Subcategory · AI Citation Index

Payroll

The payroll category shows strong consolidation around integrated HR/payroll platforms rather than standalone solutions. Rippling's 66% shortlist rate and QuickBooks' 56% demonstrate buyers prefer unified systems that bundle payroll with broader workforce management. Traditional enterprise players like Workday and ADP maintain relevance but face pressure from nimbler platforms like Rippling and Paylocity, both achieving 50%+ shortlist rates with maximum model diversity scores of 5, indicating consistent cross-model recommendation strength.

177 discovery queries · 312 head-to-heads · refreshed Jul 13, 2026

Discovery stage

The shortlist

Across 177 buyer-style "Payroll" queries

2%20%38%56%74%Coverage — share of discovery prompts where the brand surfaces69%75%81%87%93%Engine diversity

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X = coverage across discovery prompts · Y = engine diversity · Bubble size = total mentions
Tracked acrossChatGPT,Gemini,Claude

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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.

1Rippling
6/7
2Workday
6/7
3Quickbooks
5/7
4Paylocity
4/7
5Papaya Global
4/7
1Quickbooks
6/6
2Rippling
6/6
3Xero
5/6
4Built
4/6
5Default
4/6
1Rippling
6/6
2Paylocity
5/6
3Quickbooks
5/6
4Workday
5/6
5Built
5/6
1Workday
6/6
2Rippling
6/6
3Adp
6/6
4UKG Pro
6/6
5Paylocity
6/6
1Rippling
5/5
2Quickbooks
5/5
3Workday
5/5
4Paylocity
4/5
5Xero
4/5
1Rippling
5/5
2Workday
5/5
3Paylocity
5/5
4Bamboohr
4/5
5Built
3/5
1Paylocity
5/5
2Paycom
5/5
3Workday
5/5
4Adp
5/5
5Rippling
5/5
1Quickbooks
4/4
2Rippling
4/4
3Sage
3/4
4Xero
3/4
5Paylocity
2/4
≥50% cited
25–49%
<25%
Topics are discovery-stage prompt clusters · payroll

Evaluation stage

Head-to-head

How often AI cites each brand across uniform category evaluation prompts · median 15/100

0255075100Evaluation citation rate — % of category evaluation prompts citing this brand08162432Evaluation prompts cited inmedian citation ratemedian exposure

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X = evaluation citation rate · Y = evaluation prompts cited in · Bubble size = citation exposure
Median citation rate 15/100

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.

Citation sources

Where AI pulls citations from

684 citations captured across Payroll prompt runs.

Vendor pages

354

Product, help, and marketing pages from tracked vendors

Independent sources

181

Reviews, encyclopedias, forums, press — not vendor-owned

Buyer questions

What AI cites for top Payroll questions

Most-cited prompts across the buyer journey. Click any prompt to see the actual URLs AI engines link to.

Discovery

Buyers exploring the category

Evaluation

Buyers comparing options

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