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 · first-choice share
22%
Contested · Rippling 17%
22Workday17Rippling13NAVEX PolicyTech48others
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.
The 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
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
Rippling vs TrainualRippling vs HomebaseRippling vs BambooHRRippling vs SixFiftyGusto vs PaylocityGusto vs AirMasonGusto vs TrainualGusto vs HomebaseGusto vs BambooHRGusto vs SixFiftyPaylocity vs AirMasonPaylocity vs TrainualPaylocity vs HomebasePaylocity vs BambooHRPaylocity vs SixFiftyAirMason vs TrainualAirMason vs HomebaseAirMason vs BambooHRAirMason vs SixFiftyTrainual vs HomebaseTrainual vs BambooHRTrainual vs SixFiftyHomebase vs BambooHRHomebase vs SixFiftyBambooHR vs SixFifty
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
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Workday22%
Workday22%02Rippling17%
Rippling17%03Dayforce4%
Dayforce4%04SAP SuccessFactors4%
SAP SuccessFactors4%05BambooHR4%
BambooHR4%06Oracle Fusion Cloud HCM2%
Oracle Fusion Cloud HCM2%07UKG Pro2%
UKG Pro2%08Deel0%
Deel0%09Mitratech0%
Mitratech0%What 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 4.20, 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.
Workday20%
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
Rippling16%
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 4.20, negative prompt
BambooHR47%
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 Technologies100%
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
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
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. 1105 links across 336 sites, every framing counted. Ranked by the number of answers carrying the site or page.
47 answers · 55 citations · 11 models
vendor site · Guideflow45 answers · 48 citations · 11 models
36 answers · 37 citations · 9 models
vendor site · Gusto24 answers · 26 citations · 10 models
vendor site · Rippling23 answers · 38 citations · 10 models
23 answers · 27 citations · 9 models
vendor site · G219 answers · 48 citations · 11 models
18 answers · 18 citations · 7 models
16 answers · 24 citations · 8 models
vendor site · AirMason15 answers · 29 citations · 10 models
vendor site · WorkMotion15 answers · 15 citations · 8 models
13 answers · 15 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.
38 answers · 11 models
36 answers · 9 models
33 answers · 10 models
23 answers · 10 models
21 answers · 9 models
17 answers · 7 models
15 answers · 8 models
12 answers · 8 models
10 answers · 10 models
10 answers · 10 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best hr compliance software”, “hr compliance software”, “hr compliance tools”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Workday workday.com | 22% | 352 | 1,220,000 | 23,848 | 2,213,450 | 80 | ||
| Rippling rippling.com | 17% | 1438 | 301,000 | 17,886 | 712,399 | $42,013 | 115 | 3 |
| NAVEX PolicyTech navex.com | 13% | 12 | 140 | 8 | 21,159 | 48 | 7 | |
| Blissbook blissbook.com | 7% | 30 | 590 | 0 | 2,182 | 7 | ||
| Ceridian dayforce.com Dayforce 4% | 4% | 339 | 450,000 | 2,983 | 208,252 | 38 | 6 | |
| SAP parent site SAP SuccessFactors 4% | 4% | 389 | 135,000 | 74,309 | ||||
| Trainual trainual.com | 4% | 107 | 22,200 | 94 | 40,498 | 10 | ||
| BambooHR bamboohr.com | 4% | 1074 | 90,500 | 551 | 1,055,247 | $44,698 | 106 | |
| ADP parent site ADP SmartCompliance 2%, ADP Workforce Now 2% | 4% | 508 | 2,740,000 | 23,897 | ||||
| Oracle parent site Oracle Fusion Cloud HCM 2% | 2% | 310 | 450,000 | 66,611 |
Google's top ten for the three searches hold 24 sites; 3 of them are among the sites the models cited here (peoplemanagingpeople.com, rippling.com, workmotion.com). The first result for “best hr compliance software” is reddit.com.
How 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.ShowHide
How 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.
ShowHideModelDirect“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, WorkdayBlissbookChangedADP SmartCompliance, WorkdayADP Workforce Now or ADP SmartComplianceno first choiceagainst: Paychex Flex
Three alternatives
Deel, HR Acuity, Paychex FlexTwo alternatives
AirMason, GuideflowTwo alternatives
Deel, Paychex FlexTwo alternatives
Paychex Flex, WorkdayGPT-5.4 miniWorkdayNAVEX PolicyTechChangedADP SmartComplianceRipplingno first choicenothing named
One alternative
DayforceOne alternative
BrightmineSeven alternatives
ADP Lyric HCM, ADP TotalSource, Dayforce, Paycom, Rippling, UKG Pro, WorkdayThree alternatives
ADP SmartCompliance, Dayforce, PaycomGemini 3.5 FlashRipplingAirMasonChangedno first choiceSixFiftyno first choicenothing named
Five alternatives
ADP, Deel, Ethena, Remote, SixFiftyThree alternatives
Blissbook, NAVEX PolicyTech, SixFiftyTen alternatives
ADP, ComplianceHR, Dayforce, Deel, Mitratech Mineral, Rippling, SixFifty, Skillsoft, Traliant, WorkdayThree alternatives
ADP SmartCompliance, Mitratech, PowerDMSPerplexity SonarWorkdayBlissbookChangedno first choiceWorkdayno first choicenothing named
Four alternatives
ADP SmartCompliance, HR Acuity, NAVEX PolicyTech, RipplingTwo alternatives
AirMason, TrainualTwo alternatives
Rippling, SAP SuccessFactorsGrok 4.20UKG Pro, WorkdayNAVEX PolicyTechChangedagainst: BambooHR, Blissbook or AirMason, Trainual, Workday, ZenefitsRipplingDayforceagainst: BambooHR, Deel, Gusto, Rippling, Workdayno first choiceagainst: ADP Global Payroll, BambooHR, Dayforce, Gusto, Rippling, SAP SuccessFactors, UKG Pro, Workday, Zenefits
Three alternatives
ADP Workforce Now, Dayforce, RipplingThree alternatives
Mitratech PolicyHub, PowerDMS, ServiceNow Policy & ComplianceSix alternatives
ADP Workforce Now, Dayforce, Oracle Fusion Cloud HCM, SAP SuccessFactors, UKG Pro, WorkdayTwo alternatives
ADP Workforce Now, UKG ProMistral SmallRipplingBambooHR, TrainualChangedWorkdayDayforce, Workdayagainst: BambooHR, Ripplingno first choicenothing named
One alternative
WorkdayFive alternatives
Dayforce, Deel, Justworks, Mitratech, RipplingDeepSeek V4 FlashRipplingNAVEX PolicyTechChangedagainst: BambooHRWorkdayagainst: ConvercentRipplingagainst: ADP, BambooHRno first choiceagainst: BambooHR, Dayforce, Rippling, Workday
Four alternatives
ADP, Dayforce, Mitratech, WorkdayOne alternative
Mitratech PolicyHubSix alternatives
ADP SmartCompliance, Compliance Navigator / Mitratech, Deel, NAVEX PolicyTech, Oracle Fusion Cloud HCM, SAP SuccessFactorsTwo alternatives
Dayforce, WorkdayLlama 4 Maverickno first choiceTrainualChangedno first choiceno first choiceRipplingnothing named
Three alternatives
AirMason, Blissbook, GuideflowTwo alternatives
BambooHR, GustoQwen 3.7 FlashWorkdayNAVEX PolicyTechChangedHR Acuity, SixFiftyADPno first choicenothing named
Four alternatives
Cority, Dayforce, Mitratech, SAP SuccessFactorsFour alternatives
AirMason, MetricStream, SAP SuccessFactors, WorkdaySix alternatives
Dayforce, Deel/Remote, Mitratech, Oracle Fusion Cloud HCM, SAP SuccessFactors, WorkdayThree alternatives
Dayforce, UKG Pro, WorkdayKimi K2WorkdayMitratech PolicyHub, NAVEX PolicyTechChangedSAP SuccessFactors, WorkdayOracle Fusion Cloud HCM, SAP SuccessFactorsagainst: IceHrm Pro, Workdayno first choiceagainst: Eightfold AI, Tyler Technologies, UKG Pro, Workday
Two alternatives
Oracle Fusion Cloud HCM, SAP SuccessFactorsTwo alternatives
AirMason, ConvergePointFour alternatives
ADP Workforce Now, Dayforce, Oracle Fusion Cloud HCM, RipplingTwo alternatives
Dayforce, UKG ProGLM 4.7 FlashXSAP SuccessFactors, WorkdayBlissbookChangedWorkdayQHRM, Ripplingagainst: SAP SuccessFactors, Workdayno first choicenothing named
Four alternatives
ADP, Dayforce, Oracle Fusion Cloud HCM, RipplingOne alternative
AirMasonSeven alternatives
BambooHR, Dayforce, Deel, Gusto, Oracle Fusion Cloud HCM, Rippling, SAP SuccessFactorsOne alternative
ADP SmartComplianceMiniMax M2.5Rippling, WorkdayNAVEX PolicyTech, Onspring Policy ManagementChangedDeelADP Workforce Now, BambooHRagainst: Ripplingno first choiceagainst: Paradox, Tyler Technologies, UKG/Kronos, Workday
Five alternatives
ADP Workforce Now, Dayforce, Mitratech, SAP SuccessFactors, UKG ProThree alternatives
AirMason, PowerPolicy by PowerDMS, TrainualThree alternatives
Mitratech, Rippling, WorkdayTwo alternatives
Dayforce, DeelBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Seventy-two rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:46 | yes | 9 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:41 | yes | 2 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:36 | yes | 16 | 28 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 18:56 | yes | 20 | 7 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 19:56 | yes | 36 | 17 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:14 | yes | 18 | 11 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:53 | yes | 17 | 21 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:15 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:18 | yes | 7 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:15 | yes | 10 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:44 | yes | 14 | 70 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:04 | yes | 9 | 25 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:51 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:16 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:06 | yes | 13 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 21:31 | yes | 20 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 21:09 | yes | 44 | 23 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:56 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:54 | yes | 13 | 14 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:10 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:01 | yes | 10 | 46 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:17 | yes | 22 | 33 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:55 | yes | 28 | 63 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:57 | yes | 14 | 33 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:35 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:44 | yes | 8 | 13 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:51 | yes | 25 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 20:31 | yes | 20 | 10 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:04 | yes | 29 | 20 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:58 | yes | 13 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:45 | yes | 28 | 25 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:57 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:37 | yes | 20 | 105 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:23 | yes | 21 | 49 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:54 | yes | 13 | 31 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:38 | yes | 9 | 22 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:42 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:58 | yes | 2 | 7 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:56 | yes | 26 | 54 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 21:25 | yes | 20 | 7 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 19:39 | yes | 47 | 22 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:52 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 18:47 | yes | 27 | 47 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:30 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:01 | no | 0 | 32 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:32 | yes | 28 | 39 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:10 | yes | 28 | 93 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:24 | yes | 16 | 57 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:11 | no | 0 | 9 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:10 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:54 | no | 0 | 45 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 19:55 | yes | 20 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:06 | yes | 24 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:23 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:27 | yes | 30 | 35 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:12 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:00 | no | 0 | 38 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:42 | yes | 15 | 31 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:50 | yes | 29 | 115 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:13 | yes | 13 | 40 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:32 | yes | 17 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:48 | yes | 6 | 9 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:20 | yes | 19 | 28 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 18:45 | yes | 20 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:57 | yes | 31 | 22 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:19 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:40 | yes | 30 | 37 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:32 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:13 | yes | 10 | 43 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:20 | yes | 25 | 62 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:45 | yes | 23 | 79 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:59 | yes | 17 | 67 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Ceridian Dayforce read as Dayforce
Deel HR read as Deel
Mineral (formerly ThinkHR + Mammoth) read as Mitratech Mineral
NAVEX One read as NAVEX PolicyTech
NAVEX One (PolicyTech) read as NAVEX PolicyTech
NAVEX One (formerly PolicyTech) read as NAVEX PolicyTech
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 Workforce Now or ADP SmartCompliance
Blissbook or AirMason
Compliance Navigator / Mitratech (GRC)
Cority
Equifax I-9 Manage
HRMWare
Onspring Policy Management
Pearson Education
PowerPolicy by PowerDMS
QHRM
ServiceNow Policy & Compliance
Discontinued, still offered
No shut-down product was recommended here.