-and-distribution (1), SmartSuite in goals-and-okrs (1), Software AG Alfabet in org-charts-and-org-design (1), Sourcery in recruiting-crm-and-sourcing (1), Sovren / Jibe.io in recruiting-crm-and-sourcing (1), Sparx Systems Enterprise Architect in org-charts-and-org-design (1), Spectraforce in contingent-workforce-management (1), Sporcle in employee-engagement-surveys (1), Spring Fertility in employee-wellbeing-and-mental-health (1), Springboard Recruiter in video-interviewing (1), Standalone 9-Box Grid Tools or Templates in succession-planning (1), Standard/Hays (Traditional Consultancies) in global-payroll-and-employer-of-record (1), Stellex in flexible-benefits-and-lifestyle-spending-accounts (1), Storyblok in course-authoring-tools (1), Stracl in org-charts-and-org-design (1), StrongDM in online-course-libraries (1), SubItUp in workforce-scheduling (1), Succession Hub by MangoApps in succession-planning (1), SuiteDash in internal-communications-and-intranet (1), Synchronize Pro in workforce-scheduling (1), TMP TalentBrew in recruitment-marketing-and-career-sites (1), TSIA in compensation-benchmarking-data (1), Tactic in employee-wellbeing-and-mental-health (1), Taction Software in employee-wellbeing-and-mental-health (1), Talemetry/Jobvite in recruitment-marketing-and-career-sites (1), Talent Intelligence Lab in talent-intelligence (1), Talent Marketplace by Unilever in internal-talent-marketplace (1), TalentReef in applicant-tracking-systems (1), Talvox in candidate-assessment (1), TaskRay in employee-onboarding (1), TeamToast in recognition-and-rewards (1), Teamsly in workforce-scheduling (1), Tech Mahindra in background-screening (1), Tempo in time-and-attendance (1), Tempo Timesheets in performance-management (1), TestTalents in candidate-assessment (1), Testspring in technical-hiring-assessments (1), Thales in recognition-and-rewards (1), The Alexander Group in compensation-benchmarking-data (1), Tidal in workforce-scheduling (1), Tidal Workload Automation in workforce-scheduling (1), Timify Enterprise in workforce-scheduling (1), Toast in workforce-management-suites (1), Total Rewards Staffing in compensation-management (1), Totara Engage in learning-experience-platforms (1), Trackforce in workforce-scheduling (1), Treo Wellness in employee-wellbeing-and-mental-health (1), True Colors in candidate-assessment (1), Tutor LMS in learning-management-systems (1), Twilio Segment in employee-engagement-surveys (1), Twitter Jobs in internal-talent-marketplace (1), Tyche International in compliance-training (1), UKG Shiftboard in workforce-scheduling (1), US Wellness in employee-wellbeing-and-mental-health (1), User Solutions (RMDB) in workforce-scheduling (1), Utkrusht in technical-hiring-assessments (1), VARIS in compensation-management (1), Valo Intranet (and Valo Connect) in internal-communications-and-intranet (1), Veeva Vault Training in compliance-training (1), Vemo in people-analytics (1), Vevor in contingent-workforce-management (1), Via Benefits in flexible-benefits-and-lifestyle-spending-accounts (1), Vikk AI Business Premium in hr-ai-assistants (1), VirtuallyFit in employee-wellbeing-and-mental-health (1), Visma in leave-and-absence-management (1), Vitextra in internal-communications-and-intranet (1), WTW (Willis Towers Watson) Rewards Data Intelligence in compensation-benchmarking-data (1), Who’s Off in leave-and-absence-management (1), Willis Towers Watson (WTW) "General Industry Compensation Survey" in compensation-benchmarking-data (1), Willis Towers Watson (WTW) Global Compensation Survey in compensation-benchmarking-data (1), Windows Task Scheduler in workforce-scheduling (1), Wolters Kluwer CCH Tagetik in performance-management (1), WorkAcademy in online-course-libraries (1), WorkSpark in performance-management (1), Workday AI Screening in technical-hiring-assessments (1), Workday Frontline in frontline-employee-apps (1), Workday Goals in goals-and-okrs (1), Workday Paradox in ai-recruiting-assistants (1), Workday Strategic Sourcing in recruiting-crm-and-sourcing (1), Workday or SAP SuccessFactors (Compensation Modules) in compensation-management (1), Workday or SAP SuccessFactors Pay Equity in pay-equity (1), Workload Automation by Automic in workforce-scheduling (1), Workscape/Deputy in workforce-management-suites (1), WorldatWork Salary Budget Survey & Data Center in compensation-benchmarking-data (1), XMetaL in course-authoring-tools (1), Xoxoday Plum in interview-scheduling (1), Yellow.ai in employee-engagement-surveys (1), ZYNTRA Insight in time-and-attendance (1), Zeal in earned-wage-access (1), ZenHR in leave-and-absence-management (1), ZingHR in payroll-software (1), ZingHR / Darwinbox / Keka HR in employee-onboarding (1), Zoom's AI Companion in hr-ai-assistants (1), Zotrack in leave-and-absence-management (1), Zucchetti in leave-and-absence-management (1), Zycus Merlin in recruiting-crm-and-sourcing (1), beqo in compensation-management (1), eQuest via iCIMS in job-advertising-and-distribution (1), emPerform in performance-management (1), greytHR NAVOS in hr-ai-assistants (1), iCIMS Candidate Experience (formerly Attrax) in recruitment-marketing-and-career-sites (1), iCIMS Career Sites in recruitment-marketing-and-career-sites (1), iCloud in frontline-employee-apps (1), iProov in recognition-and-rewards (1), isEazy Skills in online-course-libraries (1), legacy IBM Kenexa in applicant-tracking-systems (1), native modules in Workday/SAP SuccessFactors in org-charts-and-org-design (1), oXygen in course-authoring-tools (1)

Excluded by rule, 6 labels not scored:

People Managing People (2; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), HRTechSaaS (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), PeopleManagingPeople (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Recruiterslineup (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), World Metrics (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks)

Category-scoped resolutions, 2063 labels. A bare vendor name was read as that vendor's product for the asked category, which assigns specificity the model did not write; each one is listed so the assumption is visible:

SAP SuccessFactors in succession-planning read as SAP SuccessFactors Succession & Development (42), Workday in hris-and-hcm-platforms read as Workday HCM (39), Mercer in compensation-benchmarking-data read as Mercer Total Remuneration Survey (34), HRSoft in compensation-management read as HRSoft Compensation Management (33), Workday in performance-management read as Workday HCM Performance Management (32), SAP SuccessFactors in compensation-management read as SAP SuccessFactors Compensation (28), TalentGuard in succession-planning read as TalentGuard Succession Planning (27), Workday in compensation-management read as Workday Compensation (26), Workday in succession-planning read as Workday Succession Planning (26), Workday Peakon in employee-engagement-surveys read as Workday Peakon Employee Voice (25), Qualtrics in 360-feedback read as Qualtrics 360 Development (23), Workday in workforce-management-suites read as Workday Workforce Management (23), Boon in coaching-platforms read as Boon Health (22), PeopleFluent in succession-planning read as PeopleFluent Succession Management (21), Skillsoft in online-course-libraries read as Skillsoft Percipio (19), Workday HCM in employee-onboarding read as Workday (19), Cornerstone in learning-experience-platforms read as Cornerstone OnDemand (18), Cornerstone OnDemand in succession-planning read as Cornerstone Succession (17), SAP SuccessFactors in payroll-software read as SAP SuccessFactors Employee Central Payroll (17), SAP SuccessFactors in workforce-planning read as SAP SuccessFactors Workforce Planning (17), Workday in time-and-attendance read as Workday Time Tracking (17), iCIMS in recruitment-marketing-and-career-sites read as iCIMS Attract (17), Nakisa in org-charts-and-org-design read as Nakisa Org Design Suite (15), SAP SuccessFactors in applicant-tracking-systems read as SAP SuccessFactors Recruiting (15), Workday HCM in hr-compliance-and-policy-management read as Workday (15), beqom in pay-equity read as beqom Pay Equity (15), Korn Ferry in compensation-benchmarking-data read as Korn Ferry Pay (14), O.C. Tanner in recognition-and-rewards read as O.C. Tanner Culture Cloud (14), Skillsoft in compliance-training read as Skillsoft Percipio (14), Workday HCM in payroll-software read as Workday (14), Oracle HCM Cloud in hris-and-hcm-platforms read as Oracle Fusion Cloud HCM (13), SAP SuccessFactors in internal-talent-marketplace read as SAP SuccessFactors Opportunity Marketplace (13), Moodle Workplace in learning-management-systems read as Moodle (12), Salary.com in compensation-benchmarking-data read as Salary.com CompAnalyst (12), Workday in internal-talent-marketplace read as Workday Talent Marketplace (12), ADP in time-and-attendance read as ADP Workforce Now (11), ServiceNow in hr-help-desk-and-case-management read as ServiceNow HR Service Delivery (11), Workativ in hr-ai-assistants read as Workativ Assistant (11), Workday in benefits-administration read as Workday HCM (11), Cornerstone in compliance-training read as Cornerstone OnDemand (10), LinkedIn in job-advertising-and-distribution read as LinkedIn Jobs (10), Litmos in learning-management-systems read as SAP Litmos (10), ServiceNow in employee-onboarding read as ServiceNow HR Service Delivery (10), SharePoint in internal-communications-and-intranet read as Microsoft SharePoint (10), Accurate in background-screening read as Accurate Background (9), Ceridian Dayforce in workforce-management-suites read as Dayforce (9), Igloo in internal-communications-and-intranet read as Igloo Software (9), Mercer in compensation-management read as Mercer IBE (9), NAVEX One in compliance-training read as NAVEX (9), SAP SuccessFactors in time-and-attendance read as SAP SuccessFactors Time Management (9), TalentDesk in contingent-workforce-management read as TalentDesk.io (9), UKG Pro in succession-planning read as UKG Pro Succession Planning (9), Workday in hr-help-desk-and-case-management read as Workday HR Service Delivery (9), Workday Compensation Management in compensation-management read as Workday Compensation (9), Workday HCM in succession-planning read as Workday Succession Planning (9), Cornerstone in learning-management-systems read as Cornerstone OnDemand (8), Eightfold in internal-talent-marketplace read as Eightfold AI (8), Trusaic in pay-equity read as Trusaic PayParity (8), Workday in people-analytics read as Workday People Analytics (8), Workday in workforce-scheduling read as Workday Workforce Management (8), Workday HCM in leave-and-absence-management read as Workday (8), iCIMS in interview-scheduling read as iCIMS Talent Cloud (8), ADP in benefits-administration read as ADP Workforce Now (7), Cascade in goals-and-okrs read as Cascade Strategy (7), Darwinbox in compensation-management read as Darwinbox Compensation Management (7), Eightfold in ai-recruiting-assistants read as Eightfold AI (7), KnowBe4 in compliance-training read as KnowBe4 Compliance Plus (7), Lattice in compensation-management read as Lattice Compensation (7), PowerPoint in org-charts-and-org-design read as Microsoft PowerPoint (7), Qualtrics in employee-engagement-surveys read as Qualtrics EmployeeXM (7), SAP SuccessFactors in learning-management-systems read as SAP SuccessFactors Learning (7), Syndio in compensation-management read as Syndio PayEQ (7), Trusaic (PayParity) in pay-equity read as Trusaic PayParity (7), UKG Pro in compensation-management read as UKG Pro Compensation (7), Workday in applicant-tracking-systems read as Workday Recruiting (7), Workday in hr-ai-assistants read as Workday Illuminate (7), Workday Payroll in payroll-software read as Workday (7), 15Five in employee-engagement-surveys read as 15Five Engage (6), Absorb in learning-experience-platforms read as Absorb LMS (6), Calm Business in employee-wellbeing-and-mental-health read as Calm Health (6), Eightfold in succession-planning read as Eightfold AI (6), Microsoft Teams in frontline-employee-apps read as Microsoft 365 for Frontline Workers (6), MoneyLion in earned-wage-access read as MoneyLion – Instacash (6), Oracle Cloud HCM in hris-and-hcm-platforms read as Oracle Fusion Cloud HCM (6), Oyster HR in global-payroll-and-employer-of-record read as Oyster (6), Payscale Ascent in pay-equity read as Payscale (6), SAP SuccessFactors in global-payroll-and-employer-of-record read as SAP SuccessFactors Employee Central Payroll (6), Workday in ai-recruiting-assistants read as Workday Recruiting (6), Workday in recruitment-marketing-and-career-sites read as Workday Recruiting (6), Workday Benefits in benefits-administration read as Workday HCM (6), Workday Performance in performance-management read as Workday HCM Performance Management (6), Zenefits in benefits-administration read as TriNet Zenefits (6), iCIMS in talent-intelligence read as iCIMS Talent Cloud (6), iCIMS Talent Cloud in recruitment-marketing-and-career-sites read as iCIMS Attract (6), ADP in flexible-benefits-and-lifestyle-spending-accounts read as ADP Workforce Now (5), ADP GlobalView in global-payroll-and-employer-of-record read as ADP GlobalView Payroll (5), Alight in benefits-administration read as Alight Solutions (5), BambooHR in time-and-attendance read as BambooHR Time Tracking (5), Blackboard in learning-management-systems read as Blackboard Learn (5), Cornerstone in internal-talent-marketplace read as Cornerstone OnDemand (5), Cornerstone in skills-intelligence read as Cornerstone OnDemand (5), Dovetail in hr-help-desk-and-case-management read as Dovetail Software (5), Eightfold in skills-intelligence read as Eightfold AI (5), Eightfold in talent-intelligence read as Eightfold AI (5), Oracle in people-analytics read as Oracle Fusion HCM Analytics (5), Oracle Fusion Cloud HCM in leave-and-absence-management read as Oracle Fusion Cloud Absence Management (5), Oracle HCM in compensation-management read as Oracle Fusion Cloud Compensation (5), Oracle HCM in hris-and-hcm-platforms read as Oracle Fusion Cloud HCM (5), Oracle HCM Cloud in hr-compliance-and-policy-management read as Oracle Fusion Cloud HCM (5), Paychex in payroll-software read as Paychex Flex (5), Pluralsight in skills-intelligence read as Pluralsight Skills (5), Skillsoft (Percipio) in online-course-libraries read as Skillsoft Percipio (5), Syndio PayEQ in pay-equity read as Syndio (5), Workday in global-payroll-and-employer-of-record read as Workday Payroll (5), Workday in skills-intelligence read as Workday Skills Cloud (5), Workday HCM in workforce-management-suites read as Workday Workforce Management (5), Workplace by Meta in internal-communications-and-intranet read as Workplace from Meta (5), dominKnow in course-authoring-tools read as dominKnow | ONE (5), iCIMS Talent Cloud in applicant-tracking-systems read as iCIMS (5), ADP Global Payroll in global-payroll-and-employer-of-record read as ADP GlobalView Payroll (4), Ally.io (Microsoft Viva Goals) in goals-and-okrs read as Microsoft Viva Goals (4), Aon in compensation-benchmarking-data read as Aon's Radford McLagan Compensation Database (4), Bain in compensation-benchmarking-data read as Bain & Company (4), Barley in pay-equity read as Workleap Compensation (4), Beqom in pay-equity read as beqom Pay Equity (4), Blue Yonder in workforce-management-suites read as Blue Yonder Workforce Management (4), Ceridian Dayforce in frontline-employee-apps read as Dayforce (4), Ceridian Dayforce in hr-compliance-and-policy-management read as Dayforce (4), Ceridian Dayforce in hris-and-hcm-platforms read as Dayforce (4), Ceridian Dayforce in time-and-attendance read as Dayforce (4), Criteria in candidate-assessment read as Criteria Corp (4), Gtmhub in goals-and-okrs read as Quantive (4), Lightcast in skills-intelligence read as Lightcast Open Skills (4), NAVEX One in hr-compliance-and-policy-management read as NAVEX PolicyTech (4), NICE in workforce-management-suites read as NICE Workforce Management (4), Oracle HCM in leave-and-absence-management read as Oracle Fusion Cloud Absence Management (4), Oracle HCM Cloud in employee-onboarding read as Oracle Fusion Cloud HCM (4), Oracle HCM Cloud in succession-planning read as Oracle Fusion Cloud HCM (4), Oracle HCM Cloud in time-and-attendance read as Oracle Time and Labor (4), Powell in internal-communications-and-intranet read as Powell Intranet (4), SAP in skills-intelligence read as SAP SuccessFactors Skills (4), SAP in workforce-management-suites read as SAP SuccessFactors (4), SAP SuccessFactors in skills-intelligence read as SAP SuccessFactors Skills (4), ServiceNow HRSD in hr-help-desk-and-case-management read as ServiceNow HR Service Delivery (4), Skillsoft in skills-intelligence read as Skillsoft Percipio (4), WEX in flexible-benefits-and-lifestyle-spending-accounts read as WEX Benefits (4), Workday HCM in flexible-benefits-and-lifestyle-spending-accounts read as Workday (4), beqom PaySuite in pay-equity read as beqom Pay Equity (4), iCIMS Talent Cloud in ai-recruiting-assistants read as iCIMS (4), ADP in workforce-management-suites read as ADP Workforce Now (3), Alight in flexible-benefits-and-lifestyle-spending-accounts read as Alight Solutions (3), BambooHR in compensation-management read as BambooHR Compensation (3), Calabrio in workforce-management-suites read as Calabrio ONE (3), Canvas in learning-management-systems read as Canvas LMS (3), Ceridian Dayforce in payroll-software read as Dayforce (3), Cornerstone in performance-management read as Cornerstone OnDemand (3), Cornerstone (EdCast) in learning-experience-platforms read as Cornerstone OnDemand (3), Coupa in contingent-workforce-management read as Coupa Contingent Workforce (3), Coursera in online-course-libraries read as Coursera for Business (3), Culpepper in compensation-benchmarking-data read as Culpepper Compensation Surveys (3), Deel in workforce-planning read as Deel Workforce Planning (3), Deel Payroll in payroll-software read as Deel (3), Gomo in course-authoring-tools read as Gomo Learning (3), Legion in workforce-management-suites read as Legion WFM (3), Litmos in compliance-training read as SAP Litmos (3), Moodle Workplace in learning-experience-platforms read as Moodle (3), Oracle in compensation-management read as Oracle Fusion Cloud Compensation (3), Oracle in global-payroll-and-employer-of-record read as Oracle HCM Cloud (3), Oracle in hr-ai-assistants read as Oracle Fusion HCM AI Agents (3), Oracle in leave-and-absence-management read as Oracle Fusion Cloud Absence Management (3), Oracle in payroll-software read as Oracle Fusion Cloud HCM (3), Oracle in skills-intelligence read as Oracle HCM Cloud (3), Oracle in workforce-management-suites read as Oracle Fusion Cloud HCM (3), Oracle Cloud HCM in workforce-planning read as Oracle Fusion Cloud HCM (3), Oracle Compensation in compensation-management read as Oracle Fusion Cloud Compensation (3), Oracle HCM in employee-onboarding read as Oracle Fusion Cloud HCM (3), Oracle HCM in performance-management read as Oracle Fusion Cloud HCM (3), Oracle HCM in succession-planning read as Oracle Fusion Cloud HCM (3), Oracle HCM Cloud in hr-help-desk-and-case-management read as Oracle Fusion Cloud HCM (3), Oracle HCM Cloud in performance-management read as Oracle Fusion Cloud HCM (3), Oracle Workforce Compensation in compensation-management read as Oracle Fusion Cloud Compensation (3), Paychex in hr-compliance-and-policy-management read as Paychex Flex (3), Power BI in people-analytics read as Microsoft Power BI (3), SAP in hr-help-desk-and-case-management read as SAP SuccessFactors (3), SAP in leave-and-absence-management read as SAP SuccessFactors (3), SAP in workforce-planning read as SAP SuccessFactors Workforce Planning (3), SAP Litmos in learning-experience-platforms read as Litmos (3), SAP Litmos in online-course-libraries read as Litmos (3), SAP SuccessFactors (Employee Central Payroll) in payroll-software read as SAP SuccessFactors Employee Central Payroll (3), Sana Labs in learning-experience-platforms read as Sana Learn (3), ServiceNow in hr-ai-assistants read as ServiceNow HR Service Delivery (3), ServiceNow (HR Service Delivery) in hr-help-desk-and-case-management read as ServiceNow HR Service Delivery (3), Verint in workforce-management-suites read as Verint Workforce Management (3), Workday in interview-scheduling read as Workday Recruiting (3), Workday in job-advertising-and-distribution read as Workday Recruiting (3), Workday in pay-equity read as Workday Pay Equity (3), Workday in talent-intelligence read as Workday Skills Cloud (3), Workday HCM in hr-help-desk-and-case-management read as Workday Human Capital Management (3), Workday HCM in performance-management read as Workday HCM Performance Management (3), Workday Human Capital Management in succession-planning read as Workday Succession Planning (3), Workleap in pay-equity read as Workleap Compensation (3), Zenefits in flexible-benefits-and-lifestyle-spending-accounts read as TriNet Zenefits (3), ADP in background-screening read as ADP Screening and Selection Services (2), ADP in compensation-management read as ADP Workforce Now (2), ADP Time and Attendance in time-and-attendance read as ADP Workforce Now (2), Absorb in compliance-training read as Absorb LMS (2), Acuity in workforce-scheduling read as Acuity Scheduling (2), Apollo in recruiting-crm-and-sourcing read as Apollo.io (2), Atlas in global-payroll-and-employer-of-record read as Atlas HXM (2), Calm in employee-wellbeing-and-mental-health read as Calm Health (2), Calm for Business in employee-wellbeing-and-mental-health read as Calm Health (2), Ceridian Dayforce in workforce-scheduling read as Dayforce (2), Cornerstone in course-authoring-tools read as Cornerstone OnDemand (2), Cornerstone in online-course-libraries read as Cornerstone OnDemand (2), Coursebox in course-authoring-tools read as Coursebox AI (2), Coursera for Business in skills-intelligence read as Coursera (2), Deel in pay-equity read as Deel Compensation/Pay Equity (2), Deel Services in pay-equity read as Deel Compensation/Pay Equity (2), Eightfold in candidate-assessment read as Eightfold AI (2), Glint in employee-engagement-surveys read as Microsoft Viva Glint (2), HRSoft (COMPview) in compensation-management read as HRSoft Compensation Management (2), Hogan in candidate-assessment read as Hogan Assessments (2), Lucid Visual Collaboration Suite in org-charts-and-org-design read as Lucidchart (2), Lucidchart / Lucid Visual Collaboration Suite in org-charts-and-org-design read as Lucidchart (2), McKinsey in compensation-benchmarking-data read as McKinsey & Company (2), Microsoft Dynamics 365 HR in hris-and-hcm-platforms read as Microsoft Dynamics 365 Human Resources (2), Microsoft Teams Frontline Worker in frontline-employee-apps read as Microsoft 365 for Frontline Workers (2), Mitratech in compliance-training read as Mitratech Syntrio (2), NICE WFM in workforce-management-suites read as NICE Workforce Management (2), Neocase in hr-help-desk-and-case-management read as Neocase HR (2), O.C. Tanner (Culture Cloud) in recognition-and-rewards read as O.C. Tanner Culture Cloud (2), Oracle in employee-onboarding read as Oracle HCM Onboarding (2), Oracle in time-and-attendance read as Oracle Time and Labor (2), Oracle in workforce-scheduling read as Oracle Workforce Management (2), Oracle Cloud HCM in flexible-benefits-and-lifestyle-spending-accounts read as Oracle Fusion Cloud HCM (2), Oracle Cloud HCM in leave-and-absence-management read as Oracle Fusion Cloud Absence Management (2), Oracle Cloud HCM in payroll-software read as Oracle Fusion Cloud HCM (2), Oracle Cloud HCM in performance-management read as Oracle Fusion Cloud HCM (2), Oracle Cloud HCM in workforce-management-suites read as Oracle Fusion Cloud HCM (2), Oracle Fusion Agentic Applications in hr-ai-assistants read as Oracle Fusion HCM AI Agents (2), Oracle Fusion Cloud HCM Succession Planning in succession-planning read as Oracle Fusion Cloud HCM (2), Oracle Fusion Cloud Workforce Management in workforce-management-suites read as Oracle Workforce Management (2), Oracle Fusion HCM in hris-and-hcm-platforms read as Oracle Fusion Cloud HCM (2), Oracle Fusion HCM in succession-planning read as Oracle Fusion Cloud HCM (2), Oracle HCM in benefits-administration read as Oracle Fusion Cloud HCM (2), Oracle HCM in workforce-planning read as Oracle Fusion Cloud HCM (2), Oracle HCM Cloud in leave-and-absence-management read as Oracle Fusion Cloud Absence Management (2), Oracle HCM Cloud in payroll-software read as Oracle Fusion Cloud HCM (2), Oracle HCM Cloud in people-analytics read as Oracle Fusion Cloud HCM (2), Oracle HCM Cloud in workforce-management-suites read as Oracle Fusion Cloud HCM (2), Paychex in global-payroll-and-employer-of-record read as Paychex Flex (2), Qualtrics (EmployeeXM) in employee-engagement-surveys read as Qualtrics EmployeeXM (2), SAP in employee-onboarding read as SAP SuccessFactors (2), SAP in internal-talent-marketplace read as SAP SuccessFactors Opportunity Marketplace (2), SAP in pay-equity read as SAP SuccessFactors (2), SAP in recruitment-marketing-and-career-sites read as SAP SuccessFactors (2), SAP SuccessFactors in recruiting-crm-and-sourcing read as SAP SuccessFactors Recruiting (2), SAP SuccessFactors (Recruiting) in applicant-tracking-systems read as SAP SuccessFactors Recruiting (2), SAP SuccessFactors Compensation Management in compensation-management read as SAP SuccessFactors Compensation (2), SAP SuccessFactors Employee Central in leave-and-absence-management read as SAP SuccessFactors (2), SAP SuccessFactors Joule in hr-ai-assistants read as SAP Joule (2), SAP SuccessFactors Service Delivery in hr-help-desk-and-case-management read as SAP SuccessFactors Enterprise Service Management (2), SAP SuccessFactors Time Tracking in time-and-attendance read as SAP SuccessFactors Time Management (2), SAP SuccessFactors Time Tracking in workforce-management-suites read as SAP SuccessFactors (2), Salary.com in pay-equity read as Salary.com Pay Equity (2), SalaryCube in compensation-management read as SalaryCube Comp Planning (2), Sana in learning-experience-platforms read as Sana Learn (2), Seismic in learning-experience-platforms read as Seismic Learning (2), ServiceNow HRSD in hr-ai-assistants read as ServiceNow HR Service Delivery (2), ServiceNow Now Assist for HR in hr-ai-assistants read as ServiceNow HR Service Delivery (2), Skillsoft (Percipio) in compliance-training read as Skillsoft Percipio (2), Skillsoft Compliance Suite in compliance-training read as Skillsoft Percipio (2), Totara in learning-management-systems read as Totara Learn (2), Tovuti in learning-experience-platforms read as Tovuti LMS (2), UKG (Ultimate Kronos Group) in compensation-management read as UKG Pro Compensation (2), Workday in learning-management-systems read as Workday Learning (2), Workday in recruiting-crm-and-sourcing read as Workday Recruiting (2), Workday Human Capital Management (HCM) in succession-planning read as Workday Succession Planning (2), Workday Performance & Talent Management in performance-management read as Workday HCM Performance Management (2), Workday Performance Management in performance-management read as Workday HCM Performance Management (2), Workday Workforce Management in leave-and-absence-management read as Workday (2), beqom PaySuite in compensation-management read as beqom (2), iCIMS Talent Cloud in job-advertising-and-distribution read as iCIMS (2), ADP in pay-equity read as ADP DataCloud (1), ADP (Vantage / Workforce Now) in benefits-administration read as ADP Workforce Now (1), ADP (Workforce Now / RUN) in time-and-attendance read as ADP Workforce Now (1), ADP (Workforce Now or Vantage HCM) in benefits-administration read as ADP Workforce Now (1), ADP (Workforce Now/Vantage) in time-and-attendance read as ADP Workforce Now (1), ADP Benefits Administration in benefits-administration read as ADP Workforce Now (1), ADP Global in global-payroll-and-employer-of-record read as ADP GlobalView Payroll (1), ADP Recruiting Management in applicant-tracking-systems read as ADP (1), ADP Time & Attendance (Vantage/Workforce Now) in time-and-attendance read as ADP Workforce Now (1), ADP Wisely in earned-wage-access read as Wisely (1), ADP Workforce Management in workforce-scheduling read as ADP WorkForce Suite (1), ADP Workforce Now / ADP Time & Attendance in time-and-attendance read as ADP Workforce Now (1), Absorb in course-authoring-tools read as Absorb LMS (1), Absorb in learning-management-systems read as Absorb LMS (1), Absorb in online-course-libraries read as Absorb LMS (1), Acorn in skills-intelligence read as Acorn PLMS (1), Acorn (Acorn Works) in skills-intelligence read as Acorn PLMS (1), Acuity in interview-scheduling read as Acuity Scheduling (1), Adapt in course-authoring-tools read as Adapt Learning (1), Akrivia in time-and-attendance read as Akrivia HCM (1), Ally.io in goals-and-okrs read as Microsoft Viva Goals (1), Ally.io (now part of Microsoft Viva) in goals-and-okrs read as Microsoft Viva Goals (1), Aon (Radford & Hay Group) in compensation-benchmarking-data read as Aon's Radford McLagan Compensation Database (1), Aon (Radford) in compensation-benchmarking-data read as Aon's Radford McLagan Compensation Database (1), Aon Assessment Solutions (cut-e) in candidate-assessment read as Aon (1), Aspect in workforce-management-suites read as Aspect WFM (1), Augment in technical-hiring-assessments read as Augment Code (1), BambooHR T&A Modules in time-and-attendance read as BambooHR Time Tracking (1), BambooHR bots in hr-ai-assistants read as Ask BambooHR (1), BambooHR’s time‑tracking module in time-and-attendance read as BambooHR Time Tracking (1), Blue Yonder in workforce-scheduling read as Blue Yonder Workforce Management (1), Blue Yonder (formerly JDA) in workforce-scheduling read as Blue Yonder Workforce Management (1), Board in performance-management read as Board International (1), CYPHER in learning-experience-platforms read as CYPHER Learning (1), Canvas (Instructure) in learning-management-systems read as Canvas LMS (1), Carta Total Comp in compensation-benchmarking-data read as Carta Total Compensation (1), Carta's Total Compensation in compensation-management read as Carta Total Comp (1), Ceipal in recruitment-marketing-and-career-sites read as Ceipal ATS (1), Ceridian in earned-wage-access read as Dayforce Wallet (1), Ceridian in global-payroll-and-employer-of-record read as Dayforce (1), Ceridian in hris-and-hcm-platforms read as Dayforce (1), Ceridian (Dayforce) in hris-and-hcm-platforms read as Dayforce (1), Ceridian Dayforce in flexible-benefits-and-lifestyle-spending-accounts read as Dayforce (1), Ceridian Dayforce in global-payroll-and-employer-of-record read as Dayforce (1), Ceridian Dayforce in leave-and-absence-management read as Dayforce (1), Ceridian Dayforce in performance-management read as Dayforce (1), CloudPay in earned-wage-access read as CloudPay NOW (1), Comprehensive in pay-equity read as Comprehensive.io (1), Conexis in contingent-workforce-management read as Conexis VMS (1), Confluence in internal-communications-and-intranet read as Atlassian Confluence (1), Confluence by Atlassian in internal-communications-and-intranet read as Atlassian Confluence (1), Cornerstone in applicant-tracking-systems read as Cornerstone OnDemand (1), Cornerstone (EdCast & Onboarding+) in learning-experience-platforms read as Cornerstone OnDemand (1), Cornerstone (EdCast LXP) in learning-experience-platforms read as Cornerstone OnDemand (1), Cornerstone (Talent Marketplace module) in internal-talent-marketplace read as Cornerstone OnDemand (1), Cornerstone (formerly EdCast) in learning-experience-platforms read as Cornerstone OnDemand (1), Cornerstone Galaxy in learning-management-systems read as Cornerstone OnDemand (1), Cornerstone OnDemand (CSOD) in succession-planning read as Cornerstone Succession (1), Cornerstone OnDemand (Cena) in succession-planning read as Cornerstone Succession (1), Cornerstone OnDemand (Succession) in succession-planning read as Cornerstone Succession (1), Cornerstone OnDemand Succession Management in succession-planning read as Cornerstone Succession (1), Cornerstone OnDemand – Succession in succession-planning read as Cornerstone Succession (1), Coupa (Contingent Workforce) in contingent-workforce-management read as Coupa Contingent Workforce (1), Coursera for Enterprise in skills-intelligence read as Coursera (1), Culpepper (now part of Aon) in compensation-benchmarking-data read as Culpepper Compensation Surveys (1), D2L in learning-management-systems read as D2L Brightspace (1), Dayforce in earned-wage-access read as Dayforce Wallet (1), Dayforce Workforce Management in workforce-management-suites read as Dayforce (1), Deel in 360-feedback read as Deel HR (1), Deel in hr-help-desk-and-case-management read as Deel HR (1), Deel in succession-planning read as Deel HR (1), Deel HR in employee-onboarding read as Deel (1), Deel HR in hr-compliance-and-policy-management read as Deel (1), Deel HR in leave-and-absence-management read as Deel (1), Deel HR in payroll-software read as Deel (1), Dominknow in course-authoring-tools read as dominKnow | ONE (1), EdApp in compliance-training read as SC Training (1), Effy in 360-feedback read as Effy AI (1), Eightfold in hr-ai-assistants read as Eightfold AI (1), Eightfold in recruiting-crm-and-sourcing read as Eightfold AI (1), Eightfold in recruitment-marketing-and-career-sites read as Eightfold AI (1), Eightfold AI Talent Intelligence Platform in internal-talent-marketplace read as Eightfold AI (1), Eightfold Talent Intelligence in skills-intelligence read as Eightfold AI (1), Eightfold Talent Intelligence Platform in skills-intelligence read as Eightfold AI (1), Empyrean Benefit Solutions in benefits-administration read as Empyrean (1), Freelancer in internal-talent-marketplace read as Freelancer.com (1), Freelancer Enterprise in internal-talent-marketplace read as Freelancer.com (1), Glider in candidate-assessment read as Glider.ai (1), Glint in performance-management read as Microsoft Viva Glint (1), Glint (Microsoft Viva) in employee-engagement-surveys read as Microsoft Viva Glint (1), Glint (Microsoft) in employee-engagement-surveys read as Microsoft Viva Glint (1), HRSoft (COMPview / CompTrak) in compensation-management read as HRSoft Compensation Management (1), HRSoft (COMPview / PerformView) in compensation-management read as HRSoft Compensation Management (1), HRSoft (CompView) in compensation-management read as HRSoft Compensation Management (1), HRSoft (including Compview) in compensation-management read as HRSoft Compensation Management (1), HappyFox in hr-help-desk-and-case-management read as HappyFox Help Desk (1), HiBob HRIS in performance-management read as HiBob (1), HiBob HRIS in workforce-planning read as HiBob (1), Infor in workforce-management-suites read as Infor Workforce Management (1), Ingentis in org-charts-and-org-design read as Ingentis org.manager (1), Instant in earned-wage-access read as Instant Financial (1), JJ Keller in leave-and-absence-management read as JJ Keller Leave Manager (1), KnowBe4 (Compliance Plus add-on) in compliance-training read as KnowBe4 Compliance Plus (1), Korn Ferry (Hay Group) in compensation-benchmarking-data read as Korn Ferry Pay (1), Korn Ferry Assess in candidate-assessment read as Korn Ferry (1), Kronos in time-and-attendance read as UKG Pro Workforce Management (1), Kronos (now UKG) in time-and-attendance read as UKG Pro Workforce Management (1), Kronos Workforce Central in workforce-management-suites read as UKG Workforce Central (1), Lattice (Compensate) in compensation-management read as Lattice Compensation (1), Lattice's Compensation Module in compensation-management read as Lattice Compensation (1), Legion in workforce-scheduling read as Legion WFM (1), LeverTRM in applicant-tracking-systems read as Lever (1), LeverTRM in recruiting-crm-and-sourcing read as Lever (1), LeverTRM Enterprise in applicant-tracking-systems read as Lever (1), Lightcast (Emsi Burning Glass) in skills-intelligence read as Lightcast Open Skills (1), Lightcast (formerly Emsi Burning Glass) in skills-intelligence read as Lightcast Open Skills (1), LinkedIn Enterprise in job-advertising-and-distribution read as LinkedIn Jobs (1), Litmos in skills-intelligence read as SAP Litmos (1), Litmos (SAP Litmos) in learning-management-systems read as SAP Litmos (1), Lucidchart/Lucid Visual Collaboration Suite in org-charts-and-org-design read as Lucidchart (1), Lyra in employee-wellbeing-and-mental-health read as Lyra Health (1), MS Teams in frontline-employee-apps read as Microsoft 365 for Frontline Workers (1), Medallia EX in employee-engagement-surveys read as Medallia (1), Mercer in candidate-assessment read as Mercer | Mettl (1), Mercer in technical-hiring-assessments read as Mercer | Mettl (1), Mercer (Global Compensation Survey - GCS) in compensation-benchmarking-data read as Mercer Total Remuneration Survey (1), Microsoft in frontline-employee-apps read as Microsoft 365 for Frontline Workers (1), Microsoft 365 for frontline in frontline-employee-apps read as Microsoft 365 for Frontline Workers (1), Microsoft Copilot for Microsoft 365 in hr-ai-assistants read as Microsoft Copilot (1), Microsoft Dynamics 365 HR in hr-help-desk-and-case-management read as Microsoft Dynamics 365 Human Resources (1), Microsoft Teams (Frontline Edition) in frontline-employee-apps read as Microsoft 365 for Frontline Workers (1), Microsoft Teams (Frontline Worker SKU) in frontline-employee-apps read as Microsoft 365 for Frontline Workers (1), Microsoft Teams (Frontline Workers) in frontline-employee-apps read as Microsoft 365 for Frontline Workers (1), Microsoft Teams (Frontline) in frontline-employee-apps read as Microsoft 365 for Frontline Workers (1), Microsoft Teams for Frontline Workers in frontline-employee-apps read as Microsoft 365 for Frontline Workers (1), Mineral (formerly ThinkHR + Mammoth) in hr-compliance-and-policy-management read as Mitratech Mineral (1), MoneyLion (Instacash) in earned-wage-access read as MoneyLion – Instacash (1), Moodle Workplace in course-authoring-tools read as Moodle (1), MyHub in internal-communications-and-intranet read as MyHub Intranet (1), NAVEX One (PolicyTech) in hr-compliance-and-policy-management read as NAVEX PolicyTech (1), NAVEX One (formerly PolicyTech) in hr-compliance-and-policy-management read as NAVEX PolicyTech (1), NICE (NICE inContact) in workforce-management-suites read as NICE Workforce Management (1), NICE IEX WFM in workforce-management-suites read as NICE Workforce Management (1), Navia in flexible-benefits-and-lifestyle-spending-accounts read as Navia Benefit Solutions (1), Noon in talent-intelligence read as Noon AI (1), Notion Templates in goals-and-okrs read as Notion (1), OneTrust Convercent in hr-compliance-and-policy-management read as Convercent (1), OpenAI in hr-ai-assistants read as ChatGPT (1), Oracle in hr-compliance-and-policy-management read as Oracle Fusion Cloud HCM (1), Oracle in hris-and-hcm-platforms read as Oracle Fusion Cloud HCM (1), Oracle in learning-management-systems read as Oracle Learning (1), Oracle in succession-planning read as Oracle Fusion Cloud HCM (1), Oracle (Fusion Cloud HCM) in payroll-software read as Oracle Fusion Cloud HCM (1), Oracle (HCM Cloud / Payroll) in payroll-software read as Oracle Fusion Cloud HCM (1), Oracle AI Agent Studio / Fusion HCM AI agents in hr-ai-assistants read as Oracle Fusion HCM AI Agents (1), Oracle Cloud EPM in performance-management read as Oracle Fusion Cloud EPM (1), Oracle Cloud EPM in workforce-planning read as Oracle Fusion Cloud EPM (1), Oracle Cloud HCM in compensation-management read as Oracle Fusion Cloud Compensation (1), Oracle Cloud HCM in employee-onboarding read as Oracle Fusion Cloud HCM (1), Oracle Cloud HCM in hr-help-desk-and-case-management read as Oracle Fusion Cloud HCM (1), Oracle Cloud HCM in time-and-attendance read as Oracle Time and Labor (1), Oracle Cloud HCM (HR Help Desk) in hr-help-desk-and-case-management read as Oracle Fusion Cloud HCM (1), Oracle Cloud HCM (Oracle Benefits) in flexible-benefits-and-lifestyle-spending-accounts read as Oracle Fusion Cloud HCM (1), Oracle Cloud HCM AI / Fusion Agentic Applications in hr-ai-assistants read as Oracle Fusion HCM AI Agents (1), Oracle Cloud HCM Absence Management in leave-and-absence-management read as Oracle Fusion Cloud Absence Management (1), Oracle Cloud HCM Compensation in compensation-management read as Oracle Fusion Cloud Compensation (1), Oracle EPM Planning in workforce-planning read as Oracle Fusion Cloud EPM (1), Oracle Fusion AI / agentic HR applications in hr-ai-assistants read as Oracle Fusion HCM AI Agents (1), Oracle Fusion AI Agents in hr-ai-assistants read as Oracle Fusion HCM AI Agents (1), Oracle Fusion Cloud HCM in compensation-management read as Oracle Fusion Cloud Compensation (1), Oracle Fusion Cloud HCM in time-and-attendance read as Oracle Time and Labor (1), Oracle Fusion Cloud HCM – Workforce Planning in workforce-planning read as Oracle Fusion Cloud HCM (1), Oracle Fusion Cloud Recruiting in recruiting-crm-and-sourcing read as Oracle Fusion Recruiting (1), Oracle Fusion HCM in employee-onboarding read as Oracle Fusion Cloud HCM (1), Oracle Fusion HCM in hr-ai-assistants read as Oracle Fusion HCM AI Agents (1), Oracle HCM in flexible-benefits-and-lifestyle-spending-accounts read as Oracle Fusion Cloud HCM (1), Oracle HCM in hr-compliance-and-policy-management read as Oracle Fusion Cloud HCM (1), Oracle HCM in payroll-software read as Oracle Fusion Cloud HCM (1), Oracle HCM in time-and-attendance read as Oracle Time and Labor (1), Oracle HCM in workforce-management-suites read as Oracle Fusion Cloud HCM (1), Oracle HCM Cloud in benefits-administration read as Oracle Fusion Cloud HCM (1), Oracle HCM Cloud in compensation-management read as Oracle Fusion Cloud Compensation (1), Oracle HCM Cloud in workforce-planning read as Oracle Fusion Cloud HCM (1), Oracle HCM Cloud (Analytics) in people-analytics read as Oracle Fusion Cloud HCM (1), Oracle HCM Cloud (Fusion HCM) in hris-and-hcm-platforms read as Oracle Fusion Cloud HCM (1), Oracle HCM Cloud (Fusion) in employee-onboarding read as Oracle Fusion Cloud HCM (1), Oracle HCM Cloud (Oracle Fusion HCM) in hris-and-hcm-platforms read as Oracle Fusion Cloud HCM (1), Oracle HCM Cloud (Workforce Modeling) in workforce-planning read as Oracle Fusion Cloud HCM (1), Oracle HCM Cloud Absence Management in leave-and-absence-management read as Oracle Fusion Cloud Absence Management (1), Oracle HCM Cloud Succession Planning in succession-planning read as Oracle Fusion Cloud HCM (1), Oracle HCM Compensation in compensation-management read as Oracle Fusion Cloud Compensation (1), Oracle HCM Workforce Compensation in compensation-management read as Oracle Fusion Cloud Compensation (1), Oracle Succession Planning in succession-planning read as Oracle Fusion Cloud HCM (1), Oracle Talent Cloud in internal-talent-marketplace read as Oracle (1), Oracle Taleo Learn in learning-management-systems read as Oracle Taleo (1), Patriot in payroll-software read as Patriot Payroll (1), Paychex in hris-and-hcm-platforms read as Paychex Flex (1), Paychex in time-and-attendance read as Paychex Time & Attendance (1), Payoneer in global-payroll-and-employer-of-record read as Payoneer Workforce Management (1), Pluralsight Skills in online-course-libraries read as Pluralsight (1), Power BI (with HR data connectors) in people-analytics read as Microsoft Power BI (1), ProProfs Training in online-course-libraries read as ProProfs Training Maker (1), Qualtrics in hr-help-desk-and-case-management read as Qualtrics EmployeeXM (1), Qualtrics in people-analytics read as Qualtrics EmployeeXM (1), Qualtrics (XM Platform) in 360-feedback read as Qualtrics 360 Development (1), Qualtrics 360 in 360-feedback read as Qualtrics 360 Development (1), QuickBooks Online in payroll-software read as QuickBooks Payroll (1), QuickBooks Workforce in time-and-attendance read as QuickBooks Time (1), RUN Powered by ADP in payroll-software read as ADP RUN (1), RunMyJobs by Redwood in workforce-scheduling read as Redwood RunMyJobs (1), SAP in hris-and-hcm-platforms read as SAP SuccessFactors (1), SAP in interview-scheduling read as SAP SuccessFactors (1), SAP in payroll-software read as SAP SuccessFactors Employee Central Payroll (1), SAP in talent-intelligence read as SAP SuccessFactors (1), SAP (incorporating SmartRecruiters & Winston AI) in ai-recruiting-assistants read as SAP SuccessFactors (1), SAP SuccessFactors in course-authoring-tools read as SAP SuccessFactors Learning (1), SAP SuccessFactors (Succession & Development) in succession-planning read as SAP SuccessFactors Succession & Development (1), SAP SuccessFactors Compensation Module in compensation-management read as SAP SuccessFactors Compensation (1), SAP SuccessFactors HCM in benefits-administration read as SAP SuccessFactors (1), SAP SuccessFactors HCM in hr-compliance-and-policy-management read as SAP SuccessFactors (1), SAP SuccessFactors HCM in hr-help-desk-and-case-management read as SAP SuccessFactors (1), SAP SuccessFactors HCM in hris-and-hcm-platforms read as SAP SuccessFactors (1), SAP SuccessFactors HCM in leave-and-absence-management read as SAP SuccessFactors (1), SAP SuccessFactors with Joule in hr-ai-assistants read as SAP Joule (1), Salary.com (CompAnalyst Max Suite) in pay-equity read as Salary.com Pay Equity (1), Salary.com (CompAnalyst) in compensation-benchmarking-data read as Salary.com CompAnalyst (1), Salary.com (SalaryIQ with CompXL) in compensation-benchmarking-data read as Salary.com CompAnalyst (1), Salesforce HR Service (Employee Service) in hr-help-desk-and-case-management read as Salesforce HR Service Management (1), Sana in course-authoring-tools read as Sana Learn (1), Sana (Sana Labs) in learning-experience-platforms read as Sana Learn (1), Sana Labs in hr-ai-assistants read as Sana (1), ServiceNow (HR Service Delivery - HRSD) in hr-help-desk-and-case-management read as ServiceNow HR Service Delivery (1), ServiceNow (HR Service Delivery with AI) in hr-ai-assistants read as ServiceNow HR Service Delivery (1), ServiceNow (HRSD) in hr-help-desk-and-case-management read as ServiceNow HR Service Delivery (1), ServiceNow (via Hitch Works) in internal-talent-marketplace read as ServiceNow Opportunity Marketplace (1), ServiceNow HR Virtual Agent in hr-ai-assistants read as ServiceNow HR Service Delivery (1), ServiceNow HRSD in employee-onboarding read as ServiceNow HR Service Delivery (1), ServiceNow HRSD (HR Service Delivery) in hr-ai-assistants read as ServiceNow HR Service Delivery (1), ServiceNow HRSD (Human Resources Service Delivery) in employee-onboarding read as ServiceNow HR Service Delivery (1), ServiceNow Now Assist for HRSD in hr-ai-assistants read as ServiceNow HR Service Delivery (1), SharePoint (Out-of-the-Box) in internal-communications-and-intranet read as Microsoft SharePoint (1), SkillSoft in online-course-libraries read as Skillsoft Percipio (1), Skillsoft in learning-experience-platforms read as Skillsoft Percipio (1), Skillsoft (Percipio / Compliance Learning) in compliance-training read as Skillsoft Percipio (1), Skillsoft (Perspectives) in online-course-libraries read as Skillsoft Percipio (1), Skillsoft Compliance Suite (Percipio) in compliance-training read as Skillsoft Percipio (1), SogoEX in employee-engagement-surveys read as Sogolytics (1), Sova Assessment in candidate-assessment read as Sova (1), Sprout (formerly Bonusly) in employee-wellbeing-and-mental-health read as Sprout at Work (1), Strada in global-payroll-and-employer-of-record read as Alight (1), SuccessFactors in benefits-administration read as SAP SuccessFactors (1), SuccessFactors in hr-compliance-and-policy-management read as SAP SuccessFactors (1), Syndio (PayEQ) in compensation-management read as Syndio PayEQ (1), TalentIQ in talent-intelligence read as Talent IQ (1), Teams Frontline in frontline-employee-apps read as Microsoft 365 for Frontline Workers (1), Trusaic (PayParity & Salary Range Finder) in pay-equity read as Trusaic PayParity (1), Trusaic (PayParity® & R.O.S.A.®) in pay-equity read as Trusaic PayParity (1), Trusaic (PayParity™) in pay-equity read as Trusaic PayParity (1), UKG in compensation-management read as UKG Pro Compensation (1), UKG Pro (Ultimate Performer) in succession-planning read as UKG Pro Succession Planning (1), UKG Pro / Kronos in leave-and-absence-management read as UKG Pro (1), UKG Pro Recruiting in applicant-tracking-systems read as UKG Pro (1), UKG Pro Succession in succession-planning read as UKG Pro Succession Planning (1), UKG Ready / UKG Pro in leave-and-absence-management read as UKG Ready (1), Wave in payroll-software read as Wave Payroll (1), Workday in learning-experience-platforms read as Workday Learning (1), Workday (AI Screening Features) in hr-ai-assistants read as Workday Illuminate (1), Workday (AI Screening/Matching) in ai-recruiting-assistants read as Workday Recruiting (1), Workday (AI-powered screening features) in ai-recruiting-assistants read as Workday Recruiting (1), Workday (AI‑powered applicant screening tools) in hr-ai-assistants read as Workday Illuminate (1), Workday (MyCareers) in internal-talent-marketplace read as Workday Talent Marketplace (1), Workday (Native Performance Module) in performance-management read as Workday HCM Performance Management (1), Workday (Recruiting module) in applicant-tracking-systems read as Workday Recruiting (1), Workday (Succession Planning) in succession-planning read as Workday Succession Planning (1), Workday (Talent Intelligence) in talent-intelligence read as Workday Skills Cloud (1), Workday (Talent Management module) in performance-management read as Workday HCM Performance Management (1), Workday (Workday HCM) in performance-management read as Workday HCM Performance Management (1), Workday (incorporating Paradox / Olivia) in ai-recruiting-assistants read as Workday Recruiting (1), Workday (with Global Payroll Connect) in global-payroll-and-employer-of-record read as Workday Payroll (1), Workday (with Illuminate AI agents) in hr-ai-assistants read as Workday Illuminate (1), Workday Benefits (Workday HCM Suite) in benefits-administration read as Workday HCM (1), Workday Comp in compensation-management read as Workday Compensation (1), Workday Compensation Module in compensation-management read as Workday Compensation (1), Workday HCM (with HR service delivery features) in hr-help-desk-and-case-management read as Workday Human Capital Management (1), Workday HCM / compensation stack in pay-equity read as Workday Pay Equity (1), Workday HCM Benefits in flexible-benefits-and-lifestyle-spending-accounts read as Workday (1), Workday HCM Performance in performance-management read as Workday HCM Performance Management (1), Workday Human Capital Management in leave-and-absence-management read as Workday (1), Workday Human Capital Management (Talent & Performance Module) in succession-planning read as Workday Succession Planning (1), Workday Peakon in 360-feedback read as Workday Peakon Employee Voice (1), Workday Peakon (Employee Voice) in employee-engagement-surveys read as Workday Peakon Employee Voice (1), Workday Performance & Talent in performance-management read as Workday HCM Performance Management (1), Workday Skills Cloud/Talent Marketplace in internal-talent-marketplace read as Workday Talent Marketplace (1), Workday Skills Cloud/Talent Marketplace in talent-intelligence read as Workday Skills Cloud (1), Workday Succession in succession-planning read as Workday Succession Planning (1), Workday Talent in succession-planning read as Workday Succession Planning (1), Workday Talent Acquisition in ai-recruiting-assistants read as Workday Recruiting (1), Workday Talent Acquisition in applicant-tracking-systems read as Workday Recruiting (1), Workday Talent Management in succession-planning read as Workday Succession Planning (1), Workday Talent Marketplace in talent-intelligence read as Workday Skills Cloud (1), Workdays in skills-intelligence read as Workday Skills Cloud (1), Workhuman in people-analytics read as Workhuman iQ (1), Workleap in employee-engagement-surveys read as Workleap Officevibe (1), Workleap (Officevibe) in employee-engagement-surveys read as Workleap Officevibe (1), Workleap (Officevibe) in performance-management read as Workleap Officevibe (1), Workleap (formerly Officevibe) in employee-engagement-surveys read as Workleap Officevibe (1), Workleap Performance in performance-management read as Workleap Officevibe (1), Zebra Workcloud (formerly Reflexis) in workforce-management-suites read as Zebra Reflexis (1), Zendesk Employee Service Suite in hr-help-desk-and-case-management read as Zendesk (1), Zoho in applicant-tracking-systems read as Zoho Recruit (1), ZoomInfo in talent-intelligence read as ZoomInfo Talent (1), beqom (PaySuite) in pay-equity read as beqom Pay Equity (1), beqom (Total Compensation) in pay-equity read as beqom Pay Equity (1), beqom (with PayAnalytics) in pay-equity read as beqom Pay Equity (1), beqom Total Compensation in pay-equity read as beqom Pay Equity (1), iCIMS (Attract / Talent Cloud) in recruitment-marketing-and-career-sites read as iCIMS Attract (1), iCIMS (Talent Cloud) in recruitment-marketing-and-career-sites read as iCIMS Attract (1), iCIMS Talent Cloud in recruiting-crm-and-sourcing read as iCIMS (1), iSpring LMS in course-authoring-tools read as iSpring Learn (1), isEazy in course-authoring-tools read as isEazy Author (1), symplr in contingent-workforce-management read as symplr Contingent Talent Management (1)

Combined answers split into one label per product: 365Talents/MuchSkills, ADP Global Payroll / ADP Vantage HCM, ADP GlobalView / ADP Celergo, ADP Lyric HCM / ADP Enterprise, ADP Vantage / ADP Workforce Now, ADP Vantage HCM / ADP Workforce Now, ADP Workforce Management / WorkForce Suite, ADP Workforce Now / ADP, ADP Workforce Now / ADP Benefits, ADP Workforce Now / ADP Lyric, ADP Workforce Now / ADP Vantage HCM, ADP Workforce Now/ADP Workforce Management, ADP/Windmill, Ally.io/Microsoft Viva, BambooHR / Paylocity / UKG, BambooHR/HiBob, Branch / Chime Workplace, Bravely / Modern Health, Cascade/Quantive, CompAnalyst/Salary.com, CompLogix/HRSoft, Cornerstone OnDemand / Cornerstone Galaxy, Cornerstone OnDemand / EdCast, Dayforce/Workday, Deputy/Timely, Eightfold AI/Gloat, Firstup/Haiilo, Fuel50/Cloud Assess, Gloat/Workday Skills Cloud, Go1 / OpenSesame, Google Calendar / Google Workspace, Guidepoint/BambooHR, HackerRank / Codility, Harver/Pymetrics, Headspace Health / Ginger, Hired (by Clari) / SeekOut, Instant Financial / Immediate, Jellyfish/Deputy, Jira Align / Atlassian Goals, Joveo/Appcast, Keka / HROne, Limeade / WebMD ONE, LinkedIn Learning/Udemy Business, LinkedIn/Google/Indeed, McKinsey/BCG/Bain (MBB), Mercer / Alight / Strada, Mercer / Aon Radford, Microsoft 365 + Viva, Microsoft 365 for frontline workers / Microsoft Teams frontline, Microsoft SharePoint Online / Viva Connections, Microsoft SharePoint/Microsoft 365, Microsoft Teams / Viva / Frontline, Modern Hire/Harver, NielsenIQ/IRI/Kantar, Oracle Cloud HCM / PeopleSoft, Oracle Fusion Cloud HCM / Oracle Workforce Modeling, Oracle HCM / Oracle Fusion Cloud HCM, Oracle Hyperion / Oracle EPM, Oracle Recruiting / Taleo, Oracle Taleo / Oracle Recruiting Cloud, Oracle Workforce Management / Oracle HCM, Org Chart Studio/OrgChart, OrgChart/OrgChart Now, PayAnalytics / beqom, Paycom / Paycor, Payfactors/Payscale, Payscale Ascent / Salary.com, Payscale Pay Equity / Payscale Ascent, Phenom/Beamery, Pin / Noon, PowerPoint / Google Slides, PowerPoint/Excel, QuickBooks Time/TSheets, Remote / Deel, SAP SuccessFactors / Workday, SAP SuccessFactors / Workday Talent Marketplace, SAP SuccessFactors Compensation / Oracle HCM, SAP/Oracle, SAP/Oracle Taleo, Salary.com / Payscale, Shiftboard/SmartSheet, Simpplr/Unily/Haiilo, SuccessionStack / SuccessionNow, TalentLMS/360Learning, Taleo/Oracle Recruiting, Teachable/Kajabi, Thanks Ben / Ben, UKG Pro / UKG Workforce Management, UKG Pro / Wave, UKG Ready / UKG Pro Workforce Management, UKG/Paycom, Vacation Tracker / Calamari, Virgin Pulse / Limeade, Workday / SAP SuccessFactors / Oracle HCM, Workday / Workday GO, Workday HCM / SAP SuccessFactors, Workday HCM / Workday Benefits, Workday HCM / Workday Compensation, Workday HCM / Workday Global Payroll, Workday HCM / Workday Succession Planning, Workday Help / Workday HCM, Workday Prism Analytics & Workday People Analytics, Workday Recruiting / Workday Talent Acquisition, Workday Talent/Skills Cloud, Workday/SAP/Oracle, Workday/SuccessFactors, Workhuman Social Recognition / Culture Cloud, Workhuman/Achievers, Worksome / WorkMarket, Xactly / Varicent, Zoom/Workvivo, beqom / PayAnalytics, beqom Pay Equity / beqom, bswift / Alight Solutions

## Appendix: loose paraphrase stability

- Claude Haiku 4.5: a direct first choice kept as first choice or alternative in 18 of 45 categories (40%); differing under the strict rule: 360-feedback, ai-recruiting-assistants, applicant-tracking-systems, background-screening, benefits-administration, candidate-assessment, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-engagement-surveys, employee-onboarding, employee-wellbeing-and-mental-health, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, internal-communications-and-intranet, interview-scheduling, job-advertising-and-distribution, leave-and-absence-management, mentoring-software, online-course-libraries, org-charts-and-org-design, pay-equity, people-analytics, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, succession-planning, technical-hiring-assessments, time-and-attendance, video-interviewing, workforce-management-suites, workforce-planning, workforce-scheduling
- GPT-5.4 mini: a direct first choice kept as first choice or alternative in 31 of 50 categories (62%); differing under the strict rule: 360-feedback, ai-recruiting-assistants, candidate-assessment, compensation-benchmarking-data, compliance-training, contingent-workforce-management, employee-onboarding, employee-wellbeing-and-mental-health, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, hr-ai-assistants, hr-compliance-and-policy-management, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-management-systems, leave-and-absence-management, mentoring-software, online-course-libraries, org-charts-and-org-design, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, talent-intelligence, technical-hiring-assessments, time-and-attendance, workforce-scheduling
- Gemini 3.5 Flash: a direct first choice kept as first choice or alternative in 39 of 50 categories (78%); differing under the strict rule: 360-feedback, applicant-tracking-systems, benefits-administration, candidate-assessment, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-onboarding, employee-wellbeing-and-mental-health, frontline-employee-apps, global-payroll-and-employer-of-record, hr-ai-assistants, hr-compliance-and-policy-management, internal-communications-and-intranet, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, leave-and-absence-management, mentoring-software, org-charts-and-org-design, payroll-software, people-analytics, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, technical-hiring-assessments, workforce-management-suites, workforce-planning, workforce-scheduling
- Perplexity Sonar: a direct first choice kept as first choice or alternative in 37 of 50 categories (74%); differing under the strict rule: ai-recruiting-assistants, background-screening, benefits-administration, candidate-assessment, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, employee-engagement-surveys, employee-wellbeing-and-mental-health, flexible-benefits-and-lifestyle-spending-accounts, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, internal-communications-and-intranet, learning-experience-platforms, leave-and-absence-management, online-course-libraries, org-charts-and-org-design, payroll-software, people-analytics, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, skills-intelligence, succession-planning, technical-hiring-assessments, time-and-attendance, workforce-scheduling
- Grok 4.1 Fast: a direct first choice kept as first choice or alternative in 33 of 50 categories (66%); differing under the strict rule: applicant-tracking-systems, background-screening, candidate-assessment, compensation-benchmarking-data, compliance-training, contingent-workforce-management, course-authoring-tools, employee-engagement-surveys, employee-wellbeing-and-mental-health, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, internal-communications-and-intranet, interview-scheduling, learning-experience-platforms, learning-management-systems, mentoring-software, org-charts-and-org-design, payroll-software, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, succession-planning, time-and-attendance, workforce-planning
- Mistral Small: a direct first choice kept as first choice or alternative in 27 of 50 categories (54%); differing under the strict rule: 360-feedback, ai-recruiting-assistants, applicant-tracking-systems, background-screening, benefits-administration, candidate-assessment, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-engagement-surveys, employee-onboarding, employee-wellbeing-and-mental-health, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hris-and-hcm-platforms, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, leave-and-absence-management, mentoring-software, online-course-libraries, org-charts-and-org-design, pay-equity, payroll-software, people-analytics, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, video-interviewing, workforce-management-suites, workforce-planning, workforce-scheduling
- DeepSeek V4 Flash: a direct first choice kept as first choice or alternative in 42 of 50 categories (84%); differing under the strict rule: ai-recruiting-assistants, applicant-tracking-systems, background-screening, benefits-administration, candidate-assessment, coaching-platforms, compensation-benchmarking-data, compensation-management, contingent-workforce-management, course-authoring-tools, employee-engagement-surveys, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, online-course-libraries, org-charts-and-org-design, payroll-software, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, succession-planning, workforce-management-suites, workforce-planning, workforce-scheduling
- Llama 4 Maverick: a direct first choice kept as first choice or alternative in 8 of 43 categories (19%); differing under the strict rule: 360-feedback, ai-recruiting-assistants, applicant-tracking-systems, background-screening, benefits-administration, candidate-assessment, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-engagement-surveys, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hris-and-hcm-platforms, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, leave-and-absence-management, online-course-libraries, org-charts-and-org-design, payroll-software, performance-management, recognition-and-rewards, recruitment-marketing-and-career-sites, succession-planning, technical-hiring-assessments, time-and-attendance, video-interviewing, workforce-management-suites, workforce-scheduling
- Qwen 3.7 Flash: a direct first choice kept as first choice or alternative in 31 of 50 categories (62%); differing under the strict rule: ai-recruiting-assistants, applicant-tracking-systems, background-screening, benefits-administration, candidate-assessment, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, employee-onboarding, employee-wellbeing-and-mental-health, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-compliance-and-policy-management, hr-help-desk-and-case-management, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, leave-and-absence-management, mentoring-software, online-course-libraries, org-charts-and-org-design, pay-equity, payroll-software, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, succession-planning, technical-hiring-assessments, time-and-attendance, workforce-management-suites, workforce-planning, workforce-scheduling
- Kimi K2: a direct first choice kept as first choice or alternative in 39 of 50 categories (78%); differing under the strict rule: 360-feedback, background-screening, benefits-administration, candidate-assessment, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, employee-onboarding, employee-wellbeing-and-mental-health, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, leave-and-absence-management, online-course-libraries, org-charts-and-org-design, payroll-software, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, succession-planning, technical-hiring-assessments, time-and-attendance, video-interviewing, workforce-planning, workforce-scheduling
- GLM 4.7 FlashX: a direct first choice kept as first choice or alternative in 32 of 50 categories (64%); differing under the strict rule: 360-feedback, ai-recruiting-assistants, applicant-tracking-systems, benefits-administration, candidate-assessment, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, employee-engagement-surveys, employee-wellbeing-and-mental-health, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-compliance-and-policy-management, hr-help-desk-and-case-management, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, leave-and-absence-management, mentoring-software, online-course-libraries, org-charts-and-org-design, payroll-software, people-analytics, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, skills-intelligence, succession-planning, time-and-attendance, video-interviewing, workforce-management-suites, workforce-planning, workforce-scheduling
- MiniMax M2.5: a direct first choice kept as first choice or alternative in 30 of 50 categories (60%); differing under the strict rule: 360-feedback, ai-recruiting-assistants, applicant-tracking-systems, background-screening, benefits-administration, candidate-assessment, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, employee-engagement-surveys, employee-onboarding, employee-wellbeing-and-mental-health, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hris-and-hcm-platforms, internal-communications-and-intranet, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, leave-and-absence-management, mentoring-software, online-course-libraries, org-charts-and-org-design, pay-equity, payroll-software, people-analytics, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, succession-planning, technical-hiring-assessments, time-and-attendance, workforce-management-suites, workforce-planning, workforce-scheduling


# Segment: Small business

# HR AI Recommendation Index, run edition-2026-09

300 prompts, 12 models, 19,421 raw judge labels, 19,618 scored labels after normalization. Published weights: first choice +3, alternative +2, mention +1, soft negative -2, hard negative -3.

Scored under vendor alias table version 2026-10.7. Raw judge labels are the permanent record; the numbers below are derived from them and are regenerated for every run whenever the alias table changes, so the whole series is always scored under one table version. Resolution of raw names: 17,543 by alias or canonical name, 1298 by category-scoped alias, 121 from combined answers split into their products, 43 from combined answers counted once for their first product, 4 excluded by rule, 609 unresolved and counted under the raw name.

## Paraphrase stability

Share of categories where a model's first choice set on the direct prompt equals its set on the paraphrase.

| Model | Same | Different | Stability |
|---|---|---|---|
| Claude Haiku 4.5 | 3 | 42 | 7% |
| GPT-5.4 mini | 13 | 37 | 26% |
| Gemini 3.5 Flash | 16 | 34 | 32% |
| Perplexity Sonar | 16 | 34 | 32% |
| Grok 4.1 Fast | 17 | 33 | 34% |
| Mistral Small | 9 | 41 | 18% |
| DeepSeek V4 Flash | 16 | 34 | 32% |
| Llama 4 Maverick | 3 | 39 | 7% |
| Qwen 3.7 Flash | 8 | 42 | 16% |
| Kimi K2 | 7 | 43 | 14% |
| GLM 4.7 FlashX | 9 | 41 | 18% |
| MiniMax M2.5 | 8 | 42 | 16% |

A looser measure, whether a direct first choice survives as a first choice or alternative on the paraphrase, is in the appendix.

## Standing by category

First choice share across the direct, paraphrase, budget and scale prompts and all 12 models. The top product's share is published alongside the label: contested means the top share is at or below 40%, and a category just above the line is not meaningfully different from one just below it. Consensus means every model's direct-prompt first choice is the same single product.

| Category | Top product | Top share | First choices | Status |
|---|---|---|---|---|
| 360-feedback | Primalogik | 20% | 44 | contested |
| ai-recruiting-assistants | Manatal | 25% | 40 | contested |
| applicant-tracking-systems | Breezy HR | 41% | 46 | clear leader |
| background-screening | GoodHire | 38% | 48 | contested |
| benefits-administration | Gusto | 68% | 47 | consensus |
| candidate-assessment | TestGorilla | 71% | 42 | clear leader |
| coaching-platforms | Boon Health | 28% | 47 | contested |
| compensation-benchmarking-data | Pave | 32% | 47 | contested |
| compensation-management | Pave | 17% | 107 | contested |
| compliance-training | TalentLMS | 35% | 43 | contested |
| contingent-workforce-management | SimpleVMS | 31% | 49 | contested |
| course-authoring-tools | Articulate 360 | 20% | 49 | contested |
| earned-wage-access | ZayZoon | 55% | 38 | clear leader |
| employee-engagement-surveys | Workleap Officevibe | 40% | 43 | contested |
| employee-onboarding | BambooHR | 38% | 47 | contested |
| employee-wellbeing-and-mental-health | Wellable | 29% | 35 | contested |
| flexible-benefits-and-lifestyle-spending-accounts | Compt | 37% | 52 | contested |
| frontline-employee-apps | Connecteam | 85% | 41 | clear leader |
| global-payroll-and-employer-of-record | Deel | 29% | 42 | contested |
| goals-and-okrs | Tability | 37% | 46 | contested |
| hr-ai-assistants | Gusto | 29% | 42 | contested |
| hr-compliance-and-policy-management | Gusto | 25% | 51 | contested |
| hr-help-desk-and-case-management | Zoho Desk | 27% | 48 | contested |
| hris-and-hcm-platforms | Gusto | 42% | 43 | clear leader |
| internal-communications-and-intranet | Slack | 24% | 42 | contested |
| internal-talent-marketplace | TalentGuard | 24% | 46 | contested |
| interview-scheduling | Calendly | 62% | 47 | clear leader |
| job-advertising-and-distribution | JobTarget | 19% | 47 | contested |
| learning-experience-platforms | GoSkills | 57% | 44 | clear leader |
| learning-management-systems | TalentLMS | 74% | 47 | clear leader |
| leave-and-absence-management | Timetastic | 25% | 53 | contested |
| mentoring-software | PushFar | 39% | 41 | contested |
| online-course-libraries | LinkedIn Learning | 24% | 46 | contested |
| org-charts-and-org-design | Organimi | 31% | 51 | contested |
| pay-equity | Gusto | 21% | 43 | contested |
| payroll-software | Gusto | 57% | 42 | clear leader |
| people-analytics | BambooHR | 41% | 63 | clear leader |
| performance-management | Effy AI | 19% | 53 | contested |
| recognition-and-rewards | Bonusly | 60% | 45 | clear leader |
| recruiting-crm-and-sourcing | Pin | 23% | 47 | contested |
| recruitment-marketing-and-career-sites | 100Hires | 20% | 44 | contested |
| skills-intelligence | Skills Base | 35% | 43 | contested |
| succession-planning | Paycor | 27% | 48 | contested |
| talent-intelligence | Pin | 18% | 49 | contested |
| technical-hiring-assessments | CoderPad | 26% | 43 | contested |
| time-and-attendance | Homebase | 21% | 43 | contested |
| video-interviewing | Hireflix | 38% | 48 | contested |
| workforce-management-suites | When I Work | 18% | 50 | contested |
| workforce-planning | Homebase | 22% | 45 | contested |
| workforce-scheduling | Homebase | 43% | 42 | clear leader |

**360-feedback**: Primalogik 20%, Spidergap 14%, Small Improvements 11%, Effy AI 9%, FeedbackPulse 9%

**ai-recruiting-assistants**: Manatal 25%, Pin 22%, Workable 12%, Breezy HR 8%, Hirevire 5%

**applicant-tracking-systems**: Breezy HR 41%, Workable 20%, Zoho Recruit 11%, Dover 7%, 100Hires 4%

**background-screening**: GoodHire 38%, Checkr 23%, BackgroundChecks.com 12%, Certn 12%, HireShield 4%

**benefits-administration**: Gusto 68%, Ease 9%, Employee Navigator 9%, Rippling 6%, TriNet Zenefits 6%

**candidate-assessment**: TestGorilla 71%, TestDome 5%, Canditech 2%, EmployTest 2%, Hirevire 2%

**coaching-platforms**: Boon Health 28%, Risely 17%, CoachHub 9%, 15Five 6%, Cloverleaf 4%

**compensation-benchmarking-data**: Pave 32%, Salary.com CompAnalyst 9%, Bureau of Labor Statistics 6%, Bureau of Labor Statistics (BLS) Occupational Employment and Wage Statistics 4%, Payscale 4%

**compensation-management**: Pave 17%, BambooHR Compensation 14%, Compease 12%, QuotaPath 11%, Comprehensive 7%

**compliance-training**: TalentLMS 35%, EasyLlama 33%, Coggno 9%, Kantola 5%, SC Training 5%

**contingent-workforce-management**: SimpleVMS 31%, Deel 12%, Bonsai 6%, Conexis VMS 6%, TalentDesk.io 6%

**course-authoring-tools**: Articulate 360 20%, iSpring Suite 16%, H5P 14%, LearnWorlds 10%, Easygenerator 6%

**earned-wage-access**: ZayZoon 55%, DailyPay 16%, Tapcheck 16%, Branch 3%, Clair 3%

**employee-engagement-surveys**: Workleap Officevibe 40%, FeedbackPulse 33%, 15Five Engage 12%, ThriveSparrow 9%, Culture Amp 2%

**employee-onboarding**: BambooHR 38%, Gusto 21%, Zoho People 13%, Rippling 9%, FirstHR 4%

**employee-wellbeing-and-mental-health**: Wellable 29%, YuMuuv 11%, Avidon Health 9%, Woliba 9%, Calm Health 6%

**flexible-benefits-and-lifestyle-spending-accounts**: Compt 37%, JOON 17%, Benepass 15%, Forma 12%, Gusto 8%

**frontline-employee-apps**: Connecteam 85%, Blink 5%, Jobber 5%, PointeCast 2%, RedeApp 2%

**global-payroll-and-employer-of-record**: Deel 29%, RemoFirst 21%, Remote 14%, Oyster 12%, Rippling 7%

**goals-and-okrs**: Tability 37%, OKRs Tool 17%, Asana 7%, ClickUp 7%, Profit.co 7%

**hr-ai-assistants**: Gusto 29%, MeBeBot 21%, Ask BambooHR 12%, Playroll Orbit 7%, Workativ Assistant 7%

**hr-compliance-and-policy-management**: Gusto 25%, BambooHR 12%, Rippling 12%, Blissbook 8%, Trainual 8%

**hr-help-desk-and-case-management**: Zoho Desk 27%, BambooHR 17%, Hiver 12%, Dovetail Software 6%, Help Scout 6%

**hris-and-hcm-platforms**: Gusto 42%, BambooHR 35%, Zoho People 16%, Rippling 5%, TalentHR 2%

**internal-communications-and-intranet**: Microsoft SharePoint 24%, Slack 24%, Connecteam 7%, Happeo 7%, Pebb 7%

**internal-talent-marketplace**: TalentGuard 24%, Airtable 13%, Fuel50 9%, Google Forms + Sheets 7%, Notion 7%

**interview-scheduling**: Calendly 62%, Breezy HR 11%, Koalendar 11%, JazzHR 6%, YouCanBookMe 4%

**job-advertising-and-distribution**: JobTarget 19%, Joveo 15%, Appcast 13%, JazzHR 11%, Adway 6%

**learning-experience-platforms**: GoSkills 57%, TalentLMS 16%, 360Learning 9%, LearnUpon 2%, LinkedIn Learning 2%

**learning-management-systems**: TalentLMS 74%, GoSkills 9%, Connecteam 4%, iSpring Learn 4%, Absorb LMS 2%

**leave-and-absence-management**: Timetastic 25%, Vacation Tracker 21%, LeaveBoard 13%, BambooHR 6%, Day Off 6%

**mentoring-software**: PushFar 39%, Mentorloop 20%, Mentornity 12%, GrowthMentor 5%, Together 5%

**online-course-libraries**: LinkedIn Learning 24%, Udemy Business 20%, GoSkills 17%, TalentLMS 13%, Go1 7%

**org-charts-and-org-design**: Organimi 31%, Lucidchart 22%, Creately 10%, Pingboard 10%, Miro 4%

**pay-equity**: Gusto 21%, Figures 7%, Pave 7%, Payscale 7%, BambooHR 5%

**payroll-software**: Gusto 57%, Patriot Payroll 29%, Rippling 5%, ADP RUN 2%, BrightPay 2%

**people-analytics**: BambooHR 41%, Rippling 10%, Lattice 8%, 15Five 5%, Gusto 5%

**performance-management**: Effy AI 19%, Lattice 17%, BambooHR 13%, ThriveSparrow 11%, Zoho People 9%

**recognition-and-rewards**: Bonusly 60%, Matter 9%, Awardco 7%, Guusto 7%, Nectar 7%

**recruiting-crm-and-sourcing**: Pin 23%, Manatal 21%, Zoho Recruit 11%, Recruit CRM 9%, Apollo.io 4%

**recruitment-marketing-and-career-sites**: 100Hires 20%, Manatal 14%, Breezy HR 11%, Teamtailor 11%, JazzHR 7%

**skills-intelligence**: Skills Base 35%, Lightcast Open Skills 12%, MuchSkills 7%, Lessie AI 5%, SkillPanel 5%

**succession-planning**: Paycor 27%, BambooHR 25%, Lattice 10%, PerformYard 6%, SuccessionNow 6%

**talent-intelligence**: Pin 18%, Gem 14%, Lessie AI 14%, Loxo 10%, Manatal 6%

**technical-hiring-assessments**: CoderPad 26%, TestGorilla 21%, Coderbyte 9%, HackerRank 9%, TestDome 9%

**time-and-attendance**: Homebase 21%, Harvest 14%, Jibble 12%, Clockify 9%, Connecteam 9%

**video-interviewing**: Hireflix 38%, Hirevire 17%, EasyHire.me 10%, Willo 10%, 1Way Interview 6%

**workforce-management-suites**: When I Work 18%, Homebase 16%, Connecteam 14%, Gusto 12%, Zoho People 10%

**workforce-planning**: Homebase 22%, Rippling 18%, ChartHop 13%, Thrivea 7%, Agentnoon 4%

**workforce-scheduling**: Homebase 43%, Connecteam 38%, Sling 12%, When I Work 7%

## Anti-recommendations

Products most often labeled soft or hard negative, with the number of models that did so at least once in the category, and the share of that product's labels in the category that were negative. A high negative share on a product with few labels is a warning; a low share on a product with many labels is salience, not sentiment.

- **360-feedback**: SurveyMonkey (10 models, 5 hard; 18 of 27 labels negative), Culture Amp (7 models, 5 hard; 11 of 17 labels negative), Lattice (6 models, 6 hard; 17 of 24 labels negative), Google Forms (5 models, 3 hard; 6 of 9 labels negative)
- **ai-recruiting-assistants**: HireVue (5 models, 5 hard; 6 of 10 labels negative), Eightfold AI (5 models, 4 hard; 6 of 6 labels negative), Workday Recruiting (4 models, 3 hard; 5 of 5 labels negative), Greenhouse (3 models, 1 hard; 3 of 8 labels negative)
- **applicant-tracking-systems**: Oracle Taleo (7 models, 6 hard; 7 of 7 labels negative), Workday Recruiting (6 models, 6 hard; 8 of 8 labels negative), Greenhouse (6 models, 2 hard; 11 of 25 labels negative), Workable (5 models; 6 of 41 labels negative)
- **background-screening**: HireRight (10 models, 6 hard; 12 of 22 labels negative), Sterling (6 models, 5 hard; 7 of 14 labels negative), TruthFinder (4 models, 6 hard; 6 of 6 labels negative), Instant Checkmate (4 models, 5 hard; 5 of 5 labels negative)
- **benefits-administration**: Paychex Flex (10 models, 3 hard; 11 of 15 labels negative), TriNet (7 models, 2 hard; 7 of 13 labels negative), Benefitfocus (6 models, 4 hard; 6 of 8 labels negative), bswift (6 models, 4 hard; 6 of 6 labels negative)
- **candidate-assessment**: Harver (5 models, 2 hard; 5 of 7 labels negative), SHL (4 models, 2 hard; 5 of 6 labels negative), Criteria Corp (4 models, 1 hard; 5 of 24 labels negative), Myers-Briggs Type Indicator (3 models, 4 hard; 4 of 4 labels negative)
- **coaching-platforms**: BetterUp (10 models, 7 hard; 26 of 34 labels negative), CoachHub (8 models, 7 hard; 21 of 37 labels negative), Lurn (3 models, 3 hard; 3 of 3 labels negative), Profi (3 models, 3 hard; 3 of 5 labels negative)
- **compensation-benchmarking-data**: Radford (6 models, 4 hard; 10 of 12 labels negative), Mercer Total Remuneration Survey (5 models, 3 hard; 10 of 13 labels negative), Willis Towers Watson (4 models, 3 hard; 4 of 5 labels negative), Payscale (4 models, 2 hard; 5 of 23 labels negative)
- **compensation-management**: Paychex (7 models, 9 hard; 11 of 11 labels negative), ADP Workforce Now (7 models, 8 hard; 11 of 14 labels negative), Workday Compensation (6 models, 5 hard; 9 of 10 labels negative), CaptivateIQ (6 models, 4 hard; 13 of 25 labels negative)
- **compliance-training**: Cornerstone OnDemand (3 models, 2 hard; 4 of 5 labels negative), 360training (3 models, 1 hard; 3 of 4 labels negative), Absorb LMS (3 models, 1 hard; 4 of 6 labels negative), Compliance Training Online (3 models, 1 hard; 3 of 3 labels negative)
- **contingent-workforce-management**: SAP Fieldglass (11 models, 17 hard; 34 of 41 labels negative), Beeline (10 models, 14 hard; 27 of 38 labels negative), Magnit (7 models, 3 hard; 8 of 11 labels negative), Freelancer.com (6 models, 3 hard; 7 of 7 labels negative)
- **course-authoring-tools**: Adobe Captivate (8 models, 3 hard; 14 of 39 labels negative), Articulate Storyline (6 models; 7 of 20 labels negative), Lectora (5 models, 3 hard; 5 of 12 labels negative), Articulate 360 (4 models, 5 hard; 10 of 33 labels negative)
- **earned-wage-access**: EarnIn (10 models, 8 hard; 13 of 28 labels negative), MoneyLion – Instacash (9 models, 6 hard; 9 of 9 labels negative), DailyPay (8 models, 5 hard; 17 of 41 labels negative), Brigit (6 models, 5 hard; 6 of 6 labels negative)
- **employee-engagement-surveys**: Snapchat (6 models, 5 hard; 6 of 6 labels negative), Culture Amp (6 models, 3 hard; 11 of 20 labels negative), Outreach (5 models, 4 hard; 5 of 5 labels negative), SalesLoft (5 models, 4 hard; 5 of 5 labels negative)
- **employee-onboarding**: Rippling (9 models, 3 hard; 14 of 40 labels negative), BambooHR (5 models, 2 hard; 6 of 53 labels negative), SAP SuccessFactors (4 models, 5 hard; 5 of 5 labels negative), Workday (4 models, 5 hard; 5 of 6 labels negative)
- **employee-wellbeing-and-mental-health**: Personify Health (5 models, 4 hard; 8 of 9 labels negative), Calm Health (4 models, 2 hard; 4 of 13 labels negative), Headspace (4 models, 2 hard; 4 of 19 labels negative), Wellhub (3 models, 1 hard; 4 of 9 labels negative)
- **flexible-benefits-and-lifestyle-spending-accounts**: Forma (6 models, 3 hard; 10 of 41 labels negative), Benepass (6 models, 2 hard; 8 of 37 labels negative), Paychex Flex (5 models, 1 hard; 5 of 6 labels negative), Ben (4 models, 2 hard; 5 of 9 labels negative)
- **frontline-employee-apps**: Microsoft 365 for Frontline Workers (7 models, 3 hard; 12 of 21 labels negative), Slack (6 models, 4 hard; 15 of 18 labels negative), Staffbase (6 models, 3 hard; 8 of 13 labels negative), WhatsApp (5 models, 6 hard; 7 of 8 labels negative)
- **global-payroll-and-employer-of-record**: Rippling (9 models, 1 hard; 13 of 36 labels negative), Papaya Global (8 models, 3 hard; 12 of 26 labels negative), Deel (8 models, 1 hard; 10 of 55 labels negative), Oyster (8 models, 1 hard; 10 of 42 labels negative)
- **goals-and-okrs**: Lattice (10 models, 5 hard; 14 of 18 labels negative), Betterworks (9 models, 9 hard; 9 of 9 labels negative), WorkBoard (9 models, 7 hard; 9 of 10 labels negative), Microsoft Viva Goals (7 models, 8 hard; 8 of 10 labels negative)
- **hr-ai-assistants**: Workday Illuminate (7 models, 7 hard; 9 of 11 labels negative), HireVue (5 models, 3 hard; 5 of 6 labels negative), Paradox (5 models, 2 hard; 6 of 12 labels negative), Moveworks (5 models, 1 hard; 9 of 11 labels negative)
- **hr-compliance-and-policy-management**: Rippling (5 models; 8 of 31 labels negative), BambooHR (4 models; 4 of 42 labels negative), SAP SuccessFactors (2 models, 1 hard; 2 of 2 labels negative), Workday (2 models, 1 hard; 2 of 3 labels negative)
- **hr-help-desk-and-case-management**: ServiceNow HR Service Delivery (8 models, 4 hard; 12 of 16 labels negative), Workday HR Service Delivery (5 models, 6 hard; 8 of 8 labels negative), SAP SuccessFactors (5 models, 5 hard; 5 of 5 labels negative), Oracle Fusion Cloud HCM (4 models, 4 hard; 4 of 4 labels negative)
- **hris-and-hcm-platforms**: Workday HCM (7 models, 5 hard; 9 of 10 labels negative), Paycor (6 models, 3 hard; 6 of 8 labels negative), ADP (6 models, 2 hard; 6 of 11 labels negative), ADP Workforce Now (5 models, 4 hard; 5 of 6 labels negative)
- **internal-communications-and-intranet**: Microsoft SharePoint (10 models, 5 hard; 12 of 49 labels negative), Simpplr (10 models, 4 hard; 17 of 19 labels negative), Workvivo (8 models, 5 hard; 13 of 20 labels negative), Staffbase (6 models, 5 hard; 10 of 14 labels negative)
- **internal-talent-marketplace**: Fiverr (10 models, 1 hard; 11 of 23 labels negative), Upwork (10 models; 11 of 22 labels negative), Freelancer.com (9 models, 7 hard; 10 of 15 labels negative), Gloat (9 models, 7 hard; 24 of 33 labels negative)
- **interview-scheduling**: GoodTime (11 models, 7 hard; 18 of 29 labels negative), ModernLoop (8 models, 4 hard; 13 of 17 labels negative), Google Calendar (8 models, 2 hard; 10 of 15 labels negative), Paradox (5 models, 2 hard; 5 of 8 labels negative)
- **job-advertising-and-distribution**: Indeed (10 models; 12 of 32 labels negative), LinkedIn Jobs (8 models; 9 of 32 labels negative), ZipRecruiter (8 models; 9 of 30 labels negative), Monster (7 models, 5 hard; 8 of 9 labels negative)
- **learning-experience-platforms**: Docebo (12 models, 10 hard; 23 of 30 labels negative), Degreed (12 models, 9 hard; 25 of 25 labels negative), Cornerstone OnDemand (9 models, 9 hard; 17 of 20 labels negative), Udemy Business (9 models, 2 hard; 9 of 15 labels negative)
- **learning-management-systems**: Moodle (9 models, 5 hard; 16 of 27 labels negative), Cornerstone OnDemand (7 models, 7 hard; 9 of 10 labels negative), Docebo (7 models, 7 hard; 11 of 16 labels negative), Absorb LMS (6 models, 4 hard; 9 of 15 labels negative)
- **leave-and-absence-management**: BambooHR (8 models, 3 hard; 14 of 39 labels negative), Workday (7 models, 7 hard; 9 of 9 labels negative), UKG Ready (6 models, 6 hard; 6 of 6 labels negative), ADP Workforce Now (6 models, 4 hard; 6 of 6 labels negative)
- **mentoring-software**: MentorcliQ (10 models, 8 hard; 24 of 32 labels negative), Chronus (10 models, 7 hard; 20 of 22 labels negative), Together (6 models, 5 hard; 14 of 38 labels negative), GrowthMentor (6 models; 6 of 15 labels negative)
- **online-course-libraries**: Coursera for Business (6 models, 1 hard; 10 of 33 labels negative), LinkedIn Learning (6 models; 7 of 44 labels negative), Skillsoft Percipio (4 models, 2 hard; 4 of 7 labels negative), MasterClass (3 models, 1 hard; 3 of 5 labels negative)
- **org-charts-and-org-design**: Lucidchart (9 models, 3 hard; 11 of 60 labels negative), ChartHop (8 models, 4 hard; 14 of 27 labels negative), Microsoft Visio (8 models, 3 hard; 10 of 20 labels negative), OrgChart (6 models, 3 hard; 8 of 15 labels negative)
- **pay-equity**: Syndio (7 models, 6 hard; 22 of 32 labels negative), Trusaic PayParity (7 models, 1 hard; 10 of 22 labels negative), beqom Pay Equity (5 models, 2 hard; 6 of 10 labels negative), Gusto (5 models; 5 of 28 labels negative)
- **payroll-software**: Paychex Flex (11 models, 7 hard; 12 of 21 labels negative), ADP (9 models, 6 hard; 10 of 18 labels negative), QuickBooks Payroll (7 models, 5 hard; 9 of 39 labels negative), Paycor (6 models, 5 hard; 6 of 8 labels negative)
- **people-analytics**: Visier (11 models, 19 hard; 38 of 44 labels negative), One Model (11 models, 13 hard; 19 of 19 labels negative), Workday People Analytics (10 models, 13 hard; 18 of 23 labels negative), Crunchr (8 models, 7 hard; 12 of 14 labels negative)
- **performance-management**: Lattice (9 models, 4 hard; 13 of 46 labels negative), Workday HCM Performance Management (7 models, 6 hard; 7 of 8 labels negative), BambooHR (7 models, 1 hard; 10 of 48 labels negative), Betterworks (6 models, 1 hard; 6 of 7 labels negative)
- **recognition-and-rewards**: Awardco (7 models; 8 of 25 labels negative), Achievers (6 models, 4 hard; 6 of 8 labels negative), Motivosity (4 models; 4 of 27 labels negative), Nectar (4 models; 5 of 46 labels negative)
- **recruiting-crm-and-sourcing**: LinkedIn Recruiter (9 models, 6 hard; 18 of 31 labels negative), Coupa (6 models, 6 hard; 6 of 6 labels negative), SAP Ariba (6 models, 6 hard; 6 of 6 labels negative), hireEZ (6 models, 2 hard; 7 of 14 labels negative)
- **recruitment-marketing-and-career-sites**: Phenom (10 models, 9 hard; 20 of 21 labels negative), Symphony Talent (8 models, 4 hard; 9 of 11 labels negative), Beamery (6 models, 3 hard; 12 of 14 labels negative), Joveo (5 models, 3 hard; 8 of 11 labels negative)
- **skills-intelligence**: Eightfold AI (9 models, 5 hard; 17 of 22 labels negative), Gloat (5 models, 3 hard; 9 of 13 labels negative), Udemy Business (5 models, 1 hard; 5 of 8 labels negative), Freelancer.com (4 models, 2 hard; 4 of 4 labels negative)
- **succession-planning**: Lattice (7 models, 2 hard; 10 of 37 labels negative), SAP SuccessFactors Succession & Development (6 models, 9 hard; 12 of 13 labels negative), Workday Succession Planning (6 models, 9 hard; 11 of 12 labels negative), Oracle Fusion Cloud HCM (5 models, 5 hard; 6 of 7 labels negative)
- **talent-intelligence**: Eightfold AI (12 models, 14 hard; 38 of 45 labels negative), Phenom (11 models, 14 hard; 20 of 22 labels negative), Beamery (10 models, 15 hard; 27 of 29 labels negative), Gloat (10 models, 12 hard; 17 of 22 labels negative)
- **technical-hiring-assessments**: Codility (10 models, 5 hard; 17 of 33 labels negative), HackerRank (8 models, 4 hard; 21 of 47 labels negative), TestGorilla (5 models, 3 hard; 6 of 38 labels negative), Coderbyte (4 models, 1 hard; 4 of 27 labels negative)
- **time-and-attendance**: QuickBooks Time (4 models; 5 of 32 labels negative), ADP Workforce Now (3 models, 2 hard; 3 of 3 labels negative), Eddy (3 models, 2 hard; 3 of 3 labels negative), Keka (3 models, 2 hard; 3 of 3 labels negative)
- **video-interviewing**: HireVue (12 models, 19 hard; 28 of 32 labels negative), VidCruiter (9 models, 3 hard; 14 of 24 labels negative), Spark Hire (8 models, 5 hard; 15 of 49 labels negative), Willo (3 models; 3 of 37 labels negative)
- **workforce-management-suites**: UKG Pro (10 models, 8 hard; 12 of 12 labels negative), Workday Workforce Management (10 models, 8 hard; 11 of 11 labels negative), SAP SuccessFactors (10 models, 6 hard; 11 of 11 labels negative), Oracle Fusion Cloud HCM (8 models, 5 hard; 9 of 9 labels negative)
- **workforce-planning**: Anaplan (8 models, 10 hard; 16 of 17 labels negative), Workday Adaptive Planning (7 models, 6 hard; 11 of 13 labels negative), SAP SuccessFactors Workforce Planning (6 models, 6 hard; 8 of 8 labels negative), Workday (6 models, 5 hard; 9 of 9 labels negative)
- **workforce-scheduling**: 7shifts (3 models, 2 hard; 4 of 21 labels negative), Acuity Scheduling (3 models; 3 of 7 labels negative), When I Work (3 models; 4 of 46 labels negative), Vagaro (2 models, 1 hard; 2 of 2 labels negative)

## Leadership and criticism

First-choice share and negative label rate are independent, so every product with at least 10 labels in a category is placed on both axes. Cutoffs: leader at 30% or more of first choices, criticized at 25% or more negative labels. An endorsed leader is recommended and not criticized; a criticized default is recommended while the models list its problems; a criticized challenger is named mostly to be warned against.

| Category | Product | First-choice share | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|
| 360-feedback | Primalogik | 20% | 0% | 31 | accepted challenger |
| 360-feedback | Spidergap | 14% | 9% | 35 | accepted challenger |
| 360-feedback | Small Improvements | 11% | 5% | 38 | accepted challenger |
| 360-feedback | FeedbackPulse | 9% | 0% | 25 | accepted challenger |
| 360-feedback | Effy AI | 9% | 0% | 22 | accepted challenger |
| 360-feedback | PerformYard | 9% | 5% | 21 | accepted challenger |
| 360-feedback | ThriveSparrow | 5% | 0% | 12 | accepted challenger |
| 360-feedback | Leapsome | 2% | 36% | 11 | criticized challenger |
| 360-feedback | 15Five | 2% | 40% | 15 | criticized challenger |
| 360-feedback | SurveyMonkey | 2% | 67% | 27 | criticized challenger |
| 360-feedback | Lattice | 2% | 71% | 24 | criticized challenger |
| 360-feedback | Teamflect | 0% | 0% | 11 | accepted challenger |
| 360-feedback | Culture Amp | 0% | 65% | 17 | criticized challenger |
| ai-recruiting-assistants | Manatal | 25% | 0% | 33 | accepted challenger |
| ai-recruiting-assistants | Pin | 22% | 0% | 25 | accepted challenger |
| ai-recruiting-assistants | Workable | 12% | 7% | 27 | accepted challenger |
| ai-recruiting-assistants | Breezy HR | 8% | 6% | 18 | accepted challenger |
| ai-recruiting-assistants | Zoho Recruit | 2% | 0% | 25 | accepted challenger |
| ai-recruiting-assistants | Juicebox | 2% | 0% | 10 | accepted challenger |
| ai-recruiting-assistants | Truffle | 2% | 0% | 10 | accepted challenger |
| ai-recruiting-assistants | Paradox | 2% | 30% | 10 | criticized challenger |
| ai-recruiting-assistants | HireVue | 0% | 60% | 10 | criticized challenger |
| applicant-tracking-systems | Breezy HR | 41% | 2% | 51 | endorsed leader |
| applicant-tracking-systems | Workable | 20% | 15% | 41 | accepted challenger |
| applicant-tracking-systems | Zoho Recruit | 11% | 9% | 44 | accepted challenger |
| applicant-tracking-systems | JazzHR | 4% | 8% | 37 | accepted challenger |
| applicant-tracking-systems | 100Hires | 4% | 9% | 11 | accepted challenger |
| applicant-tracking-systems | BambooHR | 2% | 6% | 17 | accepted challenger |
| applicant-tracking-systems | Teamtailor | 2% | 7% | 14 | accepted challenger |
| applicant-tracking-systems | Manatal | 2% | 8% | 12 | accepted challenger |
| applicant-tracking-systems | Lever | 2% | 27% | 15 | criticized challenger |
| applicant-tracking-systems | Ashby | 0% | 15% | 13 | accepted challenger |
| applicant-tracking-systems | Greenhouse | 0% | 44% | 25 | criticized challenger |
| background-screening | GoodHire | 38% | 0% | 48 | endorsed leader |
| background-screening | Checkr | 23% | 2% | 54 | accepted challenger |
| background-screening | Certn | 12% | 3% | 29 | accepted challenger |
| background-screening | BackgroundChecks.com | 12% | 6% | 32 | accepted challenger |
| background-screening | ShareAble for Hires | 0% | 20% | 10 | accepted challenger |
| background-screening | First Advantage | 0% | 36% | 11 | criticized challenger |
| background-screening | Accurate Background | 0% | 40% | 10 | criticized challenger |
| background-screening | Sterling | 0% | 50% | 14 | criticized challenger |
| background-screening | HireRight | 0% | 55% | 22 | criticized challenger |
| benefits-administration | Gusto | 68% | 5% | 59 | endorsed leader |
| benefits-administration | Employee Navigator | 9% | 8% | 25 | accepted challenger |
| benefits-administration | Ease | 9% | 10% | 20 | accepted challenger |
| benefits-administration | Rippling | 6% | 5% | 38 | accepted challenger |
| benefits-administration | TriNet Zenefits | 6% | 22% | 23 | accepted challenger |
| benefits-administration | OnPay | 2% | 0% | 11 | accepted challenger |
| benefits-administration | BambooHR | 0% | 16% | 25 | accepted challenger |
| benefits-administration | Justworks | 0% | 18% | 28 | accepted challenger |
| benefits-administration | Paycor | 0% | 40% | 10 | criticized challenger |
| benefits-administration | ADP Workforce Now | 0% | 41% | 17 | criticized challenger |
| benefits-administration | TriNet | 0% | 54% | 13 | criticized challenger |
| benefits-administration | PlanSource | 0% | 55% | 11 | criticized challenger |
| benefits-administration | Paychex Flex | 0% | 73% | 15 | criticized challenger |
| candidate-assessment | TestGorilla | 71% | 7% | 54 | endorsed leader |
| candidate-assessment | Vervoe | 2% | 0% | 31 | accepted challenger |
| candidate-assessment | Testlify | 2% | 0% | 15 | accepted challenger |
| candidate-assessment | EmployTest | 2% | 0% | 15 | accepted challenger |
| candidate-assessment | Toggl Hire | 2% | 4% | 25 | accepted challenger |
| candidate-assessment | Codility | 0% | 0% | 10 | accepted challenger |
| candidate-assessment | HackerRank | 0% | 8% | 12 | accepted challenger |
| candidate-assessment | Criteria Corp | 0% | 21% | 24 | accepted challenger |
| coaching-platforms | Boon Health | 28% | 4% | 28 | accepted challenger |
| coaching-platforms | Risely | 17% | 0% | 25 | accepted challenger |
| coaching-platforms | CoachHub | 9% | 57% | 37 | criticized challenger |
| coaching-platforms | Exec | 4% | 8% | 12 | accepted challenger |
| coaching-platforms | BetterUp | 2% | 76% | 34 | criticized challenger |
| coaching-platforms | Growthspace | 0% | 0% | 11 | accepted challenger |
| coaching-platforms | Coachello | 0% | 0% | 10 | accepted challenger |
| coaching-platforms | Simply.Coach | 0% | 0% | 12 | accepted challenger |
| coaching-platforms | UpCoach | 0% | 10% | 10 | accepted challenger |
| compensation-benchmarking-data | Pave | 32% | 0% | 27 | endorsed leader |
| compensation-benchmarking-data | Salary.com CompAnalyst | 9% | 17% | 24 | accepted challenger |
| compensation-benchmarking-data | Bureau of Labor Statistics | 6% | 0% | 10 | accepted challenger |
| compensation-benchmarking-data | Payscale | 4% | 22% | 23 | accepted challenger |
| compensation-benchmarking-data | Ravio | 2% | 0% | 25 | accepted challenger |
| compensation-benchmarking-data | Comprehensive.io | 2% | 0% | 19 | accepted challenger |
| compensation-benchmarking-data | Culpepper Compensation Surveys | 2% | 20% | 10 | accepted challenger |
| compensation-benchmarking-data | Levels.fyi | 2% | 27% | 11 | criticized challenger |
| compensation-benchmarking-data | Glassdoor | 0% | 40% | 10 | criticized challenger |
| compensation-benchmarking-data | Mercer Total Remuneration Survey | 0% | 77% | 13 | criticized challenger |
| compensation-benchmarking-data | Radford | 0% | 83% | 12 | criticized challenger |
| compensation-management | Pave | 17% | 4% | 69 | accepted challenger |
| compensation-management | BambooHR Compensation | 14% | 10% | 70 | accepted challenger |
| compensation-management | Compease | 12% | 0% | 28 | accepted challenger |
| compensation-management | QuotaPath | 11% | 0% | 38 | accepted challenger |
| compensation-management | Comprehensive | 7% | 3% | 38 | accepted challenger |
| compensation-management | Ravio | 4% | 0% | 28 | accepted challenger |
| compensation-management | Salary.com CompAnalyst | 4% | 7% | 29 | accepted challenger |
| compensation-management | Salary.com | 4% | 11% | 37 | accepted challenger |
| compensation-management | Gusto | 4% | 14% | 29 | accepted challenger |
| compensation-management | CaptivateIQ | 3% | 52% | 25 | criticized challenger |
| compensation-management | Aeqium | 2% | 0% | 15 | accepted challenger |
| compensation-management | Lattice Compensation | 2% | 6% | 16 | accepted challenger |
| compensation-management | OpenComp | 1% | 0% | 14 | accepted challenger |
| compensation-management | 15Five | 1% | 0% | 13 | accepted challenger |
| compensation-management | Rippling | 1% | 5% | 20 | accepted challenger |
| compensation-management | Comprehensive.io | 1% | 13% | 15 | accepted challenger |
| compensation-management | Paycom | 1% | 21% | 28 | accepted challenger |
| compensation-management | Payscale | 1% | 33% | 15 | criticized challenger |
| compensation-management | Lattice Compensate | 1% | 63% | 19 | criticized challenger |
| compensation-management | HiBob | 0% | 5% | 21 | accepted challenger |
| compensation-management | ADP Workforce Now | 0% | 79% | 14 | criticized challenger |
| compensation-management | Workday Compensation | 0% | 90% | 10 | criticized challenger |
| compensation-management | Paychex | 0% | 100% | 11 | criticized challenger |
| compliance-training | TalentLMS | 35% | 0% | 39 | endorsed leader |
| compliance-training | EasyLlama | 33% | 6% | 49 | endorsed leader |
| compliance-training | Coggno | 9% | 0% | 26 | accepted challenger |
| compliance-training | SC Training | 5% | 0% | 14 | accepted challenger |
| compliance-training | Traliant | 2% | 5% | 20 | accepted challenger |
| compliance-training | Ethena | 2% | 12% | 17 | accepted challenger |
| compliance-training | iSpring Learn | 0% | 15% | 13 | accepted challenger |
| contingent-workforce-management | SimpleVMS | 31% | 0% | 23 | endorsed leader |
| contingent-workforce-management | Deel | 12% | 4% | 26 | accepted challenger |
| contingent-workforce-management | Conexis VMS | 6% | 0% | 12 | accepted challenger |
| contingent-workforce-management | TalentDesk.io | 6% | 0% | 19 | accepted challenger |
| contingent-workforce-management | Upwork | 6% | 23% | 22 | accepted challenger |
| contingent-workforce-management | Remote | 4% | 6% | 16 | accepted challenger |
| contingent-workforce-management | Worksome | 4% | 23% | 13 | accepted challenger |
| contingent-workforce-management | Beeline | 2% | 71% | 38 | criticized challenger |
| contingent-workforce-management | SAP Fieldglass | 2% | 83% | 41 | criticized challenger |
| contingent-workforce-management | Worksuite | 0% | 11% | 19 | accepted challenger |
| contingent-workforce-management | VectorVMS | 0% | 14% | 14 | accepted challenger |
| contingent-workforce-management | Fiverr | 0% | 37% | 19 | criticized challenger |
| contingent-workforce-management | Magnit | 0% | 73% | 11 | criticized challenger |
| course-authoring-tools | Articulate 360 | 20% | 30% | 33 | criticized challenger |
| course-authoring-tools | iSpring Suite | 16% | 5% | 43 | accepted challenger |
| course-authoring-tools | H5P | 14% | 12% | 25 | accepted challenger |
| course-authoring-tools | Easygenerator | 6% | 0% | 24 | accepted challenger |
| course-authoring-tools | Articulate Rise 360 | 4% | 10% | 20 | accepted challenger |
| course-authoring-tools | Adobe Captivate | 2% | 36% | 39 | criticized challenger |
| course-authoring-tools | Elucidat | 0% | 29% | 14 | criticized challenger |
| course-authoring-tools | Articulate Storyline | 0% | 35% | 20 | criticized challenger |
| course-authoring-tools | Lectora | 0% | 42% | 12 | criticized challenger |
| earned-wage-access | ZayZoon | 55% | 0% | 42 | endorsed leader |
| earned-wage-access | Tapcheck | 16% | 0% | 37 | accepted challenger |
| earned-wage-access | DailyPay | 16% | 41% | 41 | criticized challenger |
| earned-wage-access | Branch | 3% | 6% | 16 | accepted challenger |
| earned-wage-access | Payactiv | 3% | 9% | 32 | accepted challenger |
| earned-wage-access | EarnIn | 3% | 46% | 28 | criticized challenger |
| earned-wage-access | Chime Workplace | 0% | 0% | 11 | accepted challenger |
| earned-wage-access | Rain | 0% | 17% | 12 | accepted challenger |
| employee-engagement-surveys | Workleap Officevibe | 40% | 5% | 43 | endorsed leader |
| employee-engagement-surveys | FeedbackPulse | 33% | 0% | 30 | endorsed leader |
| employee-engagement-surveys | 15Five Engage | 12% | 3% | 33 | accepted challenger |
| employee-engagement-surveys | ThriveSparrow | 9% | 7% | 14 | accepted challenger |
| employee-engagement-surveys | Culture Amp | 2% | 55% | 20 | criticized challenger |
| employee-engagement-surveys | Google Forms | 0% | 21% | 14 | accepted challenger |
| employee-engagement-surveys | Lattice | 0% | 44% | 16 | criticized challenger |
| employee-engagement-surveys | SurveyMonkey | 0% | 47% | 15 | criticized challenger |
| employee-onboarding | BambooHR | 38% | 11% | 53 | endorsed leader |
| employee-onboarding | Gusto | 21% | 4% | 55 | accepted challenger |
| employee-onboarding | Zoho People | 13% | 0% | 16 | accepted challenger |
| employee-onboarding | Rippling | 9% | 35% | 40 | criticized challenger |
| employee-onboarding | FirstHR | 4% | 0% | 15 | accepted challenger |
| employee-onboarding | Homebase | 2% | 0% | 11 | accepted challenger |
| employee-onboarding | Trainual | 2% | 7% | 14 | accepted challenger |
| employee-onboarding | Deel | 0% | 18% | 11 | accepted challenger |
| employee-wellbeing-and-mental-health | Wellable | 29% | 8% | 39 | accepted challenger |
| employee-wellbeing-and-mental-health | YuMuuv | 11% | 0% | 24 | accepted challenger |
| employee-wellbeing-and-mental-health | Avidon Health | 9% | 0% | 20 | accepted challenger |
| employee-wellbeing-and-mental-health | Woliba | 9% | 0% | 12 | accepted challenger |
| employee-wellbeing-and-mental-health | Headspace | 6% | 21% | 19 | accepted challenger |
| employee-wellbeing-and-mental-health | Calm Health | 6% | 31% | 13 | criticized challenger |
| employee-wellbeing-and-mental-health | Sprout at Work | 3% | 8% | 13 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Compt | 37% | 5% | 38 | endorsed leader |
| flexible-benefits-and-lifestyle-spending-accounts | JOON | 17% | 0% | 19 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Benepass | 15% | 22% | 37 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Forma | 12% | 24% | 41 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Gusto | 8% | 8% | 26 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Justworks | 2% | 23% | 13 | accepted challenger |
| flexible-benefits-and-lifestyle-spending-accounts | Rippling | 0% | 17% | 12 | accepted challenger |
| frontline-employee-apps | Connecteam | 85% | 0% | 57 | endorsed leader |
| frontline-employee-apps | Blink | 5% | 6% | 34 | accepted challenger |
| frontline-employee-apps | Homebase | 0% | 0% | 26 | accepted challenger |
| frontline-employee-apps | Deputy | 0% | 0% | 11 | accepted challenger |
| frontline-employee-apps | Beekeeper | 0% | 36% | 14 | criticized challenger |
| frontline-employee-apps | Microsoft 365 for Frontline Workers | 0% | 57% | 21 | criticized challenger |
| frontline-employee-apps | Staffbase | 0% | 62% | 13 | criticized challenger |
| frontline-employee-apps | Slack | 0% | 83% | 18 | criticized challenger |
| global-payroll-and-employer-of-record | Deel | 29% | 18% | 55 | accepted challenger |
| global-payroll-and-employer-of-record | RemoFirst | 21% | 12% | 26 | accepted challenger |
| global-payroll-and-employer-of-record | Remote | 14% | 13% | 47 | accepted challenger |
| global-payroll-and-employer-of-record | Oyster | 12% | 24% | 42 | accepted challenger |
| global-payroll-and-employer-of-record | Rippling | 7% | 36% | 36 | criticized challenger |
| global-payroll-and-employer-of-record | Multiplier | 0% | 19% | 26 | accepted challenger |
| global-payroll-and-employer-of-record | Papaya Global | 0% | 46% | 26 | criticized challenger |
| goals-and-okrs | Tability | 37% | 4% | 46 | endorsed leader |
| goals-and-okrs | OKRs Tool | 17% | 0% | 39 | accepted challenger |
| goals-and-okrs | Profit.co | 7% | 26% | 19 | criticized challenger |
| goals-and-okrs | Asana | 7% | 29% | 14 | criticized challenger |
| goals-and-okrs | ClickUp | 7% | 30% | 10 | criticized challenger |
| goals-and-okrs | Teamflect | 4% | 0% | 14 | accepted challenger |
| goals-and-okrs | SugarOKR | 4% | 0% | 11 | accepted challenger |
| goals-and-okrs | Perdoo | 4% | 10% | 40 | accepted challenger |
| goals-and-okrs | Weekdone | 4% | 11% | 36 | accepted challenger |
| goals-and-okrs | Mooncamp | 2% | 4% | 23 | accepted challenger |
| goals-and-okrs | 15Five | 0% | 20% | 10 | accepted challenger |
| goals-and-okrs | Lattice | 0% | 78% | 18 | criticized challenger |
| goals-and-okrs | Microsoft Viva Goals | 0% | 80% | 10 | criticized challenger |
| goals-and-okrs | WorkBoard | 0% | 90% | 10 | criticized challenger |
| hr-ai-assistants | Gusto | 29% | 0% | 33 | accepted challenger |
| hr-ai-assistants | MeBeBot | 21% | 0% | 17 | accepted challenger |
| hr-ai-assistants | Ask BambooHR | 12% | 3% | 33 | accepted challenger |
| hr-ai-assistants | Workativ Assistant | 7% | 0% | 23 | accepted challenger |
| hr-ai-assistants | Leena AI | 2% | 21% | 14 | accepted challenger |
| hr-ai-assistants | ChatGPT | 2% | 23% | 13 | accepted challenger |
| hr-ai-assistants | Rippling | 0% | 17% | 18 | accepted challenger |
| hr-ai-assistants | Paradox | 0% | 50% | 12 | criticized challenger |
| hr-ai-assistants | Workday Illuminate | 0% | 82% | 11 | criticized challenger |
| hr-ai-assistants | Moveworks | 0% | 82% | 11 | criticized challenger |
| hr-compliance-and-policy-management | Gusto | 25% | 2% | 47 | accepted challenger |
| hr-compliance-and-policy-management | BambooHR | 12% | 10% | 42 | accepted challenger |
| hr-compliance-and-policy-management | Rippling | 12% | 26% | 31 | criticized challenger |
| hr-compliance-and-policy-management | SixFifty | 6% | 5% | 20 | accepted challenger |
| hr-compliance-and-policy-management | Homebase | 4% | 0% | 14 | accepted challenger |
| hr-compliance-and-policy-management | Deel | 4% | 13% | 15 | accepted challenger |
| hr-compliance-and-policy-management | Justworks | 0% | 10% | 21 | accepted challenger |
| hr-help-desk-and-case-management | Zoho Desk | 27% | 0% | 22 | accepted challenger |
| hr-help-desk-and-case-management | BambooHR | 17% | 10% | 29 | accepted challenger |
| hr-help-desk-and-case-management | Hiver | 12% | 0% | 18 | accepted challenger |
| hr-help-desk-and-case-management | Help Scout | 6% | 0% | 10 | accepted challenger |
| hr-help-desk-and-case-management | Freshdesk | 4% | 0% | 12 | accepted challenger |
| hr-help-desk-and-case-management | HelpDesk.com | 2% | 0% | 18 | accepted challenger |
| hr-help-desk-and-case-management | Freshservice | 2% | 0% | 12 | accepted challenger |
| hr-help-desk-and-case-management | Zoho People | 2% | 0% | 12 | accepted challenger |
| hr-help-desk-and-case-management | Gusto | 2% | 6% | 16 | accepted challenger |
| hr-help-desk-and-case-management | Rippling | 2% | 11% | 18 | accepted challenger |
| hr-help-desk-and-case-management | Zendesk | 2% | 13% | 15 | accepted challenger |
| hr-help-desk-and-case-management | HiBob | 0% | 0% | 11 | accepted challenger |
| hr-help-desk-and-case-management | ServiceNow HR Service Delivery | 0% | 75% | 16 | criticized challenger |
| hris-and-hcm-platforms | Gusto | 42% | 6% | 62 | endorsed leader |
| hris-and-hcm-platforms | BambooHR | 35% | 5% | 60 | endorsed leader |
| hris-and-hcm-platforms | Zoho People | 16% | 4% | 24 | accepted challenger |
| hris-and-hcm-platforms | Rippling | 5% | 7% | 46 | accepted challenger |
| hris-and-hcm-platforms | HiBob | 0% | 0% | 10 | accepted challenger |
| hris-and-hcm-platforms | Deel | 0% | 0% | 13 | accepted challenger |
| hris-and-hcm-platforms | Justworks | 0% | 0% | 14 | accepted challenger |
| hris-and-hcm-platforms | Paychex Flex | 0% | 8% | 12 | accepted challenger |
| hris-and-hcm-platforms | ADP | 0% | 55% | 11 | criticized challenger |
| hris-and-hcm-platforms | Workday HCM | 0% | 90% | 10 | criticized challenger |
| internal-communications-and-intranet | Slack | 24% | 0% | 15 | accepted challenger |
| internal-communications-and-intranet | Microsoft SharePoint | 24% | 24% | 49 | accepted challenger |
| internal-communications-and-intranet | Happeo | 7% | 0% | 21 | accepted challenger |
| internal-communications-and-intranet | Connecteam | 7% | 0% | 28 | accepted challenger |
| internal-communications-and-intranet | MyHub Intranet | 5% | 0% | 11 | accepted challenger |
| internal-communications-and-intranet | Google Sites | 5% | 0% | 15 | accepted challenger |
| internal-communications-and-intranet | Notion | 5% | 5% | 19 | accepted challenger |
| internal-communications-and-intranet | Jostle | 2% | 0% | 23 | accepted challenger |
| internal-communications-and-intranet | Microsoft Teams | 2% | 0% | 14 | accepted challenger |
| internal-communications-and-intranet | Zoho Connect | 0% | 0% | 12 | accepted challenger |
| internal-communications-and-intranet | Workvivo | 0% | 65% | 20 | criticized challenger |
| internal-communications-and-intranet | Staffbase | 0% | 71% | 14 | criticized challenger |
| internal-communications-and-intranet | Unily | 0% | 80% | 10 | criticized challenger |
| internal-communications-and-intranet | Simpplr | 0% | 89% | 19 | criticized challenger |
| internal-talent-marketplace | TalentGuard | 24% | 0% | 23 | accepted challenger |
| internal-talent-marketplace | Airtable | 13% | 0% | 10 | accepted challenger |
| internal-talent-marketplace | Fuel50 | 9% | 48% | 25 | criticized challenger |
| internal-talent-marketplace | Gloat | 4% | 73% | 33 | criticized challenger |
| internal-talent-marketplace | Toptal | 0% | 22% | 18 | accepted challenger |
| internal-talent-marketplace | Fiverr | 0% | 48% | 23 | criticized challenger |
| internal-talent-marketplace | Upwork | 0% | 50% | 22 | criticized challenger |
| internal-talent-marketplace | Freelancer.com | 0% | 67% | 15 | criticized challenger |
| internal-talent-marketplace | Eightfold AI | 0% | 80% | 25 | criticized challenger |
| interview-scheduling | Calendly | 62% | 7% | 59 | endorsed leader |
| interview-scheduling | Koalendar | 11% | 0% | 22 | accepted challenger |
| interview-scheduling | Breezy HR | 11% | 5% | 19 | accepted challenger |
| interview-scheduling | JazzHR | 6% | 8% | 12 | accepted challenger |
| interview-scheduling | YouCanBookMe | 4% | 0% | 31 | accepted challenger |
| interview-scheduling | Setmore | 2% | 0% | 14 | accepted challenger |
| interview-scheduling | Lever | 2% | 27% | 22 | criticized challenger |
| interview-scheduling | Greenhouse | 0% | 10% | 10 | accepted challenger |
| interview-scheduling | GoodTime | 0% | 62% | 29 | criticized challenger |
| interview-scheduling | Google Calendar | 0% | 67% | 15 | criticized challenger |
| interview-scheduling | ModernLoop | 0% | 76% | 17 | criticized challenger |
| job-advertising-and-distribution | JobTarget | 19% | 0% | 12 | accepted challenger |
| job-advertising-and-distribution | Joveo | 15% | 39% | 23 | criticized challenger |
| job-advertising-and-distribution | Appcast | 13% | 38% | 26 | criticized challenger |
| job-advertising-and-distribution | JazzHR | 11% | 0% | 10 | accepted challenger |
| job-advertising-and-distribution | ZipRecruiter | 4% | 30% | 30 | criticized challenger |
| job-advertising-and-distribution | Google for Jobs | 0% | 0% | 14 | accepted challenger |
| job-advertising-and-distribution | LinkedIn Jobs | 0% | 28% | 32 | criticized challenger |
| job-advertising-and-distribution | Craigslist | 0% | 33% | 15 | criticized challenger |
| job-advertising-and-distribution | Indeed | 0% | 38% | 32 | criticized challenger |
| learning-experience-platforms | GoSkills | 57% | 0% | 48 | endorsed leader |
| learning-experience-platforms | TalentLMS | 16% | 3% | 33 | accepted challenger |
| learning-experience-platforms | 360Learning | 9% | 3% | 33 | accepted challenger |
| learning-experience-platforms | SC Training | 2% | 0% | 19 | accepted challenger |
| learning-experience-platforms | Udemy Business | 2% | 60% | 15 | criticized challenger |
| learning-experience-platforms | Docebo | 0% | 77% | 30 | criticized challenger |
| learning-experience-platforms | Cornerstone OnDemand | 0% | 85% | 20 | criticized challenger |
| learning-experience-platforms | Degreed | 0% | 100% | 25 | criticized challenger |
| learning-management-systems | TalentLMS | 74% | 0% | 61 | endorsed leader |
| learning-management-systems | GoSkills | 9% | 0% | 24 | accepted challenger |
| learning-management-systems | Connecteam | 4% | 0% | 29 | accepted challenger |
| learning-management-systems | iSpring Learn | 4% | 3% | 33 | accepted challenger |
| learning-management-systems | Trainual | 2% | 0% | 13 | accepted challenger |
| learning-management-systems | Zoho Learn | 2% | 0% | 20 | accepted challenger |
| learning-management-systems | Absorb LMS | 2% | 60% | 15 | criticized challenger |
| learning-management-systems | LearnWorlds | 0% | 0% | 13 | accepted challenger |
| learning-management-systems | Coassemble | 0% | 0% | 10 | accepted challenger |
| learning-management-systems | 360Learning | 0% | 5% | 21 | accepted challenger |
| learning-management-systems | LearnUpon | 0% | 12% | 16 | accepted challenger |
| learning-management-systems | Moodle | 0% | 59% | 27 | criticized challenger |
| learning-management-systems | Docebo | 0% | 69% | 16 | criticized challenger |
| learning-management-systems | Cornerstone OnDemand | 0% | 90% | 10 | criticized challenger |
| leave-and-absence-management | Timetastic | 25% | 5% | 39 | accepted challenger |
| leave-and-absence-management | Vacation Tracker | 21% | 9% | 43 | accepted challenger |
| leave-and-absence-management | LeaveBoard | 13% | 0% | 32 | accepted challenger |
| leave-and-absence-management | Gusto | 6% | 0% | 18 | accepted challenger |
| leave-and-absence-management | PurelyHR | 6% | 0% | 10 | accepted challenger |
| leave-and-absence-management | Day Off | 6% | 4% | 26 | accepted challenger |
| leave-and-absence-management | BambooHR | 6% | 36% | 39 | criticized challenger |
| leave-and-absence-management | Calamari | 2% | 20% | 20 | accepted challenger |
| leave-and-absence-management | actiPLANS | 0% | 0% | 11 | accepted challenger |
| leave-and-absence-management | Connecteam | 0% | 0% | 11 | accepted challenger |
| leave-and-absence-management | Rippling | 0% | 36% | 14 | criticized challenger |
| mentoring-software | PushFar | 39% | 0% | 40 | endorsed leader |
| mentoring-software | Mentorloop | 20% | 5% | 39 | accepted challenger |
| mentoring-software | Mentornity | 12% | 0% | 22 | accepted challenger |
| mentoring-software | Together | 5% | 37% | 38 | criticized challenger |
| mentoring-software | GrowthMentor | 5% | 40% | 15 | criticized challenger |
| mentoring-software | Mentorgain | 2% | 0% | 18 | accepted challenger |
| mentoring-software | Qooper | 2% | 11% | 27 | accepted challenger |
| mentoring-software | MentorcliQ | 2% | 75% | 32 | criticized challenger |
| mentoring-software | MicroMentor | 0% | 0% | 16 | accepted challenger |
| mentoring-software | SCORE | 0% | 31% | 13 | criticized challenger |
| mentoring-software | Chronus | 0% | 91% | 22 | criticized challenger |
| online-course-libraries | LinkedIn Learning | 24% | 16% | 44 | accepted challenger |
| online-course-libraries | Udemy Business | 20% | 16% | 37 | accepted challenger |
| online-course-libraries | GoSkills | 17% | 0% | 26 | accepted challenger |
| online-course-libraries | TalentLMS | 13% | 0% | 27 | accepted challenger |
| online-course-libraries | Coursera for Business | 4% | 30% | 33 | criticized challenger |
| online-course-libraries | Pluralsight | 0% | 17% | 12 | accepted challenger |
| org-charts-and-org-design | Organimi | 31% | 4% | 49 | endorsed leader |
| org-charts-and-org-design | Lucidchart | 22% | 18% | 60 | accepted challenger |
| org-charts-and-org-design | Creately | 10% | 6% | 31 | accepted challenger |
| org-charts-and-org-design | Pingboard | 10% | 14% | 36 | accepted challenger |
| org-charts-and-org-design | Miro | 4% | 14% | 29 | accepted challenger |
| org-charts-and-org-design | draw.io | 4% | 15% | 13 | accepted challenger |
| org-charts-and-org-design | OrgChart | 4% | 53% | 15 | criticized challenger |
| org-charts-and-org-design | BambooHR | 2% | 13% | 15 | accepted challenger |
| org-charts-and-org-design | Canva | 2% | 19% | 21 | accepted challenger |
| org-charts-and-org-design | Microsoft Visio | 2% | 50% | 20 | criticized challenger |
| org-charts-and-org-design | SmartDraw | 0% | 42% | 12 | criticized challenger |
| org-charts-and-org-design | ChartHop | 0% | 52% | 27 | criticized challenger |
| pay-equity | Gusto | 21% | 18% | 28 | accepted challenger |
| pay-equity | Figures | 7% | 6% | 16 | accepted challenger |
| pay-equity | Pave | 7% | 6% | 16 | accepted challenger |
| pay-equity | Payscale | 7% | 26% | 27 | criticized challenger |
| pay-equity | BambooHR | 5% | 0% | 14 | accepted challenger |
| pay-equity | PayAnalytics | 5% | 23% | 22 | accepted challenger |
| pay-equity | Trusaic PayParity | 2% | 45% | 22 | criticized challenger |
| pay-equity | Syndio | 2% | 69% | 32 | criticized challenger |
| pay-equity | beqom Pay Equity | 0% | 60% | 10 | criticized challenger |
| payroll-software | Gusto | 57% | 10% | 59 | endorsed leader |
| payroll-software | Patriot Payroll | 29% | 5% | 40 | accepted challenger |
| payroll-software | Rippling | 5% | 11% | 28 | accepted challenger |
| payroll-software | OnPay | 2% | 0% | 44 | accepted challenger |
| payroll-software | ADP RUN | 2% | 10% | 20 | accepted challenger |
| payroll-software | Square Payroll | 0% | 9% | 11 | accepted challenger |
| payroll-software | QuickBooks Payroll | 0% | 23% | 39 | accepted challenger |
| payroll-software | SurePayroll | 0% | 40% | 10 | criticized challenger |
| payroll-software | ADP | 0% | 56% | 18 | criticized challenger |
| payroll-software | Paychex Flex | 0% | 57% | 21 | criticized challenger |
| people-analytics | BambooHR | 41% | 10% | 61 | endorsed leader |
| people-analytics | Rippling | 10% | 4% | 27 | accepted challenger |
| people-analytics | Lattice | 8% | 6% | 33 | accepted challenger |
| people-analytics | Gusto | 5% | 0% | 17 | accepted challenger |
| people-analytics | 15Five | 5% | 0% | 18 | accepted challenger |
| people-analytics | Personio | 5% | 10% | 21 | accepted challenger |
| people-analytics | Culture Amp | 3% | 3% | 31 | accepted challenger |
| people-analytics | Factorial | 2% | 0% | 12 | accepted challenger |
| people-analytics | HiBob | 2% | 8% | 13 | accepted challenger |
| people-analytics | ChartHop | 2% | 30% | 30 | criticized challenger |
| people-analytics | Workday People Analytics | 2% | 78% | 23 | criticized challenger |
| people-analytics | Microsoft Power BI | 0% | 30% | 10 | criticized challenger |
| people-analytics | Crunchr | 0% | 86% | 14 | criticized challenger |
| people-analytics | Visier | 0% | 86% | 44 | criticized challenger |
| people-analytics | One Model | 0% | 100% | 19 | criticized challenger |
| performance-management | Effy AI | 19% | 3% | 39 | accepted challenger |
| performance-management | Lattice | 17% | 28% | 46 | criticized challenger |
| performance-management | BambooHR | 13% | 21% | 48 | accepted challenger |
| performance-management | ThriveSparrow | 11% | 4% | 27 | accepted challenger |
| performance-management | Zoho People | 9% | 0% | 20 | accepted challenger |
| performance-management | 15Five | 8% | 8% | 36 | accepted challenger |
| performance-management | Small Improvements | 6% | 21% | 24 | accepted challenger |
| performance-management | Leapsome | 6% | 27% | 22 | criticized challenger |
| performance-management | Teamflect | 2% | 11% | 18 | accepted challenger |
| performance-management | PerformYard | 0% | 0% | 17 | accepted challenger |
| recognition-and-rewards | Bonusly | 60% | 0% | 56 | endorsed leader |
| recognition-and-rewards | Matter | 9% | 0% | 19 | accepted challenger |
| recognition-and-rewards | Guusto | 7% | 3% | 35 | accepted challenger |
| recognition-and-rewards | Nectar | 7% | 11% | 46 | accepted challenger |
| recognition-and-rewards | Awardco | 7% | 32% | 25 | criticized challenger |
| recognition-and-rewards | Assembly | 2% | 0% | 18 | accepted challenger |
| recognition-and-rewards | Kudos | 2% | 18% | 22 | accepted challenger |
| recognition-and-rewards | Motivosity | 0% | 15% | 27 | accepted challenger |
| recruiting-crm-and-sourcing | Pin | 23% | 4% | 25 | accepted challenger |
| recruiting-crm-and-sourcing | Manatal | 21% | 0% | 35 | accepted challenger |
| recruiting-crm-and-sourcing | Zoho Recruit | 11% | 0% | 16 | accepted challenger |
| recruiting-crm-and-sourcing | Fetcher | 4% | 0% | 12 | accepted challenger |
| recruiting-crm-and-sourcing | Juicebox | 4% | 4% | 23 | accepted challenger |
| recruiting-crm-and-sourcing | LinkedIn Recruiter | 4% | 58% | 31 | criticized challenger |
| recruiting-crm-and-sourcing | Gem | 2% | 5% | 20 | accepted challenger |
| recruiting-crm-and-sourcing | Workable | 2% | 8% | 13 | accepted challenger |
| recruiting-crm-and-sourcing | Breezy HR | 0% | 0% | 10 | accepted challenger |
| recruiting-crm-and-sourcing | Loxo | 0% | 0% | 18 | accepted challenger |
| recruiting-crm-and-sourcing | ContactOut | 0% | 9% | 11 | accepted challenger |
| recruiting-crm-and-sourcing | SeekOut | 0% | 38% | 13 | criticized challenger |
| recruiting-crm-and-sourcing | hireEZ | 0% | 50% | 14 | criticized challenger |
| recruitment-marketing-and-career-sites | 100Hires | 20% | 0% | 24 | accepted challenger |
| recruitment-marketing-and-career-sites | Manatal | 14% | 8% | 26 | accepted challenger |
| recruitment-marketing-and-career-sites | Teamtailor | 11% | 0% | 24 | accepted challenger |
| recruitment-marketing-and-career-sites | Breezy HR | 11% | 0% | 19 | accepted challenger |
| recruitment-marketing-and-career-sites | Zoho Recruit | 7% | 0% | 14 | accepted challenger |
| recruitment-marketing-and-career-sites | JazzHR | 7% | 6% | 31 | accepted challenger |
| recruitment-marketing-and-career-sites | Wizehire | 5% | 0% | 10 | accepted challenger |
| recruitment-marketing-and-career-sites | TalentLyft | 5% | 6% | 18 | accepted challenger |
| recruitment-marketing-and-career-sites | Workable | 0% | 13% | 31 | accepted challenger |
| recruitment-marketing-and-career-sites | LinkedIn Talent Solutions | 0% | 19% | 16 | accepted challenger |
| recruitment-marketing-and-career-sites | Lever | 0% | 23% | 13 | accepted challenger |
| recruitment-marketing-and-career-sites | Greenhouse | 0% | 27% | 15 | criticized challenger |
| recruitment-marketing-and-career-sites | Joveo | 0% | 73% | 11 | criticized challenger |
| recruitment-marketing-and-career-sites | Symphony Talent | 0% | 82% | 11 | criticized challenger |
| recruitment-marketing-and-career-sites | Beamery | 0% | 86% | 14 | criticized challenger |
| recruitment-marketing-and-career-sites | Phenom | 0% | 95% | 21 | criticized challenger |
| skills-intelligence | Skills Base | 35% | 4% | 28 | endorsed leader |
| skills-intelligence | MuchSkills | 7% | 7% | 14 | accepted challenger |
| skills-intelligence | SkillPanel | 5% | 0% | 12 | accepted challenger |
| skills-intelligence | agyleOS | 2% | 0% | 18 | accepted challenger |
| skills-intelligence | AG5 | 2% | 8% | 12 | accepted challenger |
| skills-intelligence | SkillsDB | 0% | 8% | 12 | accepted challenger |
| skills-intelligence | iMocha | 0% | 17% | 12 | accepted challenger |
| skills-intelligence | Pluralsight Skills | 0% | 20% | 10 | accepted challenger |
| skills-intelligence | Gloat | 0% | 69% | 13 | criticized challenger |
| skills-intelligence | Eightfold AI | 0% | 77% | 22 | criticized challenger |
| succession-planning | Paycor | 27% | 0% | 35 | accepted challenger |
| succession-planning | BambooHR | 25% | 0% | 31 | accepted challenger |
| succession-planning | Lattice | 10% | 27% | 37 | criticized challenger |
| succession-planning | PerformYard | 6% | 0% | 24 | accepted challenger |
| succession-planning | SuccessionNow | 6% | 13% | 30 | accepted challenger |
| succession-planning | Teamflect | 4% | 0% | 20 | accepted challenger |
| succession-planning | Leapsome | 0% | 55% | 11 | criticized challenger |
| succession-planning | Workday Succession Planning | 0% | 92% | 12 | criticized challenger |
| succession-planning | SAP SuccessFactors Succession & Development | 0% | 92% | 13 | criticized challenger |
| talent-intelligence | Pin | 18% | 3% | 33 | accepted challenger |
| talent-intelligence | Gem | 14% | 0% | 32 | accepted challenger |
| talent-intelligence | Lessie AI | 14% | 0% | 19 | accepted challenger |
| talent-intelligence | Loxo | 10% | 0% | 24 | accepted challenger |
| talent-intelligence | Manatal | 6% | 0% | 13 | accepted challenger |
| talent-intelligence | Metaview | 4% | 0% | 25 | accepted challenger |
| talent-intelligence | Wrangle | 4% | 0% | 11 | accepted challenger |
| talent-intelligence | hireEZ | 4% | 15% | 26 | accepted challenger |
| talent-intelligence | Eightfold AI | 4% | 84% | 45 | criticized challenger |
| talent-intelligence | Ashby | 2% | 0% | 13 | accepted challenger |
| talent-intelligence | SeekOut | 0% | 61% | 18 | criticized challenger |
| talent-intelligence | Gloat | 0% | 77% | 22 | criticized challenger |
| talent-intelligence | Phenom | 0% | 91% | 22 | criticized challenger |
| talent-intelligence | Workday Skills Cloud | 0% | 91% | 11 | criticized challenger |
| talent-intelligence | Beamery | 0% | 93% | 29 | criticized challenger |
| talent-intelligence | iCIMS Talent Cloud | 0% | 100% | 11 | criticized challenger |
| technical-hiring-assessments | CoderPad | 26% | 5% | 38 | accepted challenger |
| technical-hiring-assessments | TestGorilla | 21% | 16% | 38 | accepted challenger |
| technical-hiring-assessments | TestDome | 9% | 0% | 15 | accepted challenger |
| technical-hiring-assessments | Coderbyte | 9% | 15% | 27 | accepted challenger |
| technical-hiring-assessments | HackerRank | 9% | 45% | 47 | criticized challenger |
| technical-hiring-assessments | CodeSignal | 7% | 28% | 32 | criticized challenger |
| technical-hiring-assessments | Codility | 0% | 52% | 33 | criticized challenger |
| time-and-attendance | Homebase | 21% | 3% | 36 | accepted challenger |
| time-and-attendance | Harvest | 14% | 8% | 12 | accepted challenger |
| time-and-attendance | Jibble | 12% | 0% | 16 | accepted challenger |
| time-and-attendance | Toggl Track | 9% | 0% | 17 | accepted challenger |
| time-and-attendance | Connecteam | 9% | 3% | 30 | accepted challenger |
| time-and-attendance | Clockify | 9% | 5% | 39 | accepted challenger |
| time-and-attendance | TimeCamp | 5% | 0% | 11 | accepted challenger |
| time-and-attendance | QuickBooks Time | 5% | 16% | 32 | accepted challenger |
| time-and-attendance | Deputy | 2% | 5% | 20 | accepted challenger |
| time-and-attendance | Buddy Punch | 0% | 0% | 11 | accepted challenger |
| time-and-attendance | OnTheClock | 0% | 0% | 11 | accepted challenger |
| time-and-attendance | When I Work | 0% | 8% | 13 | accepted challenger |
| video-interviewing | Hireflix | 38% | 2% | 53 | endorsed leader |
| video-interviewing | Hirevire | 17% | 0% | 29 | accepted challenger |
| video-interviewing | EasyHire.me | 10% | 0% | 28 | accepted challenger |
| video-interviewing | Willo | 10% | 8% | 37 | accepted challenger |
| video-interviewing | 1Way Interview | 6% | 0% | 14 | accepted challenger |
| video-interviewing | Spark Hire | 6% | 31% | 49 | criticized challenger |
| video-interviewing | myInterview | 4% | 12% | 24 | accepted challenger |
| video-interviewing | VidCruiter | 0% | 58% | 24 | criticized challenger |
| video-interviewing | HireVue | 0% | 88% | 32 | criticized challenger |
| workforce-management-suites | When I Work | 18% | 2% | 45 | accepted challenger |
| workforce-management-suites | Homebase | 16% | 2% | 45 | accepted challenger |
| workforce-management-suites | Connecteam | 14% | 0% | 37 | accepted challenger |
| workforce-management-suites | Gusto | 12% | 11% | 18 | accepted challenger |
| workforce-management-suites | Zoho People | 10% | 6% | 18 | accepted challenger |
| workforce-management-suites | Deputy | 8% | 7% | 43 | accepted challenger |
| workforce-management-suites | BambooHR | 6% | 13% | 15 | accepted challenger |
| workforce-management-suites | Rippling | 6% | 14% | 21 | accepted challenger |
| workforce-management-suites | UKG Pro | 0% | 100% | 12 | criticized challenger |
| workforce-management-suites | Workday Workforce Management | 0% | 100% | 11 | criticized challenger |
| workforce-management-suites | SAP SuccessFactors | 0% | 100% | 11 | criticized challenger |
| workforce-planning | Homebase | 22% | 3% | 34 | accepted challenger |
| workforce-planning | Rippling | 18% | 4% | 26 | accepted challenger |
| workforce-planning | ChartHop | 13% | 4% | 25 | accepted challenger |
| workforce-planning | Connecteam | 4% | 0% | 11 | accepted challenger |
| workforce-planning | Gusto | 4% | 0% | 12 | accepted challenger |
| workforce-planning | BambooHR | 4% | 11% | 28 | accepted challenger |
| workforce-planning | Runn | 2% | 0% | 11 | accepted challenger |
| workforce-planning | When I Work | 0% | 0% | 10 | accepted challenger |
| workforce-planning | Zoho People | 0% | 0% | 12 | accepted challenger |
| workforce-planning | Cube | 0% | 10% | 10 | accepted challenger |
| workforce-planning | Workday Adaptive Planning | 0% | 85% | 13 | criticized challenger |
| workforce-planning | Anaplan | 0% | 94% | 17 | criticized challenger |
| workforce-scheduling | Homebase | 43% | 2% | 51 | endorsed leader |
| workforce-scheduling | Connecteam | 38% | 2% | 42 | endorsed leader |
| workforce-scheduling | Sling | 12% | 0% | 31 | accepted challenger |
| workforce-scheduling | When I Work | 7% | 9% | 46 | accepted challenger |
| workforce-scheduling | Deputy | 0% | 6% | 36 | accepted challenger |
| workforce-scheduling | Calendly | 0% | 11% | 18 | accepted challenger |
| workforce-scheduling | 7shifts | 0% | 19% | 21 | accepted challenger |

## Treatment of lab-affiliated products by model

Self-preference is only measurable with a control group: how the lab's own model treats its products compared with how every other model treats the same products.  have no products in the covered categories with enough labels to measure, so nothing is claimed about them.

**Anthropic products** (1 products, 11 labels). Cells are positive/negative/all labels.

| Product | Claude Haiku 4.5 | GPT-5.4 mini | Gemini 3.5 Flash | Perplexity Sonar | Grok 4.1 Fast | Mistral Small | DeepSeek V4 Flash | Llama 4 Maverick | Qwen 3.7 Flash | Kimi K2 | GLM 4.7 FlashX | MiniMax M2.5 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Claude |  |  | 3/1/4 | 1/0/1 | 0/1/1 | 1/0/1 | 1/0/1 |  | 2/0/2 | 1/0/1 |  |  |

Mean label weight on Anthropic products: Claude Haiku 4.5 +0.00 over 0 labels; the other 11 models +1.00 over 11 labels. Weights run from +3 (first choice) to -3 (hard negative). A gap under about half a point on this few labels is not a finding.

**OpenAI products** (1 products, 20 labels). Cells are positive/negative/all labels.

| Product | Claude Haiku 4.5 | GPT-5.4 mini | Gemini 3.5 Flash | Perplexity Sonar | Grok 4.1 Fast | Mistral Small | DeepSeek V4 Flash | Llama 4 Maverick | Qwen 3.7 Flash | Kimi K2 | GLM 4.7 FlashX | MiniMax M2.5 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ChatGPT | 1/0/1 | 1/0/1 | 3/1/4 | 1/0/1 | 3/1/4 | 1/0/1 | 3/0/3 |  | 3/0/3 | 1/1/2 |  |  |

Mean label weight on OpenAI products: GPT-5.4 mini +3.00 over 1 labels; the other 11 models +0.95 over 19 labels. Weights run from +3 (first choice) to -3 (hard negative). A gap under about half a point on this few labels is not a finding.

**Google products** (22 products, 169 labels). Cells are positive/negative/all labels.

| Product | Claude Haiku 4.5 | GPT-5.4 mini | Gemini 3.5 Flash | Perplexity Sonar | Grok 4.1 Fast | Mistral Small | DeepSeek V4 Flash | Llama 4 Maverick | Qwen 3.7 Flash | Kimi K2 | GLM 4.7 FlashX | MiniMax M2.5 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Google Forms | 1/0/1 |  | 2/1/3 | 0/2/2 | 1/3/4 | 3/1/4 | 5/0/5 | 1/0/1 | 2/0/2 | 1/0/1 | 1/2/3 | 1/2/3 |
| Google Sheets | 1/0/1 | 1/0/1 | 3/2/5 | 0/1/1 | 6/1/7 | 2/0/2 |  |  | 5/1/6 | 1/0/1 | 1/0/1 | 3/1/4 |
| Google Calendar | 0/1/1 | 1/0/1 |  | 0/2/2 | 1/0/1 | 0/1/1 | 0/1/1 | 1/1/2 | 1/1/2 | 0/1/1 | 0/1/1 | 2/2/4 |
| Google Sites |  | 1/0/1 | 2/0/2 | 1/0/1 | 4/0/4 | 1/0/1 | 2/0/2 |  | 1/0/1 | 3/0/3 | 1/0/1 |  |
| Google for Jobs |  | 1/0/1 | 2/0/2 | 1/0/1 | 2/0/2 |  | 2/0/2 | 1/0/1 |  | 2/0/2 | 1/0/1 | 2/0/2 |
| Google Workspace |  | 1/0/1 | 1/0/1 |  | 1/0/1 | 2/0/2 | 2/0/2 |  |  | 1/0/1 | 0/1/1 | 1/0/1 |
| Google Classroom | 2/0/2 | 0/1/1 |  |  | 2/1/3 |  | 1/0/1 | 1/0/1 | 0/1/1 |  |  |  |
| Google Chat | 1/0/1 | 1/0/1 | 1/0/1 |  | 1/0/1 |  | 2/0/2 |  |  | 2/0/2 |  |  |
| Google Slides | 1/0/1 |  |  | 0/1/1 |  |  | 1/1/2 |  | 2/0/2 |  |  |  |
| Looker | 0/1/1 |  | 0/1/1 |  |  |  | 2/0/2 |  |  |  | 0/1/1 |  |
| Looker Studio |  |  | 1/0/1 | 1/0/1 | 0/1/1 |  |  |  | 1/0/1 |  | 1/0/1 |  |
| Google Meet |  |  | 1/0/1 |  |  |  |  | 1/0/1 |  |  |  | 1/0/1 |
| Gemini | 1/0/1 |  | 0/1/1 |  | 0/1/1 |  |  |  |  |  |  |  |
| Google Drawings |  |  |  |  | 2/0/2 |  |  |  |  | 1/0/1 |  |  |
| Google Business Profile |  |  | 1/0/1 |  |  |  |  |  |  | 1/0/1 |  |  |
| Google |  |  |  |  | 1/0/1 |  | 1/0/1 |  |  |  |  |  |
| Google Digital Garage |  |  |  | 1/0/1 |  |  |  |  | 1/0/1 |  |  |  |
| Google Docs |  |  |  | 1/0/1 |  | 1/0/1 |  |  |  |  |  |  |
| Google Jobs |  |  |  |  |  |  |  |  |  |  |  | 1/0/1 |
| Google NotebookLM |  |  | 1/0/1 |  |  |  |  |  |  |  |  |  |
| Google Sheet |  |  | 1/0/1 |  |  |  |  |  |  |  |  |  |
| Google Data Studio |  |  |  |  |  |  |  |  |  |  |  | 1/0/1 |

Mean label weight on Google products: Gemini 3.5 Flash +0.95 over 21 labels; the other 11 models +0.71 over 148 labels. Weights run from +3 (first choice) to -3 (hard negative). A gap under about half a point on this few labels is not a finding.

## Discontinued products recommended

None in this run.

## Normalization

Unresolved, 609 labels counted under the raw name, for human review:

"Buy Follower" Services (Instagram, TikTok, etc.) in employee-engagement-surveys (1), 1-800Accountant in global-payroll-and-employer-of-record (1), 1688 in recruiting-crm-and-sourcing (1), 360 Review in internal-talent-marketplace (1), 365Voice in frontline-employee-apps (1), 9-Box Grid Template in Excel or Google Sheets in succession-planning (1), ACI Learning in course-authoring-tools (1), ADP（尤其是 ADP RUN） in compensation-management (1), ALT-Talent in talent-intelligence (1), ATO small-business benchmarks in compensation-benchmarking-data (1), AWS in skills-intelligence (1), ActiveCampaign in employee-engagement-surveys (1), AdSpy in recruiting-crm-and-sourcing (1), Adobe Creative Cloud (e.g., Captivate for eLearning authoring) in course-authoring-tools (1), Adobe Experience Cloud in employee-engagement-surveys (1), Adobe Illustrator in org-charts-and-org-design (1), Adstra.ai in job-advertising-and-distribution (1), Advanced Time and Attendance (by ADP or other providers) in time-and-attendance (1), Affordable Educators in compliance-training (1), Aimploy Recruit in talent-intelligence (1), Alcorn McCulloch in compensation-management (1), Alfresco in internal-communications-and-intranet (1), Alfy (by BuddiesHR) in mentoring-software (1), Alibaba-style platforms in recruiting-crm-and-sourcing (1), Allstacks in compensation-benchmarking-data (1), AllyO in succession-planning (1), Alteryx in people-analytics (1), Altura Consulting Group in compensation-benchmarking-data (1), Alva Labs in candidate-assessment (1), Amazon's "Men-Only" Hiring Model in hr-ai-assistants (1), Anchored in pay-equity (1), Angi in skills-intelligence (1), Angi (formerly Angie's List) / HomeAdvisor in employee-engagement-surveys (1), Animaker in course-authoring-tools (1), Anutio in talent-intelligence (1), Aon Affinity in flexible-benefits-and-lifestyle-spending-accounts (1), Aon SkillsGraph in skills-intelligence (1), AsciiDoc + adoc Studio in course-authoring-tools (1), AskHR in hr-ai-assistants (1), Assessly in skills-intelligence (1), Asurint Small Business in background-screening (1), Async Interview in video-interviewing (1), AsyncInterview in video-interviewing (1), Australian Bureau of Statistics in compensation-benchmarking-data (1), Avantus in flexible-benefits-and-lifestyle-spending-accounts (1), Avetta in compliance-training (1), BIGContacts in workforce-scheduling (1), BLS wage data in compensation-benchmarking-data (1), BLS.gov in compensation-management (1), Badger Maps in frontline-employee-apps (1), Basedash in people-analytics (1), Baserow in internal-talent-marketplace (1), Belbin in candidate-assessment (1), Bench Accounting (bench.co) in compensation-benchmarking-data (1), Benchmark My Plan LLC in compensation-benchmarking-data (1), Benepik in recognition-and-rewards (1), BeniPlus in flexible-benefits-and-lifestyle-spending-accounts (1), BestMark in compensation-benchmarking-data (1), Betterleap in ai-recruiting-assistants (1), BlackCareers.org in job-advertising-and-distribution (1), Blackbaud Learning Management System in learning-management-systems (1), BlinkExam in candidate-assessment (1), Bluecrew in contingent-workforce-management (1), Bluesky in employee-engagement-surveys (1), Boardon in employee-onboarding (1), Boolean Builder in recruiting-crm-and-sourcing (1), Bravera / Visier in contingent-workforce-management (1), Breakroom App in frontline-employee-apps (1), Breathe in flexible-benefits-and-lifestyle-spending-accounts (1), Breeze Wellbeing in employee-wellbeing-and-mental-health (1), BreezeLeave in leave-and-absence-management (1), Brilliant Assessments in performance-management (1), Byju's in learning-experience-platforms (1), CCAT in candidate-assessment (1), CE VMS in contingent-workforce-management (1), CFIB-FCEI in compliance-training (1), CJ Dropshipping in recruiting-crm-and-sourcing (1), CX Everywhere in benefits-administration (1), Cake Equity in compensation-management (1), CalendarHero in workforce-scheduling (1), Cambridge Small Business Succession Toolkit in succession-planning (1), Canadian CHRC Pay Equity Plan Toolkit in pay-equity (1), Capshield in compensation-management (1), Cegid in flexible-benefits-and-lifestyle-spending-accounts (1), Centrical in global-payroll-and-employer-of-record (1), Certified First / Verified First in background-screening (1), Cflow in hr-help-desk-and-case-management (1), Chamber of Commerce in recognition-and-rewards (1), Changers CO2 Fit in employee-wellbeing-and-mental-health (1), Charlie in people-analytics (1), Chartable.io in people-analytics (1), Chatbase in hr-ai-assistants (1), CheckSalary.us in compensation-benchmarking-data (1), Checked.com in background-screening (1), Checkwriters in benefits-administration (1), Chorus in people-analytics (1), Cin7 Core in recruiting-crm-and-sourcing (1), Clarivex in skills-intelligence (1), Clear Company in interview-scheduling (1), ClearFeed in hr-help-desk-and-case-management (1), ClearMatch in ai-recruiting-assistants (1), ClearMatch ATS in ai-recruiting-assistants (1), CleverMemo in mentoring-software (1), ClickUp Docs in internal-communications-and-intranet (1), ClientCues in compensation-benchmarking-data (1), CliftonStrengths (StrengthsFinder) in candidate-assessment (1), Cloud Academy in skills-intelligence (1), CloudPeeps in internal-talent-marketplace (1), Clover/Fiserv in frontline-employee-apps (1), Clutch in compensation-benchmarking-data (1), CoachMarket in coaching-platforms (1), Coachilly in coaching-platforms (1), Cobrainer in skills-intelligence (1), CoderByte Live in technical-hiring-assessments (1), Codeshare in technical-hiring-assessments (1), Codewars in technical-hiring-assessments (1), CompBenchmark in compensation-benchmarking-data (1), CompTIA in skills-intelligence (1), CompTool Salary Survey Marketplace in compensation-benchmarking-data (1), CompTrak in compensation-management (1), ComplyJet in hr-compliance-and-policy-management (1), Compono in compliance-training (1), Composer in pay-equity (1), Comprehensive.ai (Comprehensive) in compensation-management (1), Connecting Odds in recruiting-crm-and-sourcing (1), Constant Contact in employee-engagement-surveys (1), Contingent Workforce Staffing LLC in contingent-workforce-management (1), Cord in skills-intelligence (1), CoreLogic in background-screening (1), Cornerstone-related options in internal-talent-marketplace (1), Craft.io in goals-and-okrs (1), Creditsafe in background-screening (1), Crowdstaffing in contingent-workforce-management (1), Culpepper’s Sales Compensation Survey in compensation-benchmarking-data (1), CultureBot (AI Employee Assistant) in hr-ai-assistants (1), CustomerGauge in 360-feedback (1), Cyara in skills-intelligence (1), Cyfe in compensation-benchmarking-data (1), DIY (Google Forms + Sheets, Airtable, Slack, Trello/Asana) in internal-talent-marketplace (1), DaVinci Resolve in course-authoring-tools (1), Daily.dev Recruiter / CodeSubmit in technical-hiring-assessments (1), DailyHive in frontline-employee-apps (1), Data Miner in recruiting-crm-and-sourcing (1), DealStats in compensation-benchmarking-data (1), Debra Levine Group in compliance-training (1), Decisely in flexible-benefits-and-lifestyle-spending-accounts (1), Deelo AI Assistant in hr-ai-assistants (1), Deltek in interview-scheduling (1), DevSkiller TalentBoost in skills-intelligence (1), Develop Digitally in succession-planning (1), Devitools in technical-hiring-assessments (1), Digital Boost in mentoring-software (1), DirectlyApply in job-advertising-and-distribution (1), DiversityWorking.com in job-advertising-and-distribution (1), Doba in recruiting-crm-and-sourcing (1), Docsio in course-authoring-tools (1), Domo (formerly DomoLearn) in course-authoring-tools (1), EDGE Certified Foundation in pay-equity (1), EEOC in compliance-training (1), EEOC Training Institute in compliance-training (1), ELLO Software in succession-planning (1), ESCO Skill Extractor in skills-intelligence (1), EU Pay Transparency Obligations Checker in pay-equity (1), EasyJobs (formerly HireAbility) in job-advertising-and-distribution (1), Echo in employee-wellbeing-and-mental-health (1), Edison Awards in recognition-and-rewards (1), Edutainment Planet in compliance-training (1), EffortlessHR in hr-help-desk-and-case-management (1), EmpMonitor Team Assessment Tools Comparison in candidate-assessment (1), Enable Leaders in coaching-platforms (1), Eval-X in technical-hiring-assessments (1), Everfit in coaching-platforms (1), Evolia in leave-and-absence-management (1), Exari in benefits-administration (1), Excel with Templates in people-analytics (1), ExcelGuru in workforce-planning (1), Expensify in flexible-benefits-and-lifestyle-spending-accounts (1), FBA Mentor Programs (e.g., fbamentor.co.uk) in mentoring-software (1), Falen in goals-and-okrs (1), Fingerprint for Success (F4S) in coaching-platforms (1), Fiverr Workspace in contingent-workforce-management (1), Flair HR in hr-help-desk-and-case-management (1), FlexTal in internal-talent-marketplace (1), Flowlu in contingent-workforce-management (1), Fortunebusinessinsights.com in compensation-benchmarking-data (1), Free Claude in hr-ai-assistants (1), Frontline ONE (frontline.io) in frontline-employee-apps (1), Gaia in job-advertising-and-distribution (1), Gainful / Rain Technologies in earned-wage-access (1), Gale Courses in online-course-libraries (1), Geektastic in technical-hiring-assessments (1), GetProspect in recruiting-crm-and-sourcing (1), Ghost in course-authoring-tools (1), Giftbit in recognition-and-rewards (1), GigX in internal-talent-marketplace (1), Gilt Edge (Talent Inc.) in skills-intelligence (1), GitHub Wiki in internal-communications-and-intranet (1), GitHub-based assignments in technical-hiring-assessments (1), Glassdoor for Employers in compensation-benchmarking-data (1), Global Business Awards in recognition-and-rewards (1), Globee Awards in recognition-and-rewards (1), Go Fractional in internal-talent-marketplace (1), GoAnywhere in internal-communications-and-intranet (1), GoDo in earned-wage-access (1), Google Applied Digital Skills in online-course-libraries (1), Google Appointment Slots in interview-scheduling (1), Google Form in applicant-tracking-systems (1), Google Workspace AI in hr-ai-assistants (1), Google Workspace add-ons in internal-talent-marketplace (1), Google Workspace checklists in employee-onboarding (1), Google X-Ray in recruiting-crm-and-sourcing (1), Government Tools (ATO, BDC, SizeUp) in compensation-benchmarking-data (1), Government-provided DIY toolkits (like Ontario's) in pay-equity (1), Grade.us in employee-engagement-surveys (1), Grapevine Evaluations in 360-feedback (1), Green Mountain / Vermont Women's Fund Toolkit in pay-equity (1), Gretel in hr-ai-assistants (1), Groundwork1 in learning-management-systems (1), Group in learning-management-systems (1), Groupon / LivingSocial in employee-engagement-surveys (1), Grow in coaching-platforms (1), Grow With Google in online-course-libraries (1), HIGH5 Personality Test in candidate-assessment (1), HR Hero in hr-compliance-and-policy-management (1), HabiLife in employee-wellbeing-and-mental-health (1), HackerRank CodePair in technical-hiring-assessments (1), Harbor Compliance in compliance-training (1), Heartland Payroll in compensation-management (1), Hey Sid in job-advertising-and-distribution (1), HirePython in skills-intelligence (1), HireScore in talent-intelligence (1), HireSweet in internal-talent-marketplace (1), HiredScores in video-interviewing (1), HiringBox in applicant-tracking-systems (1), HiringFluency in candidate-assessment (1), HiveMind in ai-recruiting-assistants (1), HubSpot Goals in goals-and-okrs (1), Humantelligence in people-analytics (1), IBM Watson Talent in hr-help-desk-and-case-management (1), IBM Workday in workforce-planning (1), IMDiversity.com in job-advertising-and-distribution (1), IRS Statistics of Income in compensation-benchmarking-data (1), InCheck in background-screening (1), Indeed Salary Search in compensation-benchmarking-data (1), Indeed's Hiring Insights in compensation-benchmarking-data (1), Indie Courses in online-course-libraries (1), Infomart in background-screening (1), Injixo in workforce-management-suites (1), Innovative Mentoring in mentoring-software (1), Interview Mocha in interview-scheduling (1), Interviews.com in video-interviewing (1), Intuit QuickBooks in global-payroll-and-employer-of-record (1), JB Sales in online-course-libraries (1), JOP (Joy of Performing) in performance-management (1), JSearch in job-advertising-and-distribution (1), Jira's small team plan in hr-help-desk-and-case-management (1), JivoChat in frontline-employee-apps (1), JobBoardWP in recruitment-marketing-and-career-sites (1), Jobisland in job-advertising-and-distribution (1), JobsPage in recruitment-marketing-and-career-sites (1), JobsPipe in job-advertising-and-distribution (1), JoinOurTeam in recruitment-marketing-and-career-sites (1), Jopster in recruitment-marketing-and-career-sites (1), Jora in job-advertising-and-distribution (1), Justly in compensation-management (1), KPMG's Pay Transparency Tool in pay-equity (1), Karma in recognition-and-rewards (1), Keela in hris-and-hcm-platforms (1), Knit People in global-payroll-and-employer-of-record (1), Knowbly in course-authoring-tools (1), Knowledge Anywhere in learning-management-systems (1), Knowledge Ocean in online-course-libraries (1), Knowledgelib in compensation-benchmarking-data (1), Koru-style measures in candidate-assessment (1), LaborIQ in compensation-benchmarking-data (1), LeaveWise in leave-and-absence-management (1), LegalZoom in succession-planning (1), Less Annoying CRM in employee-engagement-surveys (1), LifeCoachHub in coaching-platforms (1), Lightcast's Skills Taxonomy + Classification API in skills-intelligence (1), LinkedIn Audio Calls in coaching-platforms (1), LinkedIn Free Resources in recruitment-marketing-and-career-sites (1), LinkedIn Internal Skills & Opportunities in internal-talent-marketplace (1), LinkedIn Skill Assessments in candidate-assessment (1), LinkedIn's internal groups in internal-talent-marketplace (1), Lodea in workforce-planning (1), Lovo in applicant-tracking-systems (1), Lumen in flexible-benefits-and-lifestyle-spending-accounts (1), Lunchbox in workforce-scheduling (1), MEDDIC Academy in online-course-libraries (1), Make in internal-talent-marketplace (1), Mantle in skills-intelligence (1), MantraCare in employee-wellbeing-and-mental-health (1), Markdown + Git in course-authoring-tools (1), Marketo in employee-engagement-surveys (1), Mastodon in employee-engagement-surveys (1), Maxwell in flexible-benefits-and-lifestyle-spending-accounts (1), Mechanical Job in job-advertising-and-distribution (1), Medoo in mentoring-software (1), MeetFox in workforce-scheduling (1), Memtime in time-and-attendance (1), Mental Health First Aid in employee-wellbeing-and-mental-health (1), Mercer Belong in compensation-management (1), Mercer Salary Surveys (imercer.com) in compensation-benchmarking-data (1), Mercer"s MarketPricer in compensation-benchmarking-data (1), Mercer's Remuneration Survey for SMEs in compensation-benchmarking-data (1), Metaview scheduling in interview-scheduling (1), Metricool in workforce-scheduling (1), Microsoft Power Automate in hr-help-desk-and-case-management (1), Microsoft Viva Jobs / Yammer in internal-talent-marketplace (1), MindBridge in employee-wellbeing-and-mental-health (1), Minnesota Multiphasic Personality Inventory (MMPI) in candidate-assessment (1), Mint for Business in employee-wellbeing-and-mental-health (1), Mintlify in course-authoring-tools (1), MinuteDock in time-and-attendance (1), Modern EWA in earned-wage-access (1), Modernize Hiring in ai-recruiting-assistants (1), Monday.com Agents in talent-intelligence (1), Monday.com Sales CRM in recruiting-crm-and-sourcing (1), Moneysoft PM100 in payroll-software (1), Moodle-based tools in learning-experience-platforms (1), MyCulture.ai in candidate-assessment (1), MyOutDesk in skills-intelligence (1), MyWellbeing in employee-wellbeing-and-mental-health (1), Mypal in frontline-employee-apps (1), Mypointers in frontline-employee-apps (1), NAS in recruitment-marketing-and-career-sites (1), NFIB (National Federation of Independent Business) Survey in compensation-benchmarking-data (1), NPE, LLC in coaching-platforms (1), Naaloo in people-analytics (1), National Background Data in background-screening (1), New Skills Academy in skills-intelligence (1), NextinHR in workforce-planning (1), Niche Academy in online-course-libraries (1), Niche job boards in job-advertising-and-distribution (1), NocoDB in internal-talent-marketplace (1), Nolo in succession-planning (1), Northpass in learning-management-systems (1), NotSalmon’s in learning-experience-platforms (1), Nuclino in internal-communications-and-intranet (1), ONet in compensation-benchmarking-data (1), OSHA.gov in compliance-training (1), Oberlo in recruiting-crm-and-sourcing (1), Octopus Intelligence Comparison in candidate-assessment (1), Oli (formerly Oliva) in employee-wellbeing-and-mental-health (1), OmniPoint in org-charts-and-org-design (1), OnPay Time Tracking in time-and-attendance (1), OpenAI GPT-3.5 in hr-ai-assistants (1), OpenCATS in applicant-tracking-systems (1), OpenCal in workforce-scheduling (1), OpenLearning in course-authoring-tools (1), OpenSkills AI in online-course-libraries (1), OptionImpact / Vantage Point in pay-equity (1), Oracle HCM modules in compensation-management (1), OutSolve in pay-equity (1), Ovatio in employee-engagement-surveys (1), PEX in flexible-benefits-and-lifestyle-spending-accounts (1), PSI Online in candidate-assessment (1), Pacer for Teams in employee-wellbeing-and-mental-health (1), PamGro in global-payroll-and-employer-of-record (1), Pangram Labs in candidate-assessment (1), Papershift in leave-and-absence-management (1), Paraform in ai-recruiting-assistants (1), Pastebin / GitHub Gists + Email in technical-hiring-assessments (1), Path Social in employee-engagement-surveys (1), Pavilion's GTM Compensation Benchmarks (Annual Report) in compensation-benchmarking-data (1), Payscale free tools in compensation-benchmarking-data (1), Pazcare in recruitment-marketing-and-career-sites (1), Pearl Meyer Compensation Surveys in compensation-benchmarking-data (1), People HR in performance-management (1), PeopleGrove in mentoring-software (1), PeopleLooker in background-screening (1), PeopleStack Hub in benefits-administration (1), PiPiAds in recruiting-crm-and-sourcing (1), Plannable in workforce-planning (1), Planner in hr-help-desk-and-case-management (1), Plannr in leave-and-absence-management (1), Playing in compensation-benchmarking-data (1), Playroll Salary Benchmarking Calculator in compensation-management (1), Playroll Salary Benchmarking Tool in compensation-benchmarking-data (1), Playroll's Free Salary Benchmarking Tool in compensation-benchmarking-data (1), Plintio in hris-and-hcm-platforms (1), Plixi in employee-engagement-surveys (1), Pluralsight Skills Assessment in candidate-assessment (1), Poached in job-advertising-and-distribution (1), Podium in employee-engagement-surveys (1), PolicyMed in hr-compliance-and-policy-management (1), Poster Guard (by HRdirect) in hr-compliance-and-policy-management (1), Postings.com in job-advertising-and-distribution (1), Powtoon in course-authoring-tools (1), Pramp in technical-hiring-assessments (1), Prepzo in applicant-tracking-systems (1), Prerequisites in candidate-assessment (1), PrimePay in global-payroll-and-employer-of-record (1), Private Gmail / Outlook personal accounts in frontline-employee-apps (1), Private Label Mastery in coaching-platforms (1), ProductMentor in mentoring-software (1), ProfitCents / Fathom in compensation-benchmarking-data (1), Publer in workforce-scheduling (1), Published in skills-intelligence (1), PulseBoard in employee-wellbeing-and-mental-health (1), Qandle in recruitment-marketing-and-career-sites (1), Qodo in technical-hiring-assessments (1), QuizUp in candidate-assessment (1), Quota Queue in compensation-management (1), RCReports in compensation-benchmarking-data (1), RMA (Risk Management Association) in compensation-benchmarking-data (1), RMA (Risk Management Association) Annual Statement Studies in compensation-benchmarking-data (1), RMA's Annual Statement Studies in compensation-benchmarking-data (1), RandomCoffee in mentoring-software (1), RankedVendors in compensation-benchmarking-data (1), Ravio’s Buyer’s Guide in compensation-benchmarking-data (1), RealPage in background-screening (1), Recognition Platform in recognition-and-rewards (1), Recruit\u2019em in recruiting-crm-and-sourcing (1), Recruiterbox in applicant-tracking-systems (1), ReferenceUSA in compensation-benchmarking-data (1), Reflekt in coaching-platforms (1), RemoteOK in job-advertising-and-distribution (1), Repsly in frontline-employee-apps (1), Resellrate / Yotipo in recognition-and-rewards (1), RevEng Consulting in pay-equity (1), Revelation in recruitment-marketing-and-career-sites (1), ReviewTrackers in employee-engagement-surveys (1), RotaCloud in time-and-attendance (1), Rybar in learning-experience-platforms (1), SAP S/4HANA in recruiting-crm-and-sourcing (1), SBA in mentoring-software (1), SBA Learning Platform in online-course-libraries (1), SBA Size Standards & Industry Data in compensation-benchmarking-data (1), SBA-affiliated mentoring/consulting in coaching-platforms (1), SCORE mentoring in compensation-benchmarking-data (1), SHRM Benchmark Job Report in compensation-benchmarking-data (1), SMM Panels (Social Media Marketing Panels) in employee-engagement-surveys (1), Sageworks (now part of Abrigo) in compensation-benchmarking-data (1), Salary Range Builder in pay-equity (1), Salary.com Free Tools in compensation-benchmarking-data (1), Salary.com Industry Compensation Data in compensation-benchmarking-data (1), Salary.com Wizard in compensation-benchmarking-data (1), Salary.com's Benchmark Pro in compensation-benchmarking-data (1), SaleHoo in recruiting-crm-and-sourcing (1), Sales Gravy in online-course-libraries (1), Sales Health Alliance in employee-wellbeing-and-mental-health (1), SalesDevJobs in job-advertising-and-distribution (1), Salesforce Compensation Cloud in compensation-management (1), Salesforce Skills Taxonomy in skills-intelligence (1), Savvy.com in compensation-management (1), Screened in ai-recruiting-assistants (1), Secure Screening Services in background-screening (1), Secureframe in hr-compliance-and-policy-management (1), Seek Capital in compensation-benchmarking-data (1), SentryLink in background-screening (1), Serena in recruitment-marketing-and-career-sites (1), ServiceAutopilot in contingent-workforce-management (1), ServiceM8 in workforce-scheduling (1), ServiceTrade in frontline-employee-apps (1), Shaker in candidate-assessment (1), Simple Leave (UK-focused) in leave-and-absence-management (1), SimpleKPI in compensation-benchmarking-data (1), SimpleLeave in leave-and-absence-management (1), SimplePerf in performance-management (1), SimplyGram in employee-engagement-surveys (1), SitePoint Premium in online-course-libraries (1), SixFifty's Pay Transparency Policy Builder in pay-equity (1), SkillGraph AI in skills-intelligence (1), Skills Extractor in skills-intelligence (1), Slab in internal-communications-and-intranet (1), Slack or MS Teams AI Integrations in hr-ai-assistants (1), Slido in hr-ai-assistants (1), Slite Agent in hr-ai-assistants (1), SmartyAds DSP in job-advertising-and-distribution (1), SnapEval in performance-management (1), SnapHRM in people-analytics (1), Snov.io in recruiting-crm-and-sourcing (1), SorsX in ai-recruiting-assistants (1), SourcrLab in recruiting-crm-and-sourcing (1), Spendwise in recruiting-crm-and-sourcing (1), Spoke in hr-help-desk-and-case-management (1), Spreadsheet + Slack/Teams Workflow in internal-talent-marketplace (1), Sprinto in compliance-training (1), StackSocial bundle libraries in online-course-libraries (1), StaffingNation in contingent-workforce-management (1), Staffology in payroll-software (1), Standard Zoom/Teams + Email in video-interviewing (1), Stayly and Stayly Academy in coaching-platforms (1), Stevie Awards in recognition-and-rewards (1), SubPage (Careers Module) in recruitment-marketing-and-career-sites (1), Succession Planner in succession-planning (1), SunFish HR in goals-and-okrs (1), SuperSaaS in workforce-scheduling (1), Superkandal in video-interviewing (1), Supervisor Compliance Training Department in compliance-training (1), SupportBee in hr-help-desk-and-case-management (1), SurePayroll（已被 Paychex 收购） in compensation-management (1), SurveyLegend in employee-engagement-surveys (1), Swarmia in compensation-benchmarking-data (1), SwipeClock in workforce-planning (1), SyncGTM in compensation-benchmarking-data (1), System.io in coaching-platforms (1), Taito.ai in 360-feedback (1), Talantrix in skills-intelligence (1), Talent Management Suite in succession-planning (1), Talent Successor in succession-planning (1), TalentUp in pay-equity (1), Talentel in talent-intelligence (1), Talentlyt in applicant-tracking-systems (1), Talentprise/Juicebox in talent-intelligence (1), Tangy in internal-communications-and-intranet (1), Tanova's open-source technical skills taxonomy in skills-intelligence (1), Tapsy in employee-engagement-surveys (1), Tars in hr-ai-assistants (1), TeamDynamics in candidate-assessment (1), TeamPal in recognition-and-rewards (1), Teamflow in org-charts-and-org-design (1), Teamwork.com in workforce-planning (1), TechSmith Snagit in course-authoring-tools (1), Temu in recruiting-crm-and-sourcing (1), TestnHire in candidate-assessment (1), Text Blaze in recruiting-crm-and-sourcing (1), Textio Loop in hr-ai-assistants (1), Thaya in flexible-benefits-and-lifestyle-spending-accounts (1), The American Business Awards in recognition-and-rewards (1), The Better Business Bureau (BBB) in compensation-benchmarking-data (1), The International Business Association (IBA) in recognition-and-rewards (1), The LEEP Toolkit in pay-equity (1), The Sales Mentor in mentoring-software (1), The VC Corner in workforce-planning (1), ThinkHR in benefits-administration (1), Threads in employee-engagement-surveys (1), Thrive EAP in employee-wellbeing-and-mental-health (1), Time etc. in skills-intelligence (1), TimeTrade in workforce-scheduling (1), TimeWorksPlus (WorkforceHub) in time-and-attendance (1), Timebook in leave-and-absence-management (1), Timeero in time-and-attendance (1), Toast Scheduling in workforce-scheduling (1), Tony Robbins/Results Coaching in coaching-platforms (1), Top 10 Reviews in recognition-and-rewards (1), Toronto Public Library's eLearning platform in online-course-libraries (1), TrackSmart Attendance in leave-and-absence-management (1), Trainery in coaching-platforms (1), Traitify by Crosschq in candidate-assessment (1), Transformify HR Suite in contingent-workforce-management (1), TriNet Perform in performance-management (1), Tribepad in recruitment-marketing-and-career-sites (1), Trigify in employee-engagement-surveys (1), Trombino in org-charts-and-org-design (1), Tugboat App in internal-communications-and-intranet (1), Twilio Frontline in frontline-employee-apps (1), Typo in compensation-benchmarking-data (1), Udex 360 Feedback in coaching-platforms (1), Updoot in org-charts-and-org-design (1), Uvik in internal-talent-marketplace (1), Vacancy (vacancy.io) in leave-and-absence-management (1), Venn Digital in recruitment-marketing-and-career-sites (1), Verity in contingent-workforce-management (1), Victor Antonio in online-course-libraries (1), VideoAsk by Typeform in video-interviewing (1), Vidyard in video-interviewing (1), Vistage in coaching-platforms (1), Visual Workforce in skills-intelligence (1), WCBRB (Worldwide Certified Business Review Board) in recognition-and-rewards (1), WP Job Manager in recruitment-marketing-and-career-sites (1), WTW (Willis Towers Watson) Salary Surveys in compensation-benchmarking-data (1), WTW salary surveys in compensation-benchmarking-data (1), Wellbeing+ (MoveSpring) in employee-wellbeing-and-mental-health (1), Wepow in video-interviewing (1), Whatagraph in compensation-benchmarking-data (1), Wild Noodle in candidate-assessment (1), Willis Towers Watson (WTW) Salary Surveys in compensation-benchmarking-data (1), Wisq's Harper in hr-ai-assistants (1), Wizer in compliance-training (1), Wondershare/EdrawMind in org-charts-and-org-design (1), WorkScreen in ai-recruiting-assistants (1), Workday Candidate Skills Match in ai-recruiting-assistants (1), Workday P2P in recruiting-crm-and-sourcing (1), Workday Self-Service Agent in hr-ai-assistants (1), Workday-based solutions in compensation-management (1), Workfeed in workforce-scheduling (1), Working Genius in candidate-assessment (1), Workleap LMS in learning-management-systems (1), Workmates in internal-communications-and-intranet (1), Workprove in skills-intelligence (1), Workwize in employee-onboarding (1), Xignia in interview-scheduling (1), Xyleme in course-authoring-tools (1), Y Combinator Jobs in job-advertising-and-distribution (1), Yelp in recognition-and-rewards (1), Yelp Advertising in employee-engagement-surveys (1), Zammad in hr-help-desk-and-case-management (1), Zapro in recruiting-crm-and-sourcing (1), Zapro Spark in contingent-workforce-management (1), Zcal in interview-scheduling (1), Zelt in performance-management (1), Zendesk Sunshine Conversations in hr-ai-assistants (1), Zenzap in frontline-employee-apps (1), Zevobenefits in benefits-administration (1), ZipRecruiter Salary Calculator in compensation-benchmarking-data (1), Zoho Inventory in recruiting-crm-and-sourcing (1), Zorka in workforce-scheduling (1), Zugata in coaching-platforms (1), e-Workplace Training Inc in compliance-training (1), ezClocker in time-and-attendance (1), iSpring Cloud AI in course-authoring-tools (1), iSpring Solutions' HSI or BizzLibrary Collection in online-course-libraries (1), pclub.io (or JB Sales) in online-course-libraries (1), springhire in candidate-assessment (1), tl;dv in hr-ai-assistants (1), uSecure in compliance-training (1)

Excluded by rule, 4 labels not scored:

Business Rate "Best Of" Awards (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Business Rate LLC (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Select Software Reviews (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), ZipDo (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks)

Category-scoped resolutions, 1298 labels. A bare vendor name was read as that vendor's product for the asked category, which assigns specificity the model did not write; each one is listed so the assumption is visible:

BambooHR in compensation-management read as BambooHR Compensation (59), 15Five in employee-engagement-surveys read as 15Five Engage (28), Boon in coaching-platforms read as Boon Health (26), EasyHire in video-interviewing read as EasyHire.me (24), LinkedIn in job-advertising-and-distribution read as LinkedIn Jobs (24), BambooHR in hr-ai-assistants read as Ask BambooHR (23), Eightfold in talent-intelligence read as Eightfold AI (21), Microsoft Teams in frontline-employee-apps read as Microsoft 365 for Frontline Workers (16), Oyster HR in global-payroll-and-employer-of-record read as Oyster (16), Cornerstone in learning-experience-platforms read as Cornerstone OnDemand (15), TalentDesk in contingent-workforce-management read as TalentDesk.io (15), Eightfold in internal-talent-marketplace read as Eightfold AI (14), Paychex in payroll-software read as Paychex Flex (14), Lattice in compensation-management read as Lattice Compensation (13), Patriot Software in payroll-software read as Patriot Payroll (13), SAP SuccessFactors in succession-planning read as SAP SuccessFactors Succession & Development (13), Salary.com in compensation-benchmarking-data read as Salary.com CompAnalyst (13), Zenefits in benefits-administration read as TriNet Zenefits (13), Mercer in compensation-benchmarking-data read as Mercer Total Remuneration Survey (12), Trusaic in pay-equity read as Trusaic PayParity (12), Workativ in hr-ai-assistants read as Workativ Assistant (12), ADP in benefits-administration read as ADP Workforce Now (11), Officevibe in employee-engagement-surveys read as Workleap Officevibe (11), SharePoint in internal-communications-and-intranet read as Microsoft SharePoint (11), Workday in people-analytics read as Workday People Analytics (11), Workday in succession-planning read as Workday Succession Planning (11), Workday in hr-ai-assistants read as Workday Illuminate (10), Eightfold in skills-intelligence read as Eightfold AI (9), Workday in compensation-management read as Workday Compensation (9), Calm in employee-wellbeing-and-mental-health read as Calm Health (8), Workday in hris-and-hcm-platforms read as Workday HCM (8), Workday in workforce-management-suites read as Workday Workforce Management (8), Workleap (formerly Officevibe) in employee-engagement-surveys read as Workleap Officevibe (8), ADP in compensation-management read as ADP Workforce Now (7), LinkedIn in recruitment-marketing-and-career-sites read as LinkedIn Talent Solutions (7), MoneyLion in earned-wage-access read as MoneyLion – Instacash (7), MyHub in internal-communications-and-intranet read as MyHub Intranet (7), Pluralsight in skills-intelligence read as Pluralsight Skills (7), PowerPoint in org-charts-and-org-design read as Microsoft PowerPoint (7), Qualtrics in employee-engagement-surveys read as Qualtrics EmployeeXM (7), SAP SuccessFactors in workforce-planning read as SAP SuccessFactors Workforce Planning (7), Skillsoft in learning-experience-platforms read as Skillsoft Percipio (7), Workday in internal-talent-marketplace read as Workday Talent Marketplace (7), beqom in pay-equity read as beqom Pay Equity (7), iCIMS in talent-intelligence read as iCIMS Talent Cloud (7), Confluence in internal-communications-and-intranet read as Atlassian Confluence (6), Criteria in candidate-assessment read as Criteria Corp (6), Culpepper in compensation-benchmarking-data read as Culpepper Compensation Surveys (6), Deel in workforce-planning read as Deel Workforce Planning (6), EdApp in learning-experience-platforms read as SC Training (6), HRSoft in compensation-management read as HRSoft Compensation Management (6), Mercer in compensation-management read as Mercer IBE (6), Power BI in people-analytics read as Microsoft Power BI (6), RemotePeople in global-payroll-and-employer-of-record read as Remote People (6), SAP in workforce-management-suites read as SAP SuccessFactors (6), ServiceNow in hr-help-desk-and-case-management read as ServiceNow HR Service Delivery (6), Workday in hr-help-desk-and-case-management read as Workday HR Service Delivery (6), Workday in performance-management read as Workday HCM Performance Management (6), Articulate Rise in course-authoring-tools read as Articulate Rise 360 (5), Conexis in contingent-workforce-management read as Conexis VMS (5), Deel in pay-equity read as Deel Compensation/Pay Equity (5), Officevibe (Workleap) in employee-engagement-surveys read as Workleap Officevibe (5), Oracle in workforce-management-suites read as Oracle Fusion Cloud HCM (5), Paychex in benefits-administration read as Paychex Flex (5), RUN Powered by ADP in employee-onboarding read as ADP RUN (5), Workday in applicant-tracking-systems read as Workday Recruiting (5), Workday in time-and-attendance read as Workday Time Tracking (5), Zenefits in flexible-benefits-and-lifestyle-spending-accounts read as TriNet Zenefits (5), Absorb in learning-management-systems read as Absorb LMS (4), Ally.io in goals-and-okrs read as Microsoft Viva Goals (4), Cornerstone in compliance-training read as Cornerstone OnDemand (4), Cornerstone OnDemand in succession-planning read as Cornerstone Succession (4), Coupa in contingent-workforce-management read as Coupa Contingent Workforce (4), Coursebox in course-authoring-tools read as Coursebox AI (4), Coursera in online-course-libraries read as Coursera for Business (4), Deel HR in hris-and-hcm-platforms read as Deel (4), Deel Services in pay-equity read as Deel Compensation/Pay Equity (4), Dovetail in hr-help-desk-and-case-management read as Dovetail Software (4), Gtmhub in goals-and-okrs read as Quantive (4), Litmos in learning-management-systems read as SAP Litmos (4), NICE in workforce-management-suites read as NICE Workforce Management (4), Oracle HCM Cloud in succession-planning read as Oracle Fusion Cloud HCM (4), Patriot in payroll-software read as Patriot Payroll (4), Qualtrics in 360-feedback read as Qualtrics 360 Development (4), RUN Powered by ADP in background-screening read as ADP RUN (4), Workday in ai-recruiting-assistants read as Workday Recruiting (4), Workday in benefits-administration read as Workday HCM (4), Workday in pay-equity read as Workday Pay Equity (4), Workday in recruiting-crm-and-sourcing read as Workday Recruiting (4), iSpring LMS in learning-management-systems read as iSpring Learn (4), BambooHR in recruitment-marketing-and-career-sites read as BambooHR Recruiting (3), Calm Business in employee-wellbeing-and-mental-health read as Calm Health (3), Cornerstone in learning-management-systems read as Cornerstone OnDemand (3), Cornerstone in skills-intelligence read as Cornerstone OnDemand (3), Coursera for Business in skills-intelligence read as Coursera (3), Deel in succession-planning read as Deel HR (3), Effy in hr-ai-assistants read as Effy AI (3), Google Sheets in internal-talent-marketplace read as Google Forms + Sheets (3), HappyFox in hr-help-desk-and-case-management read as HappyFox Help Desk (3), Igloo in internal-communications-and-intranet read as Igloo Software (3), KnowBe4 in compliance-training read as KnowBe4 Compliance Plus (3), Lyra in employee-wellbeing-and-mental-health read as Lyra Health (3), Mineral in hr-compliance-and-policy-management read as Mitratech Mineral (3), Nakisa in org-charts-and-org-design read as Nakisa Org Design Suite (3), Oracle HCM in hr-help-desk-and-case-management read as Oracle Fusion Cloud HCM (3), Oracle HCM in workforce-planning read as Oracle Fusion Cloud HCM (3), Patriot in compensation-management read as Patriot Software (3), Paychex in employee-onboarding read as Paychex Flex (3), Paychex in flexible-benefits-and-lifestyle-spending-accounts read as Paychex Flex (3), PeopleFluent in succession-planning read as PeopleFluent Succession Management (3), ProProfs in compliance-training read as ProProfs Training Maker (3), QuickBooks in payroll-software read as QuickBooks Payroll (3), QuickBooks Online Payroll in payroll-software read as QuickBooks Payroll (3), SAP in internal-talent-marketplace read as SAP SuccessFactors Opportunity Marketplace (3), SAP SuccessFactors in applicant-tracking-systems read as SAP SuccessFactors Recruiting (3), SAP SuccessFactors in internal-talent-marketplace read as SAP SuccessFactors Opportunity Marketplace (3), SAP SuccessFactors in learning-management-systems read as SAP SuccessFactors Learning (3), Salary.com (CompAnalyst) in compensation-benchmarking-data read as Salary.com CompAnalyst (3), Skillsoft in online-course-libraries read as Skillsoft Percipio (3), TalentGuard in succession-planning read as TalentGuard Succession Planning (3), UKG Pro in succession-planning read as UKG Pro Succession Planning (3), Verint in workforce-management-suites read as Verint Workforce Management (3), Workday in interview-scheduling read as Workday Recruiting (3), Workday HCM in workforce-management-suites read as Workday Workforce Management (3), Workleap in pay-equity read as Workleap Compensation (3), Workleap (Officevibe) in employee-engagement-surveys read as Workleap Officevibe (3), Zenefits (TriNet) in benefits-administration read as TriNet Zenefits (3), ADP in pay-equity read as ADP DataCloud (2), ADP Global Payroll in global-payroll-and-employer-of-record read as ADP GlobalView Payroll (2), Absorb in learning-experience-platforms read as Absorb LMS (2), Absorb in online-course-libraries read as Absorb LMS (2), Accurate in background-screening read as Accurate Background (2), Acuity in workforce-scheduling read as Acuity Scheduling (2), Adapt in course-authoring-tools read as Adapt Learning (2), Apollo in recruiting-crm-and-sourcing read as Apollo.io (2), BambooHR in time-and-attendance read as BambooHR Time Tracking (2), BambooHR (Ask BambooHR) in hr-ai-assistants read as Ask BambooHR (2), BambooHR (Elite Plan) in compensation-management read as BambooHR Compensation (2), Blackboard in learning-management-systems read as Blackboard Learn (2), Breezy in applicant-tracking-systems read as Breezy HR (2), Canvas in learning-management-systems read as Canvas LMS (2), Carta Total Comp in compensation-benchmarking-data read as Carta Total Compensation (2), Comprehensive in pay-equity read as Comprehensive.io (2), Confluence (Atlassian) in internal-communications-and-intranet read as Atlassian Confluence (2), Cornerstone in applicant-tracking-systems read as Cornerstone OnDemand (2), DISA in background-screening read as DISA Global Solutions (2), Deel HR in hr-compliance-and-policy-management read as Deel (2), Deel HR in org-charts-and-org-design read as Deel (2), Eightfold in ai-recruiting-assistants read as Eightfold AI (2), Eightfold in hr-ai-assistants read as Eightfold AI (2), Espressive in hr-ai-assistants read as Espressive Barista (2), Excel templates in workforce-planning read as Excel (2), Figures.hr in pay-equity read as Figures (2), G360 in 360-feedback read as G360 Surveys (2), GEP in recruiting-crm-and-sourcing read as GEP SMART (2), Google Forms in internal-talent-marketplace read as Google Forms + Sheets (2), Google Forms + Looker Studio in employee-engagement-surveys read as Google Forms (2), Google Jobs in job-advertising-and-distribution read as Google for Jobs (2), HiBob HRIS in workforce-planning read as HiBob (2), HubSpot in interview-scheduling read as HubSpot Meetings (2), Korn Ferry in compensation-benchmarking-data read as Korn Ferry Pay (2), Lightcast in skills-intelligence read as Lightcast Open Skills (2), NAVEX One in compliance-training read as NAVEX (2), Officevibe (by Workleap) in employee-engagement-surveys read as Workleap Officevibe (2), Oracle in compensation-management read as Oracle Fusion Cloud Compensation (2), Oracle in hris-and-hcm-platforms read as Oracle Fusion Cloud HCM (2), Papaya in global-payroll-and-employer-of-record read as Papaya Global (2), PayScale Insight in pay-equity read as Payscale (2), Paychex in hris-and-hcm-platforms read as Paychex Flex (2), Payscale Ascent in pay-equity read as Payscale (2), Peakon in employee-engagement-surveys read as Workday Peakon Employee Voice (2), Power BI Pro in people-analytics read as Microsoft Power BI (2), ProProfs in hr-help-desk-and-case-management read as ProProfs Help Desk (2), ProProfs in learning-experience-platforms read as ProProfs Training Maker (2), ProProfs in online-course-libraries read as ProProfs Training Maker (2), Qualtrics in people-analytics read as Qualtrics EmployeeXM (2), QuickBooks Workforce in time-and-attendance read as QuickBooks Time (2), SAP Litmos in online-course-libraries read as Litmos (2), SAP SuccessFactors in compensation-management read as SAP SuccessFactors Compensation (2), SafetyCulture Training (EdApp) in learning-experience-platforms read as SC Training (2), SalaryCube in compensation-management read as SalaryCube Comp Planning (2), ServiceNow in hr-ai-assistants read as ServiceNow HR Service Delivery (2), Skillsoft in compliance-training read as Skillsoft Percipio (2), Syndio PayEQ in pay-equity read as Syndio (2), Taleo in applicant-tracking-systems read as Oracle Taleo (2), Teams in frontline-employee-apps read as Microsoft 365 for Frontline Workers (2), Workday Peakon in employee-engagement-surveys read as Workday Peakon Employee Voice (2), Workleap in employee-engagement-surveys read as Workleap Officevibe (2), Workleap in performance-management read as Workleap Officevibe (2), Zenefits (TriNet Zenefits) in benefits-administration read as TriNet Zenefits (2), 15Five (Engage Plan) in employee-engagement-surveys read as 15Five Engage (1), 15Five (Engage plan) in employee-engagement-surveys read as 15Five Engage (1), 15Five (Engage tier) in employee-engagement-surveys read as 15Five Engage (1), 360Training.com in compliance-training read as 360training (1), ADP in background-screening read as ADP Screening and Selection Services (1), ADP in flexible-benefits-and-lifestyle-spending-accounts read as ADP Workforce Now (1), ADP in workforce-management-suites read as ADP Workforce Now (1), ADP (RUN & Workforce Now) in compensation-management read as ADP Workforce Now (1), ADP (RUN) in compensation-management read as ADP Workforce Now (1), ADP (e.g., RUN Powered by ADP) in compensation-management read as ADP Workforce Now (1), ADP (especially RUN and Workforce Now) in compensation-management read as ADP Workforce Now (1), ADP (specifically RUN or Workforce Now) in benefits-administration read as ADP Workforce Now (1), ADP GlobalView in global-payroll-and-employer-of-record read as ADP GlobalView Payroll (1), ADP Time & Attendance in time-and-attendance read as ADP Workforce Now (1), ADP Time and Attendance in time-and-attendance read as ADP Workforce Now (1), Absorb in compliance-training read as Absorb LMS (1), Acorn in skills-intelligence read as Acorn PLMS (1), Acuity in interview-scheduling read as Acuity Scheduling (1), Affirmity PayStat in pay-equity read as Affirmity (1), Ally in goals-and-okrs read as Microsoft Viva Goals (1), Ally.io (now Microsoft Viva Goals) in goals-and-okrs read as Microsoft Viva Goals (1), Arya Pulse in talent-intelligence read as Arya (1), Atlassian (Jira Service Management) in hr-help-desk-and-case-management read as Jira Service Management (1), BOJA in goals-and-okrs read as BOJA OKR (1), Bamboo HR in time-and-attendance read as BambooHR Time Tracking (1), BambooHR (Built-in Chatbot) in hr-ai-assistants read as Ask BambooHR (1), BambooHR (Compensation Features) in compensation-management read as BambooHR Compensation (1), BambooHR (Compensation module) in compensation-management read as BambooHR Compensation (1), BambooHR (Elite Tier) in compensation-management read as BambooHR Compensation (1), BambooHR (Elite tier) in compensation-management read as BambooHR Compensation (1), BambooHR + Bamboo AI in hr-ai-assistants read as Ask BambooHR (1), BambooHR Compensation Module in compensation-management read as BambooHR Compensation (1), BambooHR Elite in pay-equity read as BambooHR (1), BambooHR compensation module in compensation-management read as BambooHR Compensation (1), BambooHR – Elite Plan in compensation-management read as BambooHR Compensation (1), BambooHR's AI features in hr-ai-assistants read as Ask BambooHR (1), BambooHR's built-in AI assistant in hr-ai-assistants read as Ask BambooHR (1), Barley in pay-equity read as Workleap Compensation (1), Beqom in pay-equity read as beqom Pay Equity (1), Blue Yonder in workforce-management-suites read as Blue Yonder Workforce Management (1), Blue Yonder (formerly JDA) in workforce-management-suites read as Blue Yonder Workforce Management (1), Bob in hris-and-hcm-platforms read as HiBob (1), Breezy in recruiting-crm-and-sourcing read as Breezy HR (1), Breezy in recruitment-marketing-and-career-sites read as Breezy HR (1), Calabrio in workforce-management-suites read as Calabrio ONE (1), Calm for Business in employee-wellbeing-and-mental-health read as Calm Health (1), Canvas (Enterprise Versions) in learning-management-systems read as Canvas LMS (1), Canvas by Instructure in learning-management-systems read as Canvas LMS (1), Carta Total Compensation in compensation-management read as Carta Total Comp (1), Cascade in goals-and-okrs read as Cascade Strategy (1), Ceridian in payroll-software read as Dayforce (1), Ceridian Dayforce in hris-and-hcm-platforms read as Dayforce (1), Ceridian Dayforce in workforce-scheduling read as Dayforce (1), Clarity in coaching-platforms read as Clarity.fm (1), ClarityHire in technical-hiring-assessments read as Clarity (1), CloudPay in earned-wage-access read as CloudPay NOW (1), CompAnalyst in pay-equity read as Salary.com CompAnalyst (1), CompData in compensation-benchmarking-data read as CompData Surveys (1), Cornerstone in course-authoring-tools read as Cornerstone OnDemand (1), Cornerstone in internal-talent-marketplace read as Cornerstone OnDemand (1), Cornerstone in online-course-libraries read as Cornerstone OnDemand (1), Cornerstone (OnDemand/Galaxy) in learning-experience-platforms read as Cornerstone OnDemand (1), Cornerstone Galaxy (including EdCast) in learning-experience-platforms read as Cornerstone OnDemand (1), Coupa Contingent in contingent-workforce-management read as Coupa Contingent Workforce (1), Courses Library in online-course-libraries read as Courseslibrary.com (1), Criteria in skills-intelligence read as Criteria Corp (1), Culpepper Surveys in compensation-benchmarking-data read as Culpepper Compensation Surveys (1), Deel in 360-feedback read as Deel HR (1), Deel in hr-help-desk-and-case-management read as Deel HR (1), Deel in people-analytics read as Deel HR (1), Deel (Basic Plan) in people-analytics read as Deel HR (1), Deel HR in employee-onboarding read as Deel (1), Deel HR in performance-management read as Deel (1), Easyhire in video-interviewing read as EasyHire.me (1), EdApp in compliance-training read as SC Training (1), EdApp in learning-management-systems read as SC Training (1), EdApp (SC Training) in learning-experience-platforms read as SC Training (1), Eightfold in recruitment-marketing-and-career-sites read as Eightfold AI (1), Eightfold Talent Intelligence in skills-intelligence read as Eightfold AI (1), Excel Templates in workforce-planning read as Excel (1), Excel templates in leave-and-absence-management read as Excel (1), Facebook in job-advertising-and-distribution read as Facebook Jobs (1), Freelancer in internal-talent-marketplace read as Freelancer.com (1), Fresh Intranet in internal-communications-and-intranet read as Fresh (1), Glint in employee-engagement-surveys read as Microsoft Viva Glint (1), Glint in people-analytics read as Microsoft Viva Glint (1), Glint (by LinkedIn) in employee-engagement-surveys read as Microsoft Viva Glint (1), Gomo in course-authoring-tools read as Gomo Learning (1), Google Forms with Looker Studio in employee-engagement-surveys read as Google Forms (1), Google Sheet in internal-talent-marketplace read as Google Forms + Sheets (1), Guru in skills-intelligence read as Guru.com (1), Guru.com in internal-talent-marketplace read as Guru (1), Gust in global-payroll-and-employer-of-record read as Gusto (1), Gusto in earned-wage-access read as Gusto Wallet (1), Headspace Care (formerly Ginger) in employee-wellbeing-and-mental-health read as Ginger (1), HelpDesk in hr-help-desk-and-case-management read as HelpDesk.com (1), Hogan in candidate-assessment read as Hogan Assessments (1), HubSpot in recruiting-crm-and-sourcing read as HubSpot CRM (1), HubSpot CRM in applicant-tracking-systems read as HubSpot (1), Infor in workforce-management-suites read as Infor Workforce Management (1), Ingentis in org-charts-and-org-design read as Ingentis org.manager (1), Juice (Juice Financial) in earned-wage-access read as Juice Financial (1), Lattice in pay-equity read as Lattice Compensate (1), Lattice (Compensation Add-On) in compensation-management read as Lattice Compensation (1), Lattice (Compensation module) in compensation-management read as Lattice Compensation (1), Lessie in talent-intelligence read as Lessie AI (1), Linkein in job-advertising-and-distribution read as LinkedIn Jobs (1), Litmos in compliance-training read as SAP Litmos (1), Litmos in skills-intelligence read as SAP Litmos (1), Litmos (SAP Litmos) in course-authoring-tools read as SAP Litmos (1), McKinsey in compensation-benchmarking-data read as McKinsey & Company (1), Microsoft Excel in workforce-planning read as Excel (1), Microsoft Teams for Frontline Workers in frontline-employee-apps read as Microsoft 365 for Frontline Workers (1), Mitratech in compliance-training read as Mitratech Syntrio (1), Mokka in ai-recruiting-assistants read as MokaHR (1), MoneyLion (MoneyLion Technologies) in earned-wage-access read as MoneyLion – Instacash (1), MoneyLion Technologies Inc. (and its "Instacash" product) in earned-wage-access read as MoneyLion – Instacash (1), Moodle Workplace in course-authoring-tools read as Moodle (1), Moodle Workplace in learning-management-systems read as Moodle (1), Myers-Briggs in candidate-assessment read as Myers-Briggs Type Indicator (1), NICE IEX WFM in workforce-management-suites read as NICE Workforce Management (1), Neocase in hr-help-desk-and-case-management read as Neocase HR (1), Noon AI in recruiting-crm-and-sourcing read as Noon (1), O'Reilly Learning Platform in online-course-libraries read as O'Reilly (1), O.C. Tanner in recognition-and-rewards read as O.C. Tanner Culture Cloud (1), O.C. Tanner (Culture Cloud) in recognition-and-rewards read as O.C. Tanner Culture Cloud (1), Oak in internal-communications-and-intranet read as Oak Engage (1), Officevibe in performance-management read as Workleap Officevibe (1), Officevibe (now Ovibe) in employee-engagement-surveys read as Workleap Officevibe (1), Oracle in employee-onboarding read as Oracle HCM Onboarding (1), Oracle in people-analytics read as Oracle Fusion HCM Analytics (1), Oracle in succession-planning read as Oracle Fusion Cloud HCM (1), Oracle in time-and-attendance read as Oracle Time and Labor (1), Oracle Cloud HCM in employee-onboarding read as Oracle Fusion Cloud HCM (1), Oracle Cloud HCM in hr-ai-assistants read as Oracle Fusion HCM AI Agents (1), Oracle Cloud HCM in hris-and-hcm-platforms read as Oracle Fusion Cloud HCM (1), Oracle Cloud HCM in leave-and-absence-management read as Oracle Fusion Cloud Absence Management (1), Oracle Cloud HCM in people-analytics read as Oracle Fusion Cloud HCM (1), Oracle Cloud HCM in workforce-management-suites read as Oracle Fusion Cloud HCM (1), Oracle Cloud HCM in workforce-planning read as Oracle Fusion Cloud HCM (1), Oracle Fusion in hr-help-desk-and-case-management read as Oracle Fusion Cloud HCM (1), Oracle Fusion in workforce-management-suites read as Oracle Fusion Cloud HCM (1), Oracle HCM in benefits-administration read as Oracle Fusion Cloud HCM (1), Oracle HCM in compensation-management read as Oracle Fusion Cloud Compensation (1), Oracle HCM in employee-onboarding read as Oracle Fusion Cloud HCM (1), Oracle HCM in flexible-benefits-and-lifestyle-spending-accounts read as Oracle Fusion Cloud HCM (1), Oracle HCM in people-analytics read as Oracle Fusion Cloud HCM (1), Oracle HCM in performance-management read as Oracle Fusion Cloud HCM (1), Oracle HCM in succession-planning read as Oracle Fusion Cloud HCM (1), Oracle HCM Cloud in employee-onboarding read as Oracle Fusion Cloud HCM (1), Oracle HCM Cloud in people-analytics read as Oracle Fusion Cloud HCM (1), Oracle HCM Cloud in performance-management read as Oracle Fusion Cloud HCM (1), Oracle HCM Cloud in workforce-management-suites read as Oracle Fusion Cloud HCM (1), Oracle HCM Cloud in workforce-planning read as Oracle Fusion Cloud HCM (1), Patriot in global-payroll-and-employer-of-record read as Patriot Software (1), Patriot Payroll in hr-compliance-and-policy-management read as Patriot Software (1), PaySuite in pay-equity read as beqom Pay Equity (1), Paychex in hr-compliance-and-policy-management read as Paychex Flex (1), Paychex in time-and-attendance read as Paychex Time & Attendance (1), Paychex (specifically Paychex Flex) in payroll-software read as Paychex Flex (1), Paychex Flex Time in time-and-attendance read as Paychex Time & Attendance (1), PeopleSoft in leave-and-absence-management read as Oracle PeopleSoft HCM (1), Pluralsight Skills in online-course-libraries read as Pluralsight (1), Powell in internal-communications-and-intranet read as Powell Intranet (1), Power BI in workforce-planning read as Microsoft Power BI (1), Power BI (Desktop) in people-analytics read as Microsoft Power BI (1), ProProfs in learning-management-systems read as ProProfs Training Maker (1), ProProfs Training in online-course-libraries read as ProProfs Training Maker (1), Productive.io in workforce-planning read as Productive (1), Qualtrics (EmployeeXM/People Analytics) in people-analytics read as Qualtrics EmployeeXM (1), Qualtrics 360 in 360-feedback read as Qualtrics 360 Development (1), Qualtrics Starter in employee-engagement-surveys read as Qualtrics EmployeeXM (1), RUN Powered by ADP in payroll-software read as ADP RUN (1), RUN Powered by ADP in time-and-attendance read as ADP RUN (1), Run Powered by ADP in hris-and-hcm-platforms read as ADP RUN (1), SAP in benefits-administration read as SAP SuccessFactors (1), SAP in hr-compliance-and-policy-management read as SAP SuccessFactors (1), SAP in leave-and-absence-management read as SAP SuccessFactors (1), SAP in pay-equity read as SAP SuccessFactors (1), SAP in skills-intelligence read as SAP SuccessFactors Skills (1), SAP in talent-intelligence read as SAP SuccessFactors (1), SAP in workforce-planning read as SAP SuccessFactors Workforce Planning (1), SAP Litmos in learning-experience-platforms read as Litmos (1), SAP SuccessFactors in learning-experience-platforms read as SAP SuccessFactors Learning (1), SAP SuccessFactors in recruiting-crm-and-sourcing read as SAP SuccessFactors Recruiting (1), SAP SuccessFactors in skills-intelligence read as SAP SuccessFactors Skills (1), SAP SuccessFactors in time-and-attendance read as SAP SuccessFactors Time Management (1), SAP SuccessFactors HCM in internal-communications-and-intranet read as SAP SuccessFactors (1), SCORE Academy in online-course-libraries read as SCORE (1), SafetyCulture in learning-experience-platforms read as SC Training (1), Salary.com in pay-equity read as Salary.com Pay Equity (1), Salary.com's CompAnalyst in compensation-benchmarking-data read as Salary.com CompAnalyst (1), Salary.com's CompAnalyst in compensation-management read as Salary.com CompAnalyst (1), Salary.com's Pay Equity Suite / CompAnalyst in pay-equity read as Salary.com Pay Equity (1), Sana Labs in hr-ai-assistants read as Sana (1), Sana Labs in learning-experience-platforms read as Sana Learn (1), ServiceNow in internal-talent-marketplace read as ServiceNow Opportunity Marketplace (1), ServiceNow HRSD in hr-help-desk-and-case-management read as ServiceNow HR Service Delivery (1), ShareAble in background-screening read as ShareAble for Hires (1), SharePoint (Microsoft) in internal-communications-and-intranet read as Microsoft SharePoint (1), Skillshare for Business in learning-experience-platforms read as Skillshare (1), Skillsoft in skills-intelligence read as Skillsoft Percipio (1), Skillsoft (Percipio) in learning-experience-platforms read as Skillsoft Percipio (1), SuccessFactors in applicant-tracking-systems read as SAP SuccessFactors Recruiting (1), SuccessFactors in recruitment-marketing-and-career-sites read as SAP SuccessFactors (1), ThriveSparrow in recognition-and-rewards read as ThriveSparrow Kudos (1), Toggl in time-and-attendance read as Toggl Track (1), Tovuti in learning-experience-platforms read as Tovuti LMS (1), Tovuti in learning-management-systems read as Tovuti LMS (1), TransUnion ShareAble for Hires in background-screening read as ShareAble for Hires (1), Twitter (X) in employee-engagement-surveys read as X (1), UKG Pro / Kronos in hris-and-hcm-platforms read as UKG Pro (1), Velocity in global-payroll-and-employer-of-record read as Velocity Global (1), WEX in flexible-benefits-and-lifestyle-spending-accounts read as WEX Benefits (1), Wave in payroll-software read as Wave Payroll (1), WebMD in employee-wellbeing-and-mental-health read as WebMD Health Services (1), Workable in employee-onboarding read as Workable HR (1), Workday in learning-experience-platforms read as Workday Learning (1), Workday in recruitment-marketing-and-career-sites read as Workday Recruiting (1), Workday in skills-intelligence read as Workday Skills Cloud (1), Workday in talent-intelligence read as Workday Skills Cloud (1), Workday in video-interviewing read as Workday Recruiting (1), Workday in workforce-scheduling read as Workday Workforce Management (1), Workday (AI screening features like HiredScore) in ai-recruiting-assistants read as Workday Recruiting (1), Workday (Small Business Tier) in people-analytics read as Workday People Analytics (1), Workday Benefits in flexible-benefits-and-lifestyle-spending-accounts read as Workday (1), Workday GO in hris-and-hcm-platforms read as Workday HCM (1), Workday HCM in performance-management read as Workday HCM Performance Management (1), Workday Performance Management in performance-management read as Workday HCM Performance Management (1), Workday Planning in workforce-planning read as Workday Adaptive Planning (1), Workday Talent Management in succession-planning read as Workday Succession Planning (1), Workplace by Meta in internal-communications-and-intranet read as Workplace from Meta (1), Zenefits (TriNet HR Plus) in benefits-administration read as TriNet Zenefits (1), Zenefits (TriNet HR) in benefits-administration read as TriNet Zenefits (1), Zenefits (TriNet) in flexible-benefits-and-lifestyle-spending-accounts read as TriNet Zenefits (1), Zenefits (now TriNet HR Platform) in benefits-administration read as TriNet Zenefits (1), Zenefits (now TriNet Zenefits) in flexible-benefits-and-lifestyle-spending-accounts read as TriNet Zenefits (1), Zenefits (now part of TriNet) in flexible-benefits-and-lifestyle-spending-accounts read as TriNet Zenefits (1), Zoho in ai-recruiting-assistants read as Zoho Recruit (1), Zoho in employee-engagement-surveys read as Zoho Survey (1), beqom (PayAnalytics) in pay-equity read as beqom Pay Equity (1), dominKnow in course-authoring-tools read as dominKnow | ONE (1), iCIMS in recruitment-marketing-and-career-sites read as iCIMS Attract (1), iCIMS Talent Cloud in applicant-tracking-systems read as iCIMS (1), iSpring LMS in compliance-training read as iSpring Learn (1), iSpring LMS in course-authoring-tools read as iSpring Learn (1), iSpring LMS in learning-experience-platforms read as iSpring Learn (1), iSpring LMS in online-course-libraries read as iSpring Learn (1), isEazy in course-authoring-tools read as isEazy Author (1), monday AI Workspace in workforce-planning read as Monday.com (1)

Combined answers split into one label per product: 360 Training / Compliance Training Online, Asana/ClickUp, BambooHR / Deel, Behance/Dribbble, Bureau of Labor Statistics (BLS) & O*NET, Calm/Headspace, CaptivateIQ / Spiff, ClickUp/HiBob/Airtable, CompAnalyst / CompTool, Coursera for Business/Teams, Culpepper/Korn Ferry, Deel HR / Deel Workforce Planning, Docebo/EdCast (SMB tiers), EdApp/SafetyCulture, Eightfold / Paradox / HireVue, Elucidat/Gomo, Employee Navigator / Ease, Facebook Jobs / Craigslist, Facebook/Instagram, Factorial / BambooHR, Fetcher/Juicebox, Fiverr Business / Fiverr Enterprise, Gem/HireEZ, GoSkills / Mitti (by SafetyCulture), GoSkills/Lectora, Google Sites / Google Workspace, Google Slides / PowerPoint, Google Workspace + Google Sites, Google Workspace/Microsoft Bookings, Google/YouTube, Greenhouse/Lever, Gusto + OpenComp Market Pulse, LinkedIn Recruiter / LinkedIn Recruitment Marketing, LinkedIn Recruiter / Recruiter Lite, Microsoft 365 + SharePoint, Microsoft SharePoint / Microsoft Viva, Microsoft Viva/Teams, Moodle Workplace / MoodleCloud, Nectar / Motivosity, OpenSesame / Go1, Option Impact / Radford, Oracle HCM Cloud / Oracle Workforce Management, Paychex / Paychex Flex, Paychex/ADP, Ravio / Figures, Rippling / Gusto, Saba/SumTotal, SharePoint & Viva, SharePoint / Microsoft Viva Connections, SharePoint/OneDrive, Skillsoft Percipio + Coursera for Business, SurveyMonkey/Typeform, Traliant/Ethena, Trello / Notion, UKG Pro / Kronos Workforce Dimensions, Udemy / Udemy Business, Upwork / Upwork Enterprise, Workativ/HelpJet, Workday Adaptive Planning / Quinyx / Workday, Workday HCM / Workday HR Service Delivery, Workday People Analytics / Workday HCM, Worksuite / TalentDesk

## Appendix: loose paraphrase stability

- Claude Haiku 4.5: a direct first choice kept as first choice or alternative in 9 of 45 categories (20%); differing under the strict rule: 360-feedback, ai-recruiting-assistants, applicant-tracking-systems, background-screening, benefits-administration, candidate-assessment, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-engagement-surveys, employee-wellbeing-and-mental-health, flexible-benefits-and-lifestyle-spending-accounts, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, internal-communications-and-intranet, internal-talent-marketplace, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, leave-and-absence-management, mentoring-software, online-course-libraries, org-charts-and-org-design, pay-equity, payroll-software, people-analytics, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, succession-planning, talent-intelligence, time-and-attendance, workforce-management-suites, workforce-planning, workforce-scheduling
- GPT-5.4 mini: a direct first choice kept as first choice or alternative in 27 of 50 categories (54%); differing under the strict rule: 360-feedback, ai-recruiting-assistants, applicant-tracking-systems, background-screening, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-engagement-surveys, employee-wellbeing-and-mental-health, flexible-benefits-and-lifestyle-spending-accounts, goals-and-okrs, hr-help-desk-and-case-management, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, leave-and-absence-management, mentoring-software, online-course-libraries, pay-equity, people-analytics, performance-management, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, talent-intelligence, technical-hiring-assessments, time-and-attendance, workforce-management-suites, workforce-planning, workforce-scheduling
- Gemini 3.5 Flash: a direct first choice kept as first choice or alternative in 32 of 50 categories (64%); differing under the strict rule: ai-recruiting-assistants, benefits-administration, candidate-assessment, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-wellbeing-and-mental-health, flexible-benefits-and-lifestyle-spending-accounts, global-payroll-and-employer-of-record, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hris-and-hcm-platforms, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, mentoring-software, org-charts-and-org-design, pay-equity, performance-management, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, succession-planning, talent-intelligence, technical-hiring-assessments, workforce-management-suites, workforce-planning
- Perplexity Sonar: a direct first choice kept as first choice or alternative in 23 of 50 categories (46%); differing under the strict rule: 360-feedback, ai-recruiting-assistants, applicant-tracking-systems, coaching-platforms, compensation-benchmarking-data, compliance-training, course-authoring-tools, earned-wage-access, employee-onboarding, employee-wellbeing-and-mental-health, flexible-benefits-and-lifestyle-spending-accounts, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, leave-and-absence-management, mentoring-software, online-course-libraries, org-charts-and-org-design, pay-equity, people-analytics, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, succession-planning, talent-intelligence, time-and-attendance, video-interviewing, workforce-management-suites, workforce-planning, workforce-scheduling
- Grok 4.1 Fast: a direct first choice kept as first choice or alternative in 27 of 50 categories (54%); differing under the strict rule: 360-feedback, applicant-tracking-systems, coaching-platforms, compensation-benchmarking-data, compensation-management, contingent-workforce-management, course-authoring-tools, employee-engagement-surveys, employee-wellbeing-and-mental-health, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hris-and-hcm-platforms, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, online-course-libraries, org-charts-and-org-design, performance-management, recruitment-marketing-and-career-sites, skills-intelligence, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, workforce-management-suites, workforce-planning, workforce-scheduling
- Mistral Small: a direct first choice kept as first choice or alternative in 23 of 50 categories (46%); differing under the strict rule: 360-feedback, applicant-tracking-systems, background-screening, coaching-platforms, compensation-benchmarking-data, compensation-management, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-engagement-surveys, employee-wellbeing-and-mental-health, flexible-benefits-and-lifestyle-spending-accounts, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hris-and-hcm-platforms, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, leave-and-absence-management, mentoring-software, online-course-libraries, org-charts-and-org-design, pay-equity, people-analytics, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, video-interviewing, workforce-management-suites, workforce-planning
- DeepSeek V4 Flash: a direct first choice kept as first choice or alternative in 28 of 50 categories (56%); differing under the strict rule: 360-feedback, ai-recruiting-assistants, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, employee-onboarding, employee-wellbeing-and-mental-health, flexible-benefits-and-lifestyle-spending-accounts, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, internal-communications-and-intranet, internal-talent-marketplace, job-advertising-and-distribution, leave-and-absence-management, mentoring-software, online-course-libraries, org-charts-and-org-design, pay-equity, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, video-interviewing, workforce-management-suites, workforce-planning, workforce-scheduling
- Llama 4 Maverick: a direct first choice kept as first choice or alternative in 7 of 42 categories (17%); differing under the strict rule: 360-feedback, ai-recruiting-assistants, applicant-tracking-systems, background-screening, benefits-administration, candidate-assessment, coaching-platforms, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-wellbeing-and-mental-health, flexible-benefits-and-lifestyle-spending-accounts, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hris-and-hcm-platforms, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, leave-and-absence-management, mentoring-software, online-course-libraries, payroll-software, people-analytics, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, succession-planning, talent-intelligence, technical-hiring-assessments, video-interviewing, workforce-planning, workforce-scheduling
- Qwen 3.7 Flash: a direct first choice kept as first choice or alternative in 22 of 50 categories (44%); differing under the strict rule: 360-feedback, ai-recruiting-assistants, applicant-tracking-systems, background-screening, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-engagement-surveys, employee-onboarding, employee-wellbeing-and-mental-health, flexible-benefits-and-lifestyle-spending-accounts, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, leave-and-absence-management, mentoring-software, org-charts-and-org-design, pay-equity, people-analytics, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, video-interviewing, workforce-management-suites, workforce-planning, workforce-scheduling
- Kimi K2: a direct first choice kept as first choice or alternative in 31 of 50 categories (62%); differing under the strict rule: ai-recruiting-assistants, applicant-tracking-systems, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, employee-engagement-surveys, employee-onboarding, employee-wellbeing-and-mental-health, flexible-benefits-and-lifestyle-spending-accounts, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hris-and-hcm-platforms, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-experience-platforms, learning-management-systems, leave-and-absence-management, mentoring-software, online-course-libraries, org-charts-and-org-design, pay-equity, payroll-software, people-analytics, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, video-interviewing, workforce-management-suites, workforce-planning, workforce-scheduling
- GLM 4.7 FlashX: a direct first choice kept as first choice or alternative in 19 of 50 categories (38%); differing under the strict rule: 360-feedback, ai-recruiting-assistants, applicant-tracking-systems, background-screening, coaching-platforms, compensation-benchmarking-data, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-engagement-surveys, employee-onboarding, employee-wellbeing-and-mental-health, flexible-benefits-and-lifestyle-spending-accounts, frontline-employee-apps, global-payroll-and-employer-of-record, goals-and-okrs, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, hris-and-hcm-platforms, internal-communications-and-intranet, internal-talent-marketplace, job-advertising-and-distribution, learning-management-systems, leave-and-absence-management, online-course-libraries, org-charts-and-org-design, pay-equity, payroll-software, performance-management, recognition-and-rewards, recruitment-marketing-and-career-sites, succession-planning, talent-intelligence, technical-hiring-assessments, time-and-attendance, video-interviewing, workforce-management-suites, workforce-planning, workforce-scheduling
- MiniMax M2.5: a direct first choice kept as first choice or alternative in 20 of 50 categories (40%); differing under the strict rule: 360-feedback, ai-recruiting-assistants, applicant-tracking-systems, background-screening, benefits-administration, coaching-platforms, compensation-benchmarking-data, compensation-management, compliance-training, contingent-workforce-management, course-authoring-tools, earned-wage-access, employee-engagement-surveys, employee-wellbeing-and-mental-health, flexible-benefits-and-lifestyle-spending-accounts, global-payroll-and-employer-of-record, hr-ai-assistants, hr-compliance-and-policy-management, hr-help-desk-and-case-management, internal-communications-and-intranet, internal-talent-marketplace, interview-scheduling, job-advertising-and-distribution, learning-management-systems, leave-and-absence-management, mentoring-software, online-course-libraries, org-charts-and-org-design, pay-equity, people-analytics, performance-management, recognition-and-rewards, recruiting-crm-and-sourcing, recruitment-marketing-and-career-sites, skills-intelligence, talent-intelligence, technical-hiring-assessments, time-and-attendance, video-interviewing, workforce-management-suites, workforce-planning, workforce-scheduling