AI Indexes
HR AI Index
October 2026 Edition

58 buying questions, six ways each

Each category is one buying question, put to fourteen models in six framings: 84 answers a category per segment. Share counts the four framings that ask for a pick, so 56 of the 84. The verdict comes first: whether the models agree, whether one product leads clearly, or whether the order is still contested. The page for each category shows who leads, who is warned against, how every model answered, and every judgment call made between the raw labels and the numbers. Ten categories also have a guide, walked product by product.

All categories

58 categories · 57 contested
Showingin, ordered by
58 categories: 36 with a clear leader, 57 contested. Share counts the four framings that ask for a pick.
What the verdicts meanThe leader changes here
Core HR and payroll11 categories. The system of record and the money: HRIS and HCM, payroll at home and abroad, benefits, time, scheduling, leave and compliance.Function page →
Core HR and payroll · PEOsPEO providers“PEO”Small business and mid-market share a leader. Enterprise differs.
Core HR and payroll · WhistleblowingWhistleblowing and investigations“whistleblowing and investigation platform”Small business and mid-market share a leader. Enterprise differs.
Talent acquisition11 categories. Finding and hiring: applicant tracking, sourcing, scheduling, interviewing, assessment, screening, recruitment marketing and the AI that now sits in front of all of it.Function page →
Talent acquisition · Staffing agency toolsStaffing agency platforms“staffing agency platform”Small business and mid-market share a leader. Enterprise differs.
Onboarding and employee experience9 categories. The employee side of HR: onboarding, engagement, recognition, communication, the HR help desk, wellbeing, frontline apps and AI assistants.Function page →
Onboarding and employee experience · Giving & volunteeringEmployee giving and volunteering“employee giving and volunteering platform”A different leader in every segment
SelflesslyClear leader
Performance and talent management7 categories. Managing and moving talent: performance, goals, feedback, succession, internal mobility, skills and talent intelligence.Function page →
Learning and development7 categories. Training the workforce: learning management, learning experience, content libraries, authoring, coaching, mentoring and compliance training.Function page →
Compensation and total rewards8 categories. Pay and what surrounds it: compensation planning, benchmarking data, pay equity, earned wage access and flexible benefits.Function page →
Compensation and total rewards · 401(k) providers401(k) providers“401(k) provider”A different leader in every segment
GuidelineClear leader
Compensation and total rewards · Financial wellnessFinancial wellness platforms“financial wellness platform”Mid-market and enterprise share a leader. Small business differs.
ZayZoonContested
Compensation and total rewards · HSA & FSA adminHSA and FSA administrators“HSA and FSA administrator”Mid-market and enterprise share a leader. Small business differs.
LivelyContested
Workforce planning and analytics5 categories. The numbers behind the workforce: people analytics, workforce and headcount planning, org design and the contingent workforce.Function page →
Workforce planning and analytics · Employee monitoringEmployee monitoring“employee monitoring tool”A different leader in every segment
Fourteen models, six framings per category. October 2026 Edition.