HR compliance and policy management for small business buyers
Asked as “HR compliance software”, and as “employee handbook and policy management tool”, on behalf of a small B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
25%
Contested · Blissbook 11%
25Gusto11Blissbook09BambooHR55others
25% of first choices, contested.
Since October 2026▲+4Since October 2026: 21% → 25%, +4 points. Inside the 13-point floor: within noise.Gusto held the lead, +4 points on 21%, 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.This pageMid-market
Rippling18%Contested▼−1Since October 2026: 19% → 18%, −1 point. Inside the 13-point floor: within noise.Standing →Enterprise
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.This pageMid-marketRippling18%Contested▼−1Since October 2026: 19% → 18%, −1 point. Inside the 13-point floor: within noise.Standing →EnterpriseWorkday22%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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Gusto25%2%49accepted challenger▲+4Since October 2026: 21% → 25%, +4 points. Inside the 13-point floor: within noise.21% → 25%
Gusto25%2%49accepted challenger▲+4Since October 2026: 21% → 25%, +4 points. Inside the 13-point floor: within noise.21% → 25%02
Blissbook11%0%11accepted challenger▲+8Since October 2026: 3% → 11%, +8 points. Inside the 13-point floor: within noise.3% → 11%
Blissbook11%0%11accepted challenger▲+8Since October 2026: 3% → 11%, +8 points. Inside the 13-point floor: within noise.3% → 11%03
BambooHR9%2%46accepted challenger▼−3Since October 2026: 12% → 9%, −3 points. Inside the 13-point floor: within noise.12% → 9%
BambooHR9%2%46accepted challenger▼−3Since October 2026: 12% → 9%, −3 points. Inside the 13-point floor: within noise.12% → 9%04Rippling9%0%44accepted challenger▲+4Since October 2026: 5% → 9%, +4 points. Inside the 13-point floor: within noise.5% → 9%
Rippling9%0%44accepted challenger▲+4Since October 2026: 5% → 9%, +4 points. Inside the 13-point floor: within noise.5% → 9%05
SixFifty9%12%26accepted challenger▲+7Since October 2026: 2% → 9%, +7 points. Inside the 13-point floor: within noise.2% → 9%
SixFifty9%12%26accepted challenger▲+7Since October 2026: 2% → 9%, +7 points. Inside the 13-point floor: within noise.2% → 9%06
Mitratech Mineral4%0%30accepted challenger▲+1Since October 2026: 3% → 4%, +1 point. Inside the 13-point floor: within noise.3% → 4%
Mitratech Mineral4%0%30accepted challenger▲+1Since October 2026: 3% → 4%, +1 point. Inside the 13-point floor: within noise.3% → 4%07
Deel2%4%26accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
Deel2%4%26accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%08
Bambee2%0%13accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
Bambee2%0%13accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%Show the three products at 0%, ordered by negative rate
11
TriNet0%42%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
TriNet0%42%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%09
Justworks0%23%26accepted challenger▼−7Since October 2026: 7% → 0%, −7 points. Inside the 13-point floor: within noise.7% → 0%
Justworks0%23%26accepted challenger▼−7Since October 2026: 7% → 0%, −7 points. Inside the 13-point floor: within noise.7% → 0%10
Paychex Flex0%14%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Paychex Flex0%14%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 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.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Gusto25%
Gusto25%02Blissbook11%
Blissbook11%03BambooHR9%
BambooHR9%04Rippling9%
Rippling9%05SixFifty9%
SixFifty9%06Mitratech Mineral4%
Mitratech Mineral4%07Deel2%
Deel2%08Bambee2%
Bambee2%09Justworks0%
Justworks0%10Paychex Flex0%
Paychex Flex0%11TriNet0%
TriNet0%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.
Justworks23%
6 of 26 labels negative · 5 of 14 models
“worth considering if you want a PEO-style solution, but it's often better for companies that want to outsource more HR/admin than for those trying to keep costs as low as possible” GPT-5.4 mini, budget prompt
TriNet42%
5 of 12 labels negative · 5 of 14 models
“A PEO like TriNet takes on the employer compliance burden directly. The PEO costs far more but removes work rather than organizing it.” Muse Glimmer 30B, negative prompt
Workday100%
3 of 3 labels negative · 3 of 14 models · 1 hard negative
“Workday is an enterprise-grade HRIS that while costly and complex to implement with long implementations, is unnecessarily complex for most small businesses.” Claude Haiku 4.5, negative prompt
SixFifty12%
3 of 26 labels negative · 3 of 14 models
“You probably don't need the expense of SixFifty unless you operate in highly regulated industries” Qwen 3.7 Flash, comparative 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
72 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. 759 links across 171 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.
42 answers · 63 citations · 12 models
30 answers · 44 citations · 11 models
vendor site · Paycor26 answers · 26 citations · 12 models
vendor site · Gusto22 answers · 38 citations · 11 models
22 answers · 33 citations · 8 models
vendor site · Guideflow22 answers · 24 citations · 8 models
vendor site · G220 answers · 26 citations · 10 models
15 answers · 15 citations · 8 models
vendor site · Rippling14 answers · 16 citations · 8 models
14 answers · 14 citations · 8 models
vendor site · Mitratech14 answers · 14 citations · 7 models
vendor site · TalentHR11 answers · 13 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.
32 answers · 11 models
26 answers · 12 models
25 answers · 11 models
17 answers · 10 models
17 answers · 8 models
15 answers · 8 models
14 answers · 8 models
14 answers · 8 models
10 answers · 7 models
10 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 |
|---|---|---|---|---|---|---|---|---|
| Gusto gusto.com | 25% | 742 | 673,000 | 10,560 | 1,629,483 | 118 | ||
| Blissbook blissbook.com | 11% | 30 | 590 | 0 | 2,182 | 7 | ||
| BambooHR bamboohr.com | 9% | 1074 | 90,500 | 551 | 1,055,247 | $44,698 | 106 | |
| Rippling rippling.com | 9% | 1438 | 301,000 | 17,886 | 712,399 | $42,013 | 115 | 3 |
| SixFifty sixfifty.com | 9% | 59 | 1,900 | 21 | 18,081 | $1,377 | 26 | 5 |
| Trainual trainual.com | 6% | 107 | 22,200 | 94 | 40,498 | 10 | ||
| Mitratech mitratech.com Mitratech Mineral 4% | 4% | 79 | 3,600 | 159 | 46,305 company | $10,768 | 106 | 4 |
| Zoho parent site Zoho People 4% | 4% | 309 | 6,600 | 50 | ||||
| Handbooks.io handbooks.io | 4% | 11 | ||||||
| AirMason airmason.com | 4% | 15 | 480 | 0 | 5,112 | 9 |
Google's top ten for the three searches hold 24 sites; 3 of them are among the sites the models cited here (mitratech.com, 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 small B2B company?”Paraphrase“Which employee handbook and policy management tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top HR compliance tools for a small team and how do they differ?”Budget-constrained“What is the best HR compliance software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a HR compliance software. What should we look at?”Negative“Which HR compliance tools should a small business avoid or be cautious about?”
Claude Haiku 4.5Mitratech MineralBlissbook, Handbooks.ioChangedBambooHRGustono first choiceagainst: ADP Workforce Now, Workday
Three alternatives
BambooHR, Gusto, JustworksThree alternatives
BambooHR, Folderit, GustoFour alternatives
Gusto, HR Compliance Watch, Justworks, Mitratech MineralFour alternatives
BambooHR, Deel, Sloneek, Zoho PeopleGPT-5.4 miniBambooHR, RipplingSixFiftyChangedGustoagainst: Justworks, TriNetGustoagainst: Justworksno first choicenothing named
Two alternatives
Gusto, RUN PoweredTwo alternatives
DocTract, HandbookThree alternatives
BambooHR, Deel, RipplingOne alternative
BambooHRGemini 3.5 FlashRipplingTrainualChangedGustoGustono first choiceagainst: BeenVerified, Oracle Fusion Cloud HCM, PeopleLooker, SAP SuccessFactors, Spokeo, Workday
Four alternatives
BambooHR, Deel, Gusto, JustworksFour alternatives
Blissbook, Gusto, Rippling, SixFiftySix alternatives
Deel, Justworks, Mitratech Mineral, Remote, Rippling, SixFiftyFive alternatives
Deel, Homebase, OnPay, Patriot Software, Zoho PeoplePerplexity SonarGustoagainst: Justworks, TriNetWaybookChangedGustoGustoagainst: BambooHRno first choicenothing named
Five alternatives
BambooHR, Deel, Mitratech Mineral, Remote, RipplingOne alternative
BlissbookSeven alternatives
Bambee, BambooHR, Deel, Justworks, Mitratech Mineral, Paychex Flex, RipplingThree alternatives
Deel, Homebase, Mitratech MineralGrok 4.20BambooHR, Ripplingagainst: Justworks, TriNetAirMasonChangedMitratech Mineral, RipplingBambooHRagainst: Google Workspace, Homebaseno first choiceagainst: ADP, Paychex Flexagainst: ChatGPT, Deel, Excel templates, Remote, Wave
Three alternatives
Gusto, Paycor, SixFiftyThree alternatives
BambooHR, Blissbook, HandbookFour alternatives
BambooHR, Gusto, Justworks, SixFiftyFour alternatives
ADP RUN, Gusto, factoHR, greytHRFour alternatives
BambooHR, Gusto, Paylocity, RipplingMistral SmallGusto, SixFiftyAirMason, BlissbookChangedSixFiftyGustono first choicenothing named
Three alternatives
Bambee, Mitratech Mineral, RipplingFour alternatives
BambooHR, Rippling, Trainual, WaybookFive alternatives
Bambee, BambooHR, Justworks, Mitratech Mineral, RipplingThree alternatives
Deel, Rippling, SixFiftyDeepSeek V4 FlashGustoBlissbookChangedagainst: AirMasonGustoGoCo, Zoho Peopleagainst: SixFiftyno first choiceagainst: consumer ChatGPT
Four alternatives
BambooHR, Mitratech Mineral, Rippling, SixFiftyFour alternatives
BambooHR, Handbooks.io, Rippling, WaybookFive alternatives
BambooHR, Deel, Justworks, Mitratech Mineral, RipplingOne alternative
GustoLlama 4 Maverickno first choiceBlissbookChangedno first choiceSixFiftyno first choicenothing named
Two alternatives
Handbooks.io, SweetProcessFive alternatives
Bambee, Justworks, Mitratech Mineral, Rippling, TriNetQwen 3.7 FlashGusto, RipplingHandbooks.ioChangedRipplingagainst: SixFiftyGustoagainst: Zenefitsno first choiceagainst: Oracle Fusion Cloud HCM, Workdaynothing named
Four alternatives
Deel, Mitratech Mineral, Remote, SixFiftyTwo alternatives
Blissbook, SweetProcessFour alternatives
BambooHR, Deel, Gusto, JustworksThree alternatives
Homebase, Onboard, Zoho PeopleFour alternatives
BambooHR, Deel, Lattice, RipplingKimi K2SixFiftyBlissbookChangedBambee, GustoGustoBambooHR, Gusto, Ripplingagainst: Justworks, Paychex Flex, Paycor, TriNet
Five alternatives
Bambee, BambooHR, Gusto, Mitratech Mineral, RipplingTwo alternatives
AirMason, Handbooks.ioThree alternatives
BambooHR, Deel, RipplingSix alternatives
Bambee, Deel, Freshteam, Homebase, Rippling, Zoho PeopleOne alternative
Mitratech MineralGLM 4.7 FlashXBambeeBlissbook, TrainualChangedMitratech MineralDeelno first choicenothing named
Two alternatives
GoCo, SixFiftyThree alternatives
AirMason, BambooHR, WaybookEight alternatives
BambooHR, Breathe, CIPHR, Deel, Gusto, Justworks, Rippling, WorkBrightFive alternatives
BambooHR, Gusto, Homebase, Rippling, Zoho PeopleMiniMax M2.5SixFiftyBambooHRChangedagainst: PolicyHub, PowerDMSBambooHRTalentHRno first choicenothing named
Three alternatives
Gusto, Justworks, RipplingTwo alternatives
Gusto, ZenefitsFive alternatives
Gusto, Homebase, Paycor, Rippling, WorkBrightThree alternatives
BambooHR, Gusto, SixFiftyGPT-6 LunaGustoTrainualChangedBambooHR, Gustoagainst: JustworksPatriot HRagainst: Gusto, Zoho Peopleno first choicenothing named
Three alternatives
ADP RUN with HR Pro, Mitratech Mineral, RipplingOne alternative
GustoThree alternatives
Mitratech Mineral, Rippling, SixFiftyOne alternative
Mitratech MineralMuse Glimmer 30BMitratech MineralHandbooks.io Employee Handbook Builder - StarterChangedBambooHR, Gusto, RipplingTalentHR, Zoho Peopleagainst: SixFiftyno first choiceagainst: ChatGPT, Copilot, Google Sheets, TriNet
Three alternatives
BambooHR, Justworks, SixFiftyTwo alternatives
Blissbook, WaybookThree alternatives
Justworks, Mitratech Mineral, SixFiftyTwo alternatives
Bambee, BambooHRBold 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 09:49 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:10 | yes | 3 | 5 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 12:08 | yes | 13 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:49 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:06 | yes | 5 | 31 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:52 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:20 | yes | 21 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:59 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:45 | yes | 10 | 17 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:36 | yes | 14 | 31 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:09 | yes | 24 | 41 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:06 | yes | 10 | 41 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:50 | yes | 5 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:43 | yes | 11 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:51 | yes | 18 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:56 | yes | 3 | 5 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 12:07 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:30 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:24 | yes | 9 | 26 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:13 | yes | 5 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:58 | yes | 17 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:48 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:16 | yes | 5 | 25 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:53 | yes | 19 | 37 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:30 | yes | 11 | 23 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:31 | no | 0 | 58 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:23 | yes | 3 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:58 | yes | 18 | 25 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:38 | yes | 16 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:30 | yes | 3 | 8 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 08:40 | yes | 11 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:06 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:24 | yes | 8 | 35 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:10 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:36 | yes | 25 | 33 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:00 | yes | 8 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:55 | yes | 13 | 44 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:07 | yes | 5 | 14 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:50 | yes | 9 | 46 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:50 | yes | 5 | 23 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:59 | yes | 6 | 25 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:03 | yes | 12 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:25 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:16 | yes | 3 | 35 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 11:23 | yes | 7 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:46 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:27 | yes | 5 | 31 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:06 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:28 | yes | 20 | 17 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:58 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:57 | yes | 9 | 33 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:48 | yes | 10 | 72 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:32 | yes | 23 | 101 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:49 | yes | 20 | 41 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:51 | yes | 4 | 23 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:40 | yes | 13 | 24 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:29 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:26 | no | 0 | 4 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 11:50 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:12 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:09 | yes | 15 | 44 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:03 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:54 | yes | 14 | 39 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:53 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:44 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:35 | yes | 9 | 21 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:57 | no | 0 | 39 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:13 | no | 0 | 11 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:16 | yes | 3 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:48 | no | 0 | 1 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:26 | yes | 19 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:48 | yes | 2 | 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 08:53 | no | 0 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:31 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:21 | yes | 15 | 39 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:36 | yes | 5 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:47 | yes | 21 | 28 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:17 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:44 | no | 0 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:49 | yes | 10 | 22 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:04 | yes | 21 | 131 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:41 | yes | 23 | 40 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:25 | yes | 5 | 14 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:42 | yes | 18 | 28 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 (Mitratech) read as Mitratech Mineral
Mineral (by Mitratech) read as Mitratech Mineral
Mineral (formerly HR411) read as Mitratech Mineral
Mineral (formerly ThinkHR) read as Mitratech Mineral
Mineral (formerly ThinkHR/Mineral) read as Mitratech Mineral
Mineral by Mitratech read as Mitratech Mineral
Oracle read as Oracle Fusion Cloud HCM
Paychex read as Paychex Flex
Unresolved, counted raw
ADP RUN with HR Pro
ADP SmartCompliance®
Bambeco
Breathe
Compli
DocTract
Folderit
HR Hero
Handbooks.io Employee Handbook Builder - Starter
Humanyx
Patriot HR
PolicyHub
RUN by ADP
consumer ChatGPT
Discontinued, still offered
No shut-down product was recommended here.