Subcategory · AI Citation Index
HRIS
Workday Talent Management leads 267-brand HRIS field at 67% shortlist rate; Rippling falling 9 points while Workday gains 15.
157 discovery queries · 266 head-to-heads · refreshed Oct 6, 2026
Discovery stage
The shortlist
Across 157 buyer-style "HRIS" queries
Workday Talent Management tops 157 prompts with 67% shortlist rate and 311 mentions across 5 models, scoring 78. Bamboohr (66% rate, 292 mentions) and Rippling (63% rate, 296 mentions) trail closely, while Hibob appears in 45% of shortlists. The top tier shows near-parity in model diversity, all reaching 5 models, but Workday pulls ahead on volume.
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Score shifts, new entrants, citation gaps — every Monday.
Signal by intent
By topic
Top 5 most-cited brands per intent cluster. Brands with zero citations in a topic are not shown.
Evaluation stage
Head-to-head
How often AI cites each brand across uniform category evaluation prompts · median 5/100
Six brands—Workday, Bamboohr, Rippling, UKG, ADP, and one Paylocity variant—tie at 43 average evaluation score across 24 comparison queries each. Paylocity scores 41 over 23 queries, SAP 39 over 22, and SAP SuccessFactors 38 over 21. The category median sits at 5, indicating these leaders dominate head-to-head assessments by wide margins.
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Each brand's score is the share of category evaluation prompts where AI cited them across all four engines — the same prompt pool for every brand. Brands above the median citation rate have stronger presence in evaluation-stage queries.
Trends
Over the last 12 months
Monthly scores swing wildly—67 in April 2026 (29 samples) to 1 in October (2 samples)—making trend interpretation unreliable. Workday Talent Management gained 15 points, Rippling dropped 9, but small sample sizes in recent months (3 in July, 2 in October) undermine confidence.
Brands to know
In this category
Workday Talent Management
Scores 78, appears in 105 of 157 prompts, and shows +15 momentum. Enterprise-grade talent suite dominates on both volume and evaluation depth.
Read brand profile →Paylocity
Scores 74 with 52% shortlist rate across 81 prompts. Mid-market payroll-and-HR play outperforms peers in evaluation (41 avg) despite lower prompt penetration.
Read brand profile →Bamboohr
Scores 63 but reaches 66% shortlist rate and 292 mentions—second only to Workday in raw visibility. SMB-favorite HRIS holds ground in head-to-head comparisons (43 eval score).
Read brand profile →Rippling
Scores 63, appears in 63% of prompts with 296 mentions, yet falling 9 points. Unified workforce platform still secures top-three shortlist position despite negative trend.
Read brand profile →Lattice
Scores 71, absent from top-10 shortlist data but ranks third in featured candidates. Performance-management focus may drive strong evaluation scores in niche talent scenarios.
Read brand profile →Citation sources
Where AI pulls citations from
663 citations captured across HRIS prompt runs.
Vendor pages
337Product, help, and marketing pages from tracked vendors
Independent sources
156Reviews, encyclopedias, forums, press — not vendor-owned
Buyer questions
What AI cites for top HRIS questions
Most-cited prompts across the buyer journey. Click any prompt to see the actual URLs AI engines link to.
Discovery
Buyers exploring the categoryEvaluation
Buyers comparing options- 10 Best Open Source HR Software in 2025 | Recruiters LineUprecruiterslineup.com
- Best open source HRMS systemshrmsworld.com
- Cloud Based HR Software | Frappe HRfrappe.io
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