HR AI Index
Index Core HR and payroll HR compliance › Enterprise September 2026 Edition

HR compliance and policy management for enterprise buyers

Asked as “HR compliance software”, and as “employee handbook and policy management tool”, on behalf of an enterprise B2B company. 46 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Contested
22% of first choices, contested.

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.

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
01Workday22%20%41accepted challenger
02Rippling17%16%32accepted challenger
03Dayforce4%8%26accepted challenger
04SAP SuccessFactors4%12%17accepted challenger
05BambooHR4%47%15criticized challenger
06Oracle Fusion Cloud HCM2%0%11accepted challenger
07UKG Pro2%15%13accepted challenger
Show the two products at 0%, ordered by negative rate
08Deel0%7%15accepted challenger
09Mitratech0%0%11accepted 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.

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
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Workday22%
02Rippling17%
03Dayforce4%
04SAP SuccessFactors4%
05BambooHR4%
06Oracle Fusion Cloud HCM2%
07UKG Pro2%
08Deel0%
09Mitratech0%

02What they warned about

Zero of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, 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.
Workday
20%
8 of 41 labels negative · 5 of 12 models · 2 hard negative
“a federal judge granted class certification against Workday, Inc. (as an *agent* of employers) for allegedly ageist and discriminatory AI screening software” DeepSeek V4 Flash, negative prompt
Rippling
16%
5 of 32 labels negative · 4 of 12 models · 1 hard negative
“users report missing enterprise reporting, slow performance at scale, and support delays for complex issues. Better for mid-market.” Grok 4.1 Fast, negative prompt
BambooHR
47%
7 of 15 labels negative · 3 of 12 models · 4 hard negative
“avoid DIY documents or SMB tools like BambooHR's handbook feature — they lack the distribution targeting, attestation evidence, and scale” DeepSeek V4 Flash, paraphrase prompt
Tyler Technologies
100%
2 of 2 labels negative · 2 of 12 models · 1 hard negative
“**Tyler Technologies:** Suffered a 2024 breach exposing names, Social Security numbers, and driver's license data, leading to breach of contract lawsuits.” Kimi K2, 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. 1006 links across 311 sites, every framing counted. Ranked by the number of answers carrying the site or page.

vendor site · People Managing People44 answers · 52 citations · 10 models
vendor site · Guideflow42 answers · 43 citations · 10 models
36 answers · 37 citations · 9 models
23 answers · 27 citations · 9 models
vendor site · Gusto22 answers · 24 citations · 9 models
vendor site · Rippling20 answers · 35 citations · 9 models
18 answers · 47 citations · 10 models
18 answers · 18 citations · 7 models
16 answers · 24 citations · 8 models
vendor site · AirMason14 answers · 27 citations · 9 models
13 answers · 15 citations · 8 models
13 answers · 14 citations · 8 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.

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 HR compliance software for an enterprise B2B company?”Paraphrase“Which employee handbook and policy management tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade HR compliance tools and how do they differ?”Budget-constrained“What is the best HR compliance 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 HR compliance software. What should we look at?”Negative“Which HR compliance tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5ADP SmartCompliance, Workday
Three alternativesDeel, HR Acuity, Paychex Flex
BlissbookChanged
Two alternativesAirMason, Guideflow
ADP SmartCompliance, Workday
Two alternativesDeel, Paychex Flex
ADP Workforce Now or ADP SmartCompliance
Two alternativesPaychex Flex, Workday
no first choiceagainst: Paychex Flex
GPT-5.4 miniWorkday
One alternativeDayforce
NAVEX OneChanged
One alternativeBrightmine
ADP SmartCompliance
Seven alternativesADP Lyric HCM / ADP enterprise HCM, ADP TotalSource, Dayforce, Paycom, Rippling, UKG Pro, Workday
Rippling
Three alternativesADP SmartCompliance, Dayforce, Paycom
no first choicenothing named
Gemini 3.5 FlashRippling
Five alternativesADP, Deel, Ethena, Remote, SixFifty
AirMasonChanged
Three alternativesBlissbook, NAVEX One, SixFifty
no first choice
Ten alternativesADP, ComplianceHR, Dayforce, Deel, Mitratech Mineral, Rippling, SixFifty, Skillsoft, Traliant, Workday
SixFifty
Three alternativesADP SmartCompliance, Mitratech, PowerDMS
no first choicenothing named
Perplexity SonarWorkday
Four alternativesADP SmartCompliance, HR Acuity, NAVEX One, Rippling
BlissbookChanged
Two alternativesAirMason, Trainual
no first choiceWorkday
Two alternativesRippling, SAP SuccessFactors
no first choicenothing named
Grok 4.1 FastUKG Pro, Workday
Three alternativesADP Workforce Now, Dayforce, Rippling
NAVEX PolicyTechChanged
Three alternativesMitratech PolicyHub, PowerDMS, ServiceNow Policy & Compliance
against: BambooHR, Blissbook or AirMason, Trainual, Workday, Zenefits
Rippling
Six alternativesADP Workforce Now/SmartCompliance, Dayforce, Oracle Fusion Cloud HCM, SAP SuccessFactors, UKG Pro, Workday
Dayforce
Two alternativesADP Workforce Now, UKG Pro
against: BambooHR, Deel, Gusto, Rippling, Workday
no first choiceagainst: ADP Global Payroll, BambooHR, Dayforce, Gusto, Rippling, SAP SuccessFactors, UKG Pro, Workday, Zenefits
Mistral SmallRippling
One alternativeWorkday
BambooHR, TrainualChangedWorkday
Five alternativesDayforce, Deel, Justworks, Mitratech, Rippling
Dayforce, Workdayagainst: BambooHR, Ripplingno first choicenothing named
DeepSeek V4 FlashRippling
Four alternativesADP, Dayforce, Mitratech, Workday
NAVEX PolicyTechChanged
One alternativeMitratech PolicyHub
against: BambooHR
Workday
Six alternativesADP SmartCompliance, Compliance Navigator / Mitratech, Deel, NAVEX One, Oracle Fusion Cloud HCM, SAP SuccessFactors
against: Convercent
Rippling
Two alternativesDayforce, Workday
against: ADP, BambooHR
no first choiceagainst: BambooHR, Dayforce, Rippling, Workday
Llama 4 Maverickno first choiceTrainualChanged
Three alternativesAirMason, Blissbook, Guideflow
no first choiceno first choiceRippling
Two alternativesBambooHR, Gusto
nothing named
Qwen 3.7 FlashWorkday
Four alternativesCority, Dayforce, Mitratech, SAP SuccessFactors
NAVEX OneChanged
Four alternativesAirMason, MetricStream, SAP SuccessFactors, Workday
HR Acuity, SixFifty
Six alternativesDayforce, Deel/Remote, Mitratech, Oracle Fusion Cloud HCM, SAP SuccessFactors, Workday
ADP
Three alternativesDayforce, UKG Pro, Workday
no first choicenothing named
Kimi K2Workday
Two alternativesOracle Fusion Cloud HCM, SAP SuccessFactors
Mitratech PolicyHub, NAVEX PolicyTechChanged
Two alternativesAirMason, ConvergePoint
SAP SuccessFactors, Workday
Four alternativesADP Workforce Now, Dayforce, Oracle Fusion Cloud HCM, Rippling
Oracle Fusion Cloud HCM, SAP SuccessFactors
Two alternativesDayforce, UKG Pro
against: IceHrm Pro, Workday
no first choiceagainst: Eightfold AI, Tyler Technologies, UKG Pro, Workday
GLM 4.7 FlashXSAP SuccessFactors, Workday
Four alternativesADP, Dayforce, Oracle Fusion Cloud HCM, Rippling
BlissbookChanged
One alternativeAirMason
Workday
Seven alternativesBambooHR, Dayforce, Deel, Gusto, Oracle Fusion Cloud HCM, Rippling, SAP SuccessFactors
QHRM, Rippling
One alternativeADP SmartCompliance
against: SAP SuccessFactors, Workday
no first choicenothing named
MiniMax M2.5Rippling, Workday
Five alternativesADP Workforce Now, Dayforce, Mitratech, SAP SuccessFactors, UKG Pro
NAVEX One, Onspring Policy ManagementChanged
Three alternativesAirMason, PowerPolicy by PowerDMS, Trainual
Deel
Three alternativesMitratech, Rippling, Workday
ADP Workforce Now, BambooHR
Two alternativesDayforce, Deel
against: Rippling
no first choiceagainst: Paradox, Tyler Technologies, UKG/Kronos, 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 20:46yes99 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 21:41yes26 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:36yes1628 s
Direct recommendationPerplexity Sonarsonar2026-09-17 18:56yes207 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 19:56yes3617 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 18:14yes1811 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 18:53yes1721 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:15yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:18yes730 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:15yes1022 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:44yes1470 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 20:04yes925 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 19:51yes98 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:16yes25 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:06yes1324 s
ParaphrasePerplexity Sonarsonar2026-09-17 21:31yes205 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 21:09yes4423 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 18:56yes54 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 19:54yes1314 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 21:10yes52 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:01yes1046 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 21:17yes2233 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:55yes2863 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:57yes1433 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:35yes98 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 21:44yes813 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:51yes2523 s
ComparativePerplexity Sonarsonar2026-09-17 20:31yes2010 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:04yes2920 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 19:58yes1311 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 20:45yes2825 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:57yes53 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 19:37yes20105 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:23yes2149 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:54yes1331 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:38yes922 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 21:42yes97 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:58yes27 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:56yes2654 s
Budget constrainedPerplexity Sonarsonar2026-09-17 21:25yes207 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 19:39yes4722 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 18:52yes55 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-17 18:47yes2747 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:30yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:01no032 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 21:32yes2839 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:10yes2893 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:24yes1657 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:11no09 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:10no010 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:54no045 s
Scale constrainedPerplexity Sonarsonar2026-09-17 19:55yes2010 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:06yes2415 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 18:23no08 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 18:27yes3035 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:12yes54 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 19:00no038 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:42yes1531 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 19:50yes29115 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 21:13yes1340 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 19:32yes178 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:48yes69 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:20yes1928 s
Negative framingPerplexity Sonarsonar2026-09-17 18:45yes206 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:57yes3122 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 20:19yes55 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 19:40yes3037 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:32yes53 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 21:13yes1043 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 21:20yes2562 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:45yes2379 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:59yes1767 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
Mineral (formerly ThinkHR + Mammoth) read as Mitratech Mineral
OneTrust Convercent read as Convercent
Oracle read as Oracle Fusion Cloud HCM
Oracle HCM read as Oracle Fusion Cloud HCM
Oracle HCM Cloud read as Oracle Fusion Cloud HCM
Paychex read as Paychex Flex
SAP SuccessFactors HCM read as SAP SuccessFactors
SuccessFactors read as SAP SuccessFactors
Workday HCM read as Workday
Unresolved, counted raw
ADP Lyric HCM / ADP enterprise HCM
ADP Workforce Now or ADP SmartCompliance
ADP Workforce Now/SmartCompliance
Blissbook or AirMason
Compliance Navigator / Mitratech (GRC)
ComplianceHR (fueled by Littler)
ConvergePoint
Cority
Equifax I-9 Manage
HRMWare
MetricStream
Onspring Policy Management
Pearson Education
PowerPolicy by PowerDMS
QHRM
ServiceNow Policy & Compliance
Discontinued, still offered
No shut-down product was recommended here.
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