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. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
18%
Contested · Blissbook 15%
18Rippling15Blissbook15Zoho People53others
18% of first choices, contested.
Since October 2026▼−1Since October 2026: 19% → 18%, −1 point. Inside the 13-point floor: within noise.Rippling held the lead, −1 point on 19%, inside the 13-point floor.
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 business
Gusto25%Contested▲+4Since October 2026: 21% → 25%, +4 points. Inside the 13-point floor: within noise.Standing →Mid-market
Rippling18%Contested▼−1Since October 2026: 19% → 18%, −1 point. Inside the 13-point floor: within noise.This pageEnterprise
Workday22%Contested▼−1Since October 2026: 23% → 22%, −1 point. Inside the 13-point floor: within noise.Standing →
Gusto25%Contested▲+4Since October 2026: 21% → 25%, +4 points. Inside the 13-point floor: within noise.Standing →Mid-marketRippling18%Contested▼−1Since October 2026: 19% → 18%, −1 point. Inside the 13-point floor: within noise.This pageEnterpriseWorkday22%Contested▼−1Since October 2026: 23% → 22%, −1 point. Inside the 13-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Rippling18%7%44accepted challenger▼−1Since October 2026: 19% → 18%, −1 point. Inside the 13-point floor: within noise.19% → 18%
Rippling18%7%44accepted challenger▼−1Since October 2026: 19% → 18%, −1 point. Inside the 13-point floor: within noise.19% → 18%02
Blissbook15%0%13accepted challenger▲+9Since October 2026: 6% → 15%, +9 points. Inside the 13-point floor: within noise.6% → 15%
Blissbook15%0%13accepted challenger▲+9Since October 2026: 6% → 15%, +9 points. Inside the 13-point floor: within noise.6% → 15%03
Zoho People15%0%12accepted challenger▲+2Since October 2026: 13% → 15%, +2 points. Inside the 13-point floor: within noise.13% → 15%
Zoho People15%0%12accepted challenger▲+2Since October 2026: 13% → 15%, +2 points. Inside the 13-point floor: within noise.13% → 15%04Gusto11%15%26accepted challenger▼−2Since October 2026: 13% → 11%, −2 points. Inside the 13-point floor: within noise.13% → 11%
Gusto11%15%26accepted challenger▼−2Since October 2026: 13% → 11%, −2 points. Inside the 13-point floor: within noise.13% → 11%05
SixFifty7%5%21accepted challenger▲+5Since October 2026: 2% → 7%, +5 points. Inside the 13-point floor: within noise.2% → 7%
SixFifty7%5%21accepted challenger▲+5Since October 2026: 2% → 7%, +5 points. Inside the 13-point floor: within noise.2% → 7%06
Deel4%7%29accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise.2% → 4%
Deel4%7%29accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise.2% → 4%07
BambooHR4%10%39accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 13-point floor: within noise.4% → 4%
BambooHR4%10%39accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 13-point floor: within noise.4% → 4%08
Mitratech Mineral4%4%26accepted challenger▼−3Since October 2026: 7% → 4%, −3 points. Inside the 13-point floor: within noise.7% → 4%
Mitratech Mineral4%4%26accepted challenger▼−3Since October 2026: 7% → 4%, −3 points. Inside the 13-point floor: within noise.7% → 4%09
Paylocity4%8%13accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise.0% → 4%
Paylocity4%8%13accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise.0% → 4%10
ADP SmartCompliance2%0%10accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
ADP SmartCompliance2%0%10accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%11
Paycor2%0%11accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise.4% → 2%
Paycor2%0%11accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise.4% → 2%Show the three products at 0%, ordered by negative rate
14Workday0%21%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Workday0%21%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%13
Remote0%18%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Remote0%18%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%12
ADP Workforce Now0%0%14accepted challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 13-point floor: within noise.6% → 0%
ADP Workforce Now0%0%14accepted challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 13-point floor: within noise.6% → 0%The floor is 13 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
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.
All twenty-eight head-to-head pages: the top eight products, each against each
Rippling vs SixFiftyRippling vs DeelRippling vs BambooHRRippling vs Mitratech MineralBlissbook vs Zoho PeopleBlissbook vs GustoBlissbook vs SixFiftyBlissbook vs DeelBlissbook vs BambooHRBlissbook vs Mitratech MineralZoho People vs GustoZoho People vs SixFiftyZoho People vs DeelZoho People vs BambooHRZoho People vs Mitratech MineralGusto vs SixFiftyGusto vs DeelGusto vs BambooHRGusto vs Mitratech MineralSixFifty vs DeelSixFifty vs BambooHRSixFifty vs Mitratech MineralDeel vs BambooHRDeel vs Mitratech MineralBambooHR vs Mitratech Mineral
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 →
0102030405060708091011121314Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Rippling18%
Rippling18%02Blissbook15%
Blissbook15%03Zoho People15%
Zoho People15%04Gusto11%
Gusto11%05SixFifty7%
SixFifty7%06Deel4%
Deel4%07BambooHR4%
BambooHR4%08Mitratech Mineral4%
Mitratech Mineral4%09Paylocity4%
Paylocity4%10ADP SmartCompliance2%
ADP SmartCompliance2%11Paycor2%
Paycor2%12ADP Workforce Now0%
ADP Workforce Now0%13Remote0%
Remote0%14Workday0%
Workday0%What they warned about
Zero of fourteen 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, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B 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.
Gusto15%
4 of 26 labels negative · 4 of 14 models · 2 hard negative
“Tax deposit failures: Multiple users report Gusto making late payroll tax deposits, resulting in IRS penalties” Kimi K2, negative prompt
ADP43%
3 of 7 labels negative · 3 of 14 models · 1 hard negative
“Major ERISA settlement: Paid $48 million to settle claims about underperforming 401(k) investment options” Kimi K2, negative prompt
BambooHR10%
4 of 39 labels negative · 3 of 14 models · 1 hard negative
“What to Avoid on a Tight Budget - BambooHR – Excellent but starts at ~$10/employee/month” DeepSeek V4 Flash, budget prompt
Rippling7%
3 of 44 labels negative · 3 of 14 models · 1 hard negative
“What to Avoid on a Tight Budget ... Rippling – Powerful but priced for mid-market” DeepSeek V4 Flash, budget prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
73 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 790 links across 207 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
28 answers · 43 citations · 11 models
vendor site · G225 answers · 42 citations · 10 models
21 answers · 27 citations · 8 models
vendor site · Paycor21 answers · 27 citations · 9 models
vendor site · Rippling17 answers · 22 citations · 11 models
17 answers · 17 citations · 8 models
vendor site · Guideflow16 answers · 17 citations · 9 models
vendor site · Gusto15 answers · 21 citations · 9 models
14 answers · 14 citations · 7 models
13 answers · 15 citations · 8 models
vendor site · Blissbook10 answers · 23 citations · 10 models
vendor site · Paycom10 answers · 16 citations · 6 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.
18 answers · 9 models
17 answers · 8 models
14 answers · 7 models
13 answers · 6 models
12 answers · 8 models
12 answers · 6 models
11 answers · 8 models
8 answers · 5 models
8 answers · 8 models
8 answers · 8 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 |
|---|---|---|---|---|---|---|---|---|
| Rippling rippling.com | 18% | 1438 | 301,000 | 17,886 | 712,399 | $42,013 | 115 | 3 |
| Blissbook blissbook.com | 15% | 30 | 590 | 0 | 2,182 | 7 | ||
| Zoho parent site Zoho People 15% | 15% | 309 | 6,600 | 50 | ||||
| Gusto gusto.com Gusto 11%, Gusto Simple 2% | 13% | 742 | 673,000 | 10,560 | 1,629,483 | 118 | ||
| SixFifty sixfifty.com | 7% | 59 | 1,900 | 21 | 18,081 | $1,377 | 26 | 5 |
| Deel deel.com | 4% | 480 | 40,500 | 1,210 | 307,175 | $330,608 | 118 | |
| BambooHR bamboohr.com | 4% | 1074 | 90,500 | 551 | 1,055,247 | $44,698 | 106 | |
| Mitratech mitratech.com Mitratech Mineral 4% | 4% | 79 | 3,600 | 159 | 46,305 company | $10,768 | 106 | 4 |
| Paylocity paylocity.com | 4% | 250 | 1,220,000 | 2,380 | 1,682,033 | $8,493 | 79 | |
| AirMason airmason.com | 4% | 15 | 480 | 0 | 5,112 | 9 |
Google's top ten for the three searches hold 24 sites; 2 of them are among the sites the models cited here (peoplemanagingpeople.com, rippling.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 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 4.5ADP SmartComplianceAirMasonChangedDeelZenefits, Zoho Peopleno first choicenothing named
Four alternatives
BambooHR, Mitratech Mineral, Paycor, RipplingFour alternatives
ADP Workforce Now, Blissbook, ComplianceBridge, Handbooks.ioNine alternatives
ADP, HR Acuity, HR Cloud, NAVEX, Oyster, Paychex Flex, Paylocity, Rippling, WorkdayTwo alternatives
Deel, Mitratech MineralGPT-5.4 miniMitratech Mineral, RipplingSixFiftyChangedRipplingZoho Peopleno first choicenothing named
One alternative
ADP SmartComplianceOne alternative
HandbookEight alternatives
ADP SmartCompliance, ADP TotalSource, BambooHR, Deel, G-P, Mitratech Mineral, Paycom, RemoteTwo alternatives
BambooHR, GustoGemini 3.5 FlashRipplingAirMason, BlissbookChangedRippling, SixFiftyGustono first choiceagainst: Google Drive
Four alternatives
ADP Workforce Now, Deel, Paylocity, SixFiftyThree alternatives
Rippling, SixFifty, TrainualSix alternatives
Deel, Gusto, Mitratech Mineral, NAVEX, Remote, Tracker I-9Five alternatives
Bambee, Deel, Homebase, Rippling, Zoho PeoplePerplexity SonarRipplingBlissbookChangedno first choiceagainst: Checkr, Cornerstone, iSpring LMSGustoagainst: BambooHRno first choicenothing named
Three alternatives
ADP Workforce Now, BambooHR, Mitratech MineralThree alternatives
Mitratech Mineral, SixFifty, SliteTwelve alternatives
ADP SmartCompliance, BambooHR, Deel, Gusto, HR Acuity, Justworks, Mitratech Mineral, NAVEX, Paylocity, SixFifty, WorkMotion, WorkdayThree alternatives
Deel, Sage HR, Zoho PeopleGrok 4.20Ripplingagainst: WorkdayBlissbookChangedagainst: TrainualGloroots, PersonioGusto, Zoho Peopleagainst: Homebaseno first choiceagainst: ADP, ADP Global, BambooHR, Deel, Remote, Rippling, ThinkHR/Mitratech Mineral
Three alternatives
BambooHR, Mitratech Mineral, PaylocityThree alternatives
AirMason, Handbooks.io, WaybookFive alternatives
ComplianceHR, Keka, StarCompliance, factoHR, greytHRFour alternatives
Bambee, BambooHR, Mitratech Mineral, RipplingMistral SmallPaylocity, RipplingBlissbook, TrainualChangedRipplingGusto, SixFiftyagainst: Ripplingno first choicenothing named
Two alternatives
HiBob, PaycorOne alternative
Handbooks.ioThree alternatives
BambooHR, Deel, GustoTwo alternatives
Bambee, Mitratech MineralDeepSeek V4 FlashRipplingBlissbook, SixFiftyChangedADP Workforce Now, Ripplingagainst: Paychex FlexZoho Peopleagainst: BambooHR, Keka, Rippling, factoHRno first choiceagainst: BambooHR, Workdayagainst: ADP, Bard, ChatGPT, Claude, Gusto, Paychex Flex, Paylocity, UKG Pro
Two alternatives
ADP Workforce Now, PaycorOne alternative
Mitratech MineralSix alternatives
BambooHR, Deel, GovDocs, Gusto, Mitratech Mineral, PaycorThree alternatives
Gusto, SixFifty, TalentHRLlama 4 Maverickno first choiceTrainualChangedno first choiceDeel, Zoho Peopleno first choicenothing named
Three alternatives
Blissbook, Handbooks.io, SweetProcessFourteen alternatives
Bambee, Factorial, HRLocker, JazzHR, Justworks, Mitratech Mineral, Netchex, Rippling, SAP SuccessFactors, Sage HR, Sentrient, SixFifty, TriNet, WorkdayQwen 3.7 FlashRipplingBlissbookChangedDeelGusto, Hourly+no first choiceagainst: Gusto, Oracle Fusion Cloud HCM, SAP SuccessFactorsnothing named
Three alternatives
ADP Workforce Now, SixFifty, WorkBrightThree alternatives
Rippling, Slite, WaybookThree alternatives
HR Acuity, Justworks, MitratechTwo alternatives
TimeTrex, Zoho PeopleKimi K2BambooHR, Paycoragainst: WorkdayBlissbook, RipplingChangedRipplingZoho Peopleno first choiceagainst: ADP, Deel, Gusto, Paychex Flex, Remote
Two alternatives
ADP Workforce Now, RipplingTwo alternatives
AirMason, WaybookSeven alternatives
Blissbook, Deel, Gloroots, Gusto, Mitratech Mineral, TalentHR, WorkdayFive alternatives
BambooHR, Deel, Freshteam, Gusto, HomebaseGLM 4.7 FlashXPaylocitySixFiftyChangedRipplingZoho Peopleagainst: Mitratech Mineral, SixFiftyno first choiceagainst: Connecteam, Generic AI‑driven HR assistants, Gusto, Homebase, OnBlick HR Compliance, WorkBright
Three alternatives
ADP SmartCompliance, Deel, RipplingThree alternatives
AirMason, Blissbook, RipplingNine alternatives
ADP TotalSource, ADP Workforce Now, BambooHR, BrightHR, Deel, Employment Hero, Gusto, Remote, WorkdayFour alternatives
BambooHR, Deel, Gusto, HomebaseMiniMax M2.5RipplingWaybookChangedno first choiceBambooHR, Gustono first choicenothing named
Eight alternatives
ADP SmartCompliance, BambooHR, Cornerstone OnDemand, HiBob, Justworks, Paycor, Paylocity, SixFiftyTwo alternatives
AirMason, NAVEX PolicyTechEight alternatives
ADP, BambooHR, Deel, Gusto, Mitratech Mineral, Remote, Rippling, WorkBrightFour alternatives
Homebase, OnPay, Rippling, Zoho PeopleGPT-6 LunaMitratech MineralBlissbookChangedno first choiceGusto Simpleno first choicenothing named
Two alternatives
SixFifty, UKG ReadyOne alternative
SixFiftySeven alternatives
ADP SmartCompliance, Deel, Gusto, HR Acuity, Mitratech Mineral, Rippling, SixFiftyOne alternative
Mitratech MineralMuse Glimmer 30BRipplingWaybookChangedDeelDeel, Zoho Peopleno first choiceagainst: ChatGPT, Copilot, HireVue, Zenefits
Eight alternatives
ADP Workforce Now, BambooHR, Deel, Mitratech Mineral, Paycom, Paycor, Paylocity, RemoteOne alternative
BlissbookEleven alternatives
ADP SmartCompliance, BambooHR, Citation Canada, HR Acuity, Justworks, Mitratech, Mitratech Mineral, Mitratech Perform, Paylocity, Rippling, SixFiftyThree alternatives
Gusto, Rippling, SixFiftyBold 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.
Eighty-four 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 | 2026-11-01 10:21 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:07 | yes | 2 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 08:53 | no | 0 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:35 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:09 | yes | 14 | 37 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:35 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:11 | yes | 19 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:07 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:18 | yes | 5 | 33 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:56 | yes | 9 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:47 | yes | 25 | 52 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:49 | yes | 5 | 19 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:12 | yes | 3 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:40 | yes | 13 | 27 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:56 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:55 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:19 | yes | 7 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:49 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:06 | yes | 13 | 34 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:39 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:04 | yes | 20 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:47 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:37 | yes | 5 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:51 | yes | 14 | 34 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:08 | yes | 24 | 86 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:31 | yes | 24 | 51 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:56 | yes | 4 | 19 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:15 | yes | 13 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:35 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:08 | yes | 3 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:25 | yes | 9 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:44 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:08 | yes | 5 | 30 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:33 | yes | 10 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:58 | yes | 23 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:54 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:57 | yes | 9 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:47 | yes | 15 | 28 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:27 | yes | 19 | 47 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:36 | yes | 10 | 60 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:53 | yes | 7 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:18 | yes | 14 | 19 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:47 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:08 | yes | 1 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:21 | no | 0 | 17 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:21 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:12 | yes | 9 | 32 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:33 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:56 | yes | 24 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:25 | yes | 6 | 4 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:55 | no | 0 | 31 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:39 | yes | 17 | 20 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:09 | yes | 24 | 58 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:06 | yes | 5 | 58 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:27 | yes | 3 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:59 | yes | 12 | 28 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:00 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:36 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 08:46 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:21 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:18 | yes | 5 | 34 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:11 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:00 | yes | 18 | 35 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:48 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:35 | no | 0 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:15 | yes | 13 | 21 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:09 | yes | 10 | 93 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:37 | no | 0 | 21 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:04 | yes | 3 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:28 | yes | 14 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:26 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:36 | yes | 5 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:45 | yes | 10 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:32 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:30 | yes | 14 | 43 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:19 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:34 | yes | 24 | 41 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:37 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:42 | no | 0 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:02 | yes | 24 | 37 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:29 | yes | 14 | 37 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:28 | no | 0 | 17 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:12 | yes | 4 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:57 | yes | 25 | 35 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Deel HR read as Deel
Mineral read as Mitratech Mineral
Mineral (by Mitratech) read as Mitratech Mineral
Mineral (formerly Mitratech Mineral HR) read as Mitratech Mineral
Mineral (formerly ThinkHR / Mammoth) read as Mitratech Mineral
Mineral by Mitratech read as Mitratech Mineral
NAVEX One (PolicyTech) read as NAVEX PolicyTech
Oracle read as Oracle Fusion Cloud HCM
Oyster HR read as Oyster
Paychex read as Paychex Flex
SAP read as SAP SuccessFactors
Workday HCM read as Workday
Unresolved, counted raw
Bard
Citation Canada
Compliance 360
Everify
Generic AI‑driven HR assistants
GovDocs
Hourly+
LogicGate
Sentrient
TechTarget
ThinkHR/Mitratech Mineral
Tracker I-9 (by Mitratech)
Discontinued, still offered
No shut-down product was recommended here.