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 › September 2026 Edition

HR compliance and policy management

Asked as “HR compliance software”, and as “employee handbook and policy management tool”, on behalf of a mid-market B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Rippling
Contested
16% 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 businessGusto25%ContestedStanding →Mid-marketRippling16%ContestedThis pageEnterpriseWorkday22%ContestedStanding →

01The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01Rippling16%15%33accepted challenger
02Gusto12%8%26accepted challenger
03Paylocity8%5%20accepted challenger
04AirMason8%0%10accepted challenger
05Trainual8%0%10accepted challenger
06Homebase8%0%11accepted challenger
07BambooHR2%10%31accepted challenger
08SixFifty2%0%17accepted challenger
Show the three products at 0%, ordered by negative rate
11Justworks0%10%10accepted challenger
10Deel0%5%19accepted challenger
09Mitratech Mineral0%0%19accepted 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 GustoRippling vs PaylocityGusto 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
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Rippling16%
02Gusto12%
03Paylocity8%
04AirMason8%
05Trainual8%
06Homebase8%
07BambooHR2%
08SixFifty2%
09Mitratech Mineral0%
10Deel0%
11Justworks0%

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.
Rippling
15%
5 of 33 labels negative · 5 of 12 models
“Some platforms, like Rippling, are known for modular pricing that starts low but can escalate quickly with add-ons” Mistral Small, negative prompt
Workday
43%
3 of 7 labels negative · 3 of 12 models · 1 hard negative
“**Workday** – The EEOC filed an amicus brief supporting claims that its AI screening tools discriminate based on race, disability, and age” Kimi K2, negative prompt
BambooHR
10%
3 of 31 labels negative · 3 of 12 models
“basic HR platforms built for small businesses (like Gusto or entry-tier BambooHR) will no longer suffice” Gemini 3.5 Flash, scale prompt
Paychex Flex
38%
3 of 8 labels negative · 3 of 12 models
“Frequent user reports of data inaccuracies, multiple account manager changes during setup, integration glitches.” Grok 4.1 Fast, 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

63 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. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 816 links across 220 sites, every framing counted. Ranked by the number of answers carrying the site or page.

guideflow.com
vendor site · Guideflow42 answers · 42 citations · 10 models
peoplemanagingpeople.com
vendor site · People Managing People41 answers · 62 citations · 10 models
toolradar.com
34 answers · 34 citations · 9 models
g2.com
18 answers · 41 citations · 7 models
worldmetrics.org
16 answers · 26 citations · 9 models
gusto.com
vendor site · Gusto14 answers · 22 citations · 7 models
rippling.com
vendor site · Rippling12 answers · 31 citations · 6 models
airmason.com
vendor site · AirMason12 answers · 21 citations · 9 models
bamboohr.com
vendor site · BambooHR10 answers · 19 citations · 7 models
gitnux.org
10 answers · 12 citations · 5 models
hrcloud.com
vendor site · HR Cloud10 answers · 11 citations · 7 models
trustradius.com
10 answers · 10 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.

guideflow.com/blog/hr-compliance-software
37 answers · 10 models
toolradar.com/guides/best-hr-compliance-software
34 answers · 9 models
peoplemanagingpeople.com/tools/best-compliance-software
32 answers · 10 models
gusto.com/resources/guides/best-hr-compliance-software
11 answers · 6 models
peoplemanagingpeople.com/tools/best-hr-compliance-system-for-small-business
11 answers · 7 models
dupple.com/learn/best-hr-compliance-software
9 answers · 5 models
peoplemanagingpeople.com/tools/best-employee-handbook-software
9 answers · 9 models
workmotion.com/blog/hr-compliance-software-solutions
9 answers · 6 models
worldmetrics.org/best/employee-handbook-software
9 answers · 9 models
airmason.com/blog/top-20-employee-handbook-software-of-2026
8 answers · 8 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 HR compliance software for a mid-market B2B company?”Paraphrase“Which employee handbook and policy management tool would you recommend to a mid-sized B2B company?”Comparative“What are the top HR compliance tools and how do they differ?”Budget-constrained“What is the best HR compliance software for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a HR compliance software. What should we look at?”Negative“Which HR compliance tools should I avoid or be cautious about?”
Claude Haiku 4.5Rippling
Three alternativesADP Workforce Now, BambooHR, Paylocity
TrainualChanged
Two alternativesAirMason, Blissbook
no first choiceZenefits
Three alternativesGusto, Mitratech Mineral, Zoho People
no first choicenothing named
GPT-5.4 miniRippling
Three alternativesADP SmartCompliance, Mitratech Mineral, SixFifty
HandbookChanged
One alternativeADP SmartCompliance
no first choiceGusto
One alternativeRUN Powered
against: ADP SmartCompliance, Ripplingno first choicenothing named
Gemini 3.5 FlashRippling
Four alternativesADP Workforce Now, Deel, Paylocity, SixFifty
against: Gusto, WorkdaySixFiftyChanged
Five alternativesAirMason, BambooHR, Blissbook, Rippling, Trainual
no first choiceGusto, OnPay
Three alternativesHomebase, Mitratech Mineral, Zoho People
no first choice
Seven alternativesADP, Compli, Mitratech Mineral, Paycor, Paylocity, Rippling, SixFifty
against: BambooHR, Gustonothing named
Perplexity SonarRippling
Four alternativesBambooHR, Mitratech Mineral, Paycor, Paylocity
BlissbookChanged
Two alternativesAirMason, Trainual
no first choiceGusto, Homebase
Two alternativesBambooHR, Zoho People
no first choicenothing named
Grok 4.1 FastRippling
Four alternativesADP Workforce Now, BambooHR, Gusto, Paylocity
against: NamelyAirMasonChanged
Four alternativesBlissbook, Connecteam, Handbooks.io, Trainual
against: PowerDMSRippling
Five alternativesBambooHR, Deel, HR Acuity, Justworks, SixFifty
TalentHR
Four alternativesConnecteam, Deel, Gusto, Homebase
against: BambooHRNamely, Paylocity
One alternativeBambooHR
against: ADP, ChatGPT, First Advantage Form I-9 Compliance, Paychex Flex, Rippling, Tyler Technologies, UKG Pro
Mistral SmallPaylocity
Two alternativesADP Workforce Now, Rippling
BambooHRChanged
Three alternativesAirMason, Document Locator, Trainual
no first choiceGusto
One alternativeSixFifty
no first choiceagainst: Rippling
DeepSeek V4 FlashRippling
Three alternativesDeel, Paylocity, TriNet
against: BambooHRMitratech PolicyHub, NAVEX PolicyTechChanged
Two alternativesBizmanualz OnPolicy, GoCo
no first choice
Seven alternativesBambooHR, Checkr, Deel, HR Acuity, Justworks, Rippling, SixFifty
GoCo
Four alternativesBambooHR, Deel, Homebase, Justworks
no first choiceagainst: ADP, Factorial, Oracle Fusion Cloud HCM, Paychex Flex, Rippling, Workday
Llama 4 MaverickADP Workforce Now, PaylocityBlissbookChanged
Three alternativesAirMason, BambooHR, Trainual
no first choiceno first choiceno first choicenothing named
Qwen 3.7 FlashPaycor
Four alternativesADP Workforce Now, BambooHR, Paylocity, Rippling
AirMasonChanged
Two alternativesBambooHR, Trainual
Deel
Eight alternativesBambooHR, Dayforce, Gusto, Mitratech Mineral, Papaya Global, Remote, Rippling, WorkMotion
PolicyCloud
Four alternativesGusto, Paycor, VCompliance, Zenefits
no first choiceagainst: Oracle Fusion Cloud HCM, SAP SuccessFactorsagainst: Excel
Kimi K2HiBob, Rippling
One alternativeNamely
Blissbook, TrainualChanged
One alternativeAirMason
against: Notionno first choice
Seven alternativesDeel, Gusto, HR Acuity, Justworks, Mitratech Mineral, Rippling, SixFifty
Gusto, Homebase, Zoho People
Two alternativesBambooHR, SixFifty
no first choiceagainst: Eightfold AI, Paylocity, Workday
GLM 4.7 FlashXRippling
Six alternativesBambooHR, Deel, Gusto, Namely, Paycor, Personio
AirMason, TrainualChanged
Four alternativesBambooHR, Blissbook, Connecteam, Notion
Deel, Rippling
Ten alternativesBambooHR, Dayforce, Ethico, Gusto, Mitratech Mineral, NAVEX One, Papaya Global, Remote, WorkBright, WorkMotion
against: Paychex FlexConnecteam, Homebase
Nine alternativesBambooHR, Deel, Gusto, HRDocket, Justworks, Mitratech Mineral, Rippling, SixFifty, Zoho People
no first choiceagainst: Bambee, Deel, Namely, Rippling
MiniMax M2.5Paylocity
Two alternativesMitratech Mineral, Rippling
AirMason, TrainualChanged
Two alternativesBambooHR, Notion
Rippling
Five alternativesADP SmartCompliance, BambooHR, Deel, Justworks, SixFifty
Gusto, Homebase
Two alternativesBambooHR, Mitratech Mineral
against: Justworksno first choicenothing named
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 19:08yes97 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:01yes25 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:38yes1628 s
Direct recommendationPerplexity Sonarsonar2026-09-17 19:16yes208 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 17:54yes3320 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 21:10yes55 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 19:58yes1818 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:35yes51 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:34yes732 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:12yes1233 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 19:41yes841 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 21:06yes515 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:43yes1910 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:33yes24 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:55yes1238 s
ParaphrasePerplexity Sonarsonar2026-09-17 18:23yes205 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:44yes2814 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 19:24yes54 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 19:58yes1716 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:17yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:29yes1050 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:59yes1540 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 21:24yes1942 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:08yes2230 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:34yes97 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 21:30yes58 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 20:10yes1220 s
ComparativePerplexity Sonarsonar2026-09-17 21:04yes209 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:31yes2114 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 18:13yes514 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 21:44yes1718 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:15yes52 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 21:33yes529 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 21:15yes1434 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:16yes1999 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 20:43yes2452 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:31yes108 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 21:06yes46 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:35yes1521 s
Budget constrainedPerplexity Sonarsonar2026-09-17 17:53yes204 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:42yes4018 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 19:05yes54 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 21:19yes1719 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:39yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:51no024 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:18yes1024 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 21:31yes1844 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:31yes842 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:48no07 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:47no07 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 22:05yes1350 s
Scale constrainedPerplexity Sonarsonar2026-09-17 17:56yes2011 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:35yes1613 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 20:11no06 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 20:06yes1016 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:39yes54 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 19:18no027 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:13yes1055 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:02yes1573 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:20no059 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 19:15no05 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:13no06 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 17:55yes1727 s
Negative framingPerplexity Sonarsonar2026-09-17 21:14yes207 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:41yes4122 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 19:48yes57 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-17 18:03yes3087 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:54yes54 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 21:11no027 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:58yes2435 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:17yes3452 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 17:55yes1435 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
Deel HR read as Deel
Mineral read as Mitratech Mineral
Mineral (Mitratech) read as Mitratech Mineral
Oracle read as Oracle Fusion Cloud HCM
Oyster HR read as Oyster
Patriot read as Patriot Software
Paychex read as Paychex Flex
SAP read as SAP SuccessFactors
Unresolved, counted raw
Bizmanualz OnPolicy
Citation Canada
Compaq
Compli
Document Locator
Ethico
Fits
HRDocket
Handbook
Hyperproof
OnBlick HR Compliance
OneHCM
Paychex SixFifty
PolicyCloud
Root HR
Toolradar
Toolradar's mid-market focused solutions
VCompliance
ZenFlip
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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