HR AI Index
September 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index › Core HR and payroll › Payroll software › Enterprise › September 2026 Edition

Payroll software for enterprise buyers

Asked as “payroll software”, and as “payroll provider”, on behalf of an enterprise B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
ADP
Contested
30% of first choices, contested.
ShowinginAll 50 categories in the September 2026 Edition →

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small businessGusto57%Clear leaderStanding →Mid-marketRippling28%ContestedStanding →EnterpriseADP30%ContestedThis page

01The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01ADP30%13%30endorsed leader
02ADP Workforce Now18%5%20accepted challenger
03Rippling14%12%32accepted challenger
04Workday10%14%50accepted challenger
05Dayforce8%0%38accepted challenger
06Paycom6%3%30accepted challenger
07UKG Pro2%12%40accepted challenger
08SAP SuccessFactors2%5%21accepted challenger
09Papaya Global2%9%11accepted challenger
10Paychex Flex2%20%10accepted challenger
Show the three products at 0%, ordered by negative rate
13Paylocity0%19%21accepted challenger
11Deel0%12%25accepted challenger
12Oracle Fusion Cloud HCM0%6%16accepted challenger
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.
Head to head
Rippling vs Patriot PayrollRippling vs PaylocityPatriot Payroll vs Paylocity

Recommended versus criticized

Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.

Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09
10
11
12
13
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01ADP30%
02ADP Workforce Now18%
03Rippling14%
04Workday10%
05Dayforce8%
06Paycom6%
07UKG Pro2%
08SAP SuccessFactors2%
09Papaya Global2%
10Paychex Flex2%
11Deel0%
12Oracle Fusion Cloud HCM0%
13Paylocity0%

02What they warned about

Two of twelve models held their first choice under the paraphrase. 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 and MiniMax M2.5 changed. 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.
Gusto
89%
8 of 9 labels negative · 8 of 12 models · 4 hard negative
“**Gusto**: Built for small US businesses (under 100-500 employees)... Reviews highlight it's "not scalable for large/global use."” Grok 4.1 Fast, negative prompt
Workday
14%
7 of 50 labels negative · 7 of 12 models · 1 hard negative
“The City of Seattle faced a Workday class action lawsuit after widespread payroll errors revealed critical flaws in its software rollout” Claude Haiku 4.5, negative prompt
Namely
100%
5 of 5 labels negative · 5 of 12 models · 4 hard negative
“Namely, Paycor, and UKG are frequently cited as payroll platforms to avoid or approach with caution for large enterprises” Mistral Small, negative prompt
QuickBooks Payroll
100%
5 of 5 labels negative · 5 of 12 models · 3 hard negative
“it lacks the robust APIs required to connect with massive ERP systems ... and cannot handle the volume of complex tax jurisdictions found in large organizations” Qwen 3.7 Flash, negative prompt

03What they cite

Citations exist only for the models that return a source list: twelve of the twelve in this edition, and all six flagship models on the expanded tier.

Sites the answers cite

66 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 5 of those lists are Google grounding redirects that name no site and are left out of the counts. 859 links across 246 sites, every framing counted. Ranked by the number of answers carrying the site or page.

adp.com
vendor site · ADP42 answers · 47 citations · 11 models
peoplemanagingpeople.com
vendor site · People Managing People29 answers · 36 citations · 10 models
paycom.com
vendor site · Paycom25 answers · 32 citations · 10 models
hr.software
20 answers · 26 citations · 10 models
darwinbox.com
vendor site · Darwinbox20 answers · 22 citations · 9 models
deel.com
vendor site · Deel20 answers · 21 citations · 9 models
netchex.com
16 answers · 20 citations · 9 models
selectsoftwarereviews.com
vendor site · Select Software Reviews15 answers · 18 citations · 7 models
skima.ai
vendor site · Skima15 answers · 15 citations · 8 models
rippling.com
vendor site · Rippling14 answers · 21 citations · 7 models
finstackk.com
13 answers · 13 citations · 7 models
paylocity.com
vendor site · Paylocity13 answers · 13 citations · 7 models

Pages the answers cite

The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.

adp.com/resources/articles-and-insights/articles/t/the-best-payroll-softwar…
38 answers · 11 models
peoplemanagingpeople.com/tools/best-enterprise-payroll-software
27 answers · 10 models
darwinbox.com/blog/10-best-payroll-management-software-systems-enterprises
20 answers · 9 models
deel.com/blog/best-enterprise-payroll-software
20 answers · 9 models
paycom.com/resources/blog/best-enterprise-payroll-for-large-businesses
17 answers · 9 models
skima.ai/blog/product-deep-dives/best-payroll-software-for-enterprises
15 answers · 8 models
netchex.com/blog/the-best-payroll-software-for-large-business-a-comprehensi…
14 answers · 9 models
finstackk.com/articles/best-enterprise-payroll-software
13 answers · 7 models
hr.software/best-payroll-software/for-enterprise
12 answers · 7 models
paylocity.com/why-paylocity/compare/lists/best-payroll-software-for-large-b…
12 answers · 7 models

04How they answered

Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ModelDirect“What is the best payroll software for an enterprise B2B company?”Paraphrase“Which payroll provider would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade payroll platforms and how do they differ?”Budget-constrained“What is the best payroll software for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a payroll software. What should we look at?”Negative“Which payroll platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5ADP Workforce Now
Four alternativesGuidepoint, Paychex Flex, Rippling, Workday
ADP Workforce NowHeld
Three alternativesPaychex Flex, Paycom, Workday
Deel
Two alternativesCloudPay, Remote
Paychex Flex
Three alternativesADP, Dayforce, Workday
no first choiceagainst: Complete Payroll Solutions, Kronos, Paylocity, Workday
GPT-5.4 miniADP
One alternativeWorkday
ADPHeld
Four alternativesDayforce, Paycom, UKG Pro, Workday
Workday
Four alternativesADP Global Payroll, ADP Vantage HCM, Oracle Fusion Cloud HCM, SAP SuccessFactors Employee Central Payroll
ADP Enterprise / ADP Workforce Now or ADP Lyric HCM
Two alternativesDayforce, Workday
no first choiceagainst: ADP RUN, Deel, Gusto, Oracle Fusion Cloud HCM, Papaya Global, Patriot Payroll, QuickBooks Payroll, Remote, Rippling, SAP SuccessFactors, Workday
Gemini 3.5 FlashWorkday
Four alternativesADP, Dayforce, Deel, Rippling
ADPChanged
Six alternativesDayforce, Deel, Paycom, Paylocity, UKG Pro, Workday
no first choice
Seven alternativesADP, Dayforce, Deel, Rippling, SAP SuccessFactors, UKG Pro, Workday
Paycom
Three alternativesDayforce, Deel, Workday
no first choiceagainst: ADP, Gusto, Patriot Payroll, Paycom, Paylocity, QuickBooks Payroll, Rippling, UKG Pro, Wave Payroll, Workday
Perplexity SonarADP, Rippling
Four alternativesPapaya Global, Paycom, Paylocity, Workday
ADPChanged
Seven alternativesCloudPay, Dayforce, Papaya Global, Paycom, SAP SuccessFactors, UKG Pro, Workday
no first choiceADP
Two alternativesDeel, Remote
against: Gustono first choiceagainst: Justworks, Namely, OnPay
Grok 4.1 FastADP Workforce Now
Four alternativesPaycom, Rippling, UKG Pro, Workday
ADPChanged
Four alternativesDayforce, Paycom, UKG Pro, Workday
ADP Workforce Now
Six alternativesDayforce, Oracle Fusion Cloud HCM, Paycom, SAP SuccessFactors, UKG Pro, Workday
against: Deel, RipplingADP Workforce Now
Three alternativesDayforce, UKG Pro, Workday
ADP Workforce Now, Paycom, Rippling
Two alternativesDeel, Remote
against: BambooHR, Gusto, Justworks, Namely, Paycor, UKG Pro, Workday
Mistral SmallADP Workforce Now, Rippling
Four alternativesDayforce, Deel, UKG Pro, Workday
ADP Workforce NowChanged
Three alternativesPaycom, Paylocity, UKG Pro
no first choiceDayforce, UKG (Ultimate Kronos Group) Pro & Readyagainst: ADP Workforce Nowno first choiceagainst: Gusto, Namely, Paycor, UKG Pro
DeepSeek V4 FlashRippling
Four alternativesADP Workforce Now, Deel, Paycom, Workday
ADPChanged
Four alternativesDayforce, Rippling, UKG Pro, Workday
ADP
Six alternativesDayforce, Oracle Fusion Cloud HCM, Rippling, SAP SuccessFactors, UKG Pro, Workday
Papaya Global
Two alternativesADP Workforce Now, Rippling
against: Workdayno first choiceagainst: ADP, Gusto, Justworks, OnPay, Paychex Flex, QuickBooks Payroll, UKG Pro, Zenefits
Llama 4 Maverickno first choiceADPChanged
Eight alternativesCloudPay, Dayforce, Deel, Papaya Global, Paycom, Paycor, Paylocity, UKG Pro
no first choiceno first choiceADP Workforce Now, Paycom, Ripplingagainst: Deel, Namely, Paycor
Qwen 3.7 FlashADP, Dayforce
Three alternativesDeel, Rippling, UKG Pro
ADPChanged
Three alternativesPaycom, UKG Pro, Workday
ADP Workforce Now
Five alternativesDayforce, Oracle Fusion Cloud HCM, SAP SuccessFactors, UKG Pro, Workday
Dayforce
Two alternativesUKG Pro, Workday
no first choiceagainst: BambooHR, Gusto, Namely, QuickBooks Payroll, Rippling, Zenefits
Kimi K2SAP SuccessFactors, Workday
Three alternativesADP Workforce Now, Dayforce, Oracle Fusion Cloud HCM
ADP, WorkdayChanged
Three alternativesDayforce, Paycom, UKG Pro
no first choiceRippling
Three alternativesADP Workforce Now / Vantage, Justworks, Workday
no first choiceagainst: ADP, Gusto, Paychex Flex, Paylocity, QuickBooks Payroll
GLM 4.7 FlashXADP Workforce Now, Dayforce, UKG Pro, Workday
Eight alternativesDeel, Oracle Fusion Cloud HCM, Oyster HR, Paycom, Paylocity, Remote, Rippling, SAP SuccessFactors
ADP, WorkdayChanged
Seven alternativesDarwinbox, Dayforce, Oracle Fusion Cloud HCM, SAP SuccessFactors, UKG Pro, Zimyo, greytHR
no first choice
Eleven alternativesADP Workforce Now, Dayforce, Deel, Oracle Fusion Cloud HCM, Paycom, Paylocity, Remote, Rippling, SAP SuccessFactors, UKG Pro, Workday
ADP
Six alternativesDayforce, Deel, Papaya Global, Paychex Flex, Remote, Workday
no first choiceagainst: ADP, Kronos, Paycor, Paylocity, UKG Pro, Workday
MiniMax M2.5Rippling
Two alternativesADP Workforce Now, Papaya Global
ADPChanged
Five alternativesDayforce, Paycom, SAP SuccessFactors, UKG Pro, Workday
ADP, SAP SuccessFactors
Two alternativesOracle Fusion Cloud HCM, Workday
ADP Vantage/Workforce Now
Two alternativesSAP SuccessFactors, Workday
no first choice
Five alternativesDeel, One Payroll, Paylocity, Rippling, Workday
against: Workday
Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The record

One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Seventy-two rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 19:56no05 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:39yes26 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:33yes919 s
Direct recommendationPerplexity Sonarsonar2026-09-17 19:39yes207 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:16yes119 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 20:52yes96 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-17 20:00yes2873 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:10yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 21:31yes550 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:32yes1024 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:09yes1382 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 20:53yes924 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:37yes189 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:48yes56 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:23yes619 s
ParaphrasePerplexity Sonarsonar2026-09-17 21:24yes205 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 21:45yes3015 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 21:46yes54 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 21:36yes99 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:08yes52 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 21:09yes523 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:01yes923 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:31yes1374 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 21:21yes517 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:34yes99 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:19yes511 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 22:00yes1861 s
ComparativePerplexity Sonarsonar2026-09-17 21:01yes209 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 21:20yes2516 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 20:23yes515 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 19:52yes1821 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:42yes52 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:55yes1062 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:18yes1433 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:10yes14116 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 20:02yes830 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:49yes98 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:26yes35 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 20:05yes1527 s
Budget constrainedPerplexity Sonarsonar2026-09-17 18:39yes208 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 21:45yes4218 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 17:54yes2011 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 21:29yes1816 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:41yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:23yes1552 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:10yes1525 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 19:26yes1479 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 21:18yes2450 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:40yes1813 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:43no012 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:57no044 s
Scale constrainedPerplexity Sonarsonar2026-09-17 19:47yes199 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:23yes1711 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 20:13no07 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 21:43yes1928 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:08yes56 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:09yes1049 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 21:02yes1430 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 21:40no039 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 20:10yes523 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:57yes3414 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:41yes06 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:02yes2225 s
Negative framingPerplexity Sonarsonar2026-09-17 20:44yes205 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 19:22yes2417 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 21:35yes149 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 18:00yes2440 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:51yes57 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 17:59yes932 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:35yes2432 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:43yes20132 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:46yes2471 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

Category-scoped readings
Ceridian Dayforce read as Dayforce
Deel HR read as Deel
Deel Payroll read as Deel
Oracle read as Oracle Fusion Cloud HCM
Oracle (Fusion Cloud HCM) read as Oracle Fusion Cloud HCM
Oracle (HCM Cloud / Payroll) read as Oracle Fusion Cloud HCM
Oracle Cloud HCM read as Oracle Fusion Cloud HCM
Oracle HCM read as Oracle Fusion Cloud HCM
Oracle HCM Cloud read as Oracle Fusion Cloud HCM
Patriot read as Patriot Payroll
Paychex read as Paychex Flex
QuickBooks Online read as QuickBooks Payroll
RUN Powered by ADP read as ADP RUN
SAP read as SAP SuccessFactors
Wave read as Wave Payroll
Workday HCM read as Workday
Workday Payroll read as Workday
Unresolved, counted raw
ADP Enterprise / ADP Workforce Now or ADP Lyric HCM
ADP Vantage/Workforce Now
ADP Workforce Now / Lyric
Darwinbox/Ramco
FinStackk
One Payroll
Sage HR & Payroll
UKG (Ultimate Kronos Group) Pro & Ready
ZingHR
Discontinued, still offered
No shut-down product was recommended here.

Also in core hr and payroll

The other categories of this function, with the leader in each.
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