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Subcategory · AI Citation Index

Payroll

The payroll category shows clear dual leadership with ADP and Rippling achieving near-identical shortlist rates (68% and 66%) and maximum model diversity, suggesting they serve distinct but equally broad buyer profiles. A competitive middle tier—Paychex, Paylocity, QuickBooks, and Workday—clusters between 46-57% shortlisting, with slightly lower model diversity (4-5 models) indicating more specialized positioning. The 23% gap between top performers and this middle tier, combined with relatively low evaluation brand count (12 vs. 51 consensus brands), suggests buyers quickly converge on established players despite a crowded market.

177 discovery queries · 295 head-to-heads · refreshed Oct 22, 2026

Discovery stage

The shortlist

Across 177 buyer-style "Payroll" queries

28%39%51%62%74%Coverage — share of discovery prompts where the brand surfaces72%76%80%84%88%Engine diversity

Hover or click a logo to see brand details

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

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Signal by intent

By topic

Top 5 most-cited brands per intent cluster. Brands with zero citations in a topic are not shown.

1Adp
7/7
2Rippling
6/7
3Paychex Flex
6/7
4Workday
6/7
5SAP
6/7
1Quickbooks
6/6
2Adp
6/6
3Rippling
6/6
4Ease
5/6
5Deel
5/6
1Ukg
6/6
2Adp
6/6
3Paychex Flex
6/6
4Rippling
6/6
5UKG Pro
5/6
1Workday
6/6
2Rippling
6/6
3Adp
6/6
4UKG Pro
6/6
5Ukg
6/6
1Rippling
5/5
2Quickbooks
5/5
3Adp
5/5
4Paychex Flex
5/5
5Workday
5/5
1Adp
5/5
2Rippling
5/5
3Workday
5/5
4UKG Pro
5/5
5Ukg
5/5
1Paylocity
5/5
2Paycom
5/5
3Workday
5/5
4Adp
5/5
5Rippling
5/5
1Paychex Flex
4/4
2Quickbooks
4/4
3Adp
4/4
4Rippling
4/4
5Ukg
3/4
≥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 5/100

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

Hover or click a logo to see brand details

X = evaluation citation rate · Y = evaluation prompts cited in · Bubble size = citation exposure
Median citation rate 5/100

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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