Employee onboarding
Asked as “employee onboarding software”, and as “new hire onboarding platform”, on behalf of a mid-market B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
28%
Contested · BambooHR 24%
28Rippling24BambooHR10Connecteam38others
28% of first choices, contested.
Since October 2026▲+3Since October 2026: 25% → 28%, +3 points. Inside the 13-point floor: within noise.Rippling held the lead, +3 points on 25%, 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
BambooHR47%Clear leader▲+13Since October 2026: 34% → 47%, +13 points. Inside the 13-point floor: within noise.Standing →Mid-market
Rippling28%Contested▲+3Since October 2026: 25% → 28%, +3 points. Inside the 13-point floor: within noise.This pageEnterprise
Workday45%Clear leader▼−2Since October 2026: 47% → 45%, −2 points. Inside the 13-point floor: within noise.Standing →
BambooHR47%Clear leader▲+13Since October 2026: 34% → 47%, +13 points. Inside the 13-point floor: within noise.Standing →Mid-marketRippling28%Contested▲+3Since October 2026: 25% → 28%, +3 points. Inside the 13-point floor: within noise.This pageEnterpriseWorkday45%Clear leader▼−2Since October 2026: 47% → 45%, −2 points. 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
01Rippling28%2%46accepted challenger▲+3Since October 2026: 25% → 28%, +3 points. Inside the 13-point floor: within noise.25% → 28%
Rippling28%2%46accepted challenger▲+3Since October 2026: 25% → 28%, +3 points. Inside the 13-point floor: within noise.25% → 28%02BambooHR24%5%58accepted challenger▲+2Since October 2026: 22% → 24%, +2 points. Inside the 13-point floor: within noise.22% → 24%
BambooHR24%5%58accepted challenger▲+2Since October 2026: 22% → 24%, +2 points. Inside the 13-point floor: within noise.22% → 24%03
Connecteam10%0%16accepted challenger▲+5Since October 2026: 5% → 10%, +5 points. Inside the 13-point floor: within noise.5% → 10%
Connecteam10%0%16accepted challenger▲+5Since October 2026: 5% → 10%, +5 points. Inside the 13-point floor: within noise.5% → 10%04
Workable HR8%0%11accepted challenger▲+8Since October 2026: 0% → 8%, +8 points. Inside the 13-point floor: within noise.0% → 8%
Workable HR8%0%11accepted challenger▲+8Since October 2026: 0% → 8%, +8 points. Inside the 13-point floor: within noise.0% → 8%05
Zoho People8%0%11accepted challenger▼−7Since October 2026: 15% → 8%, −7 points. Inside the 13-point floor: within noise.15% → 8%
Zoho People8%0%11accepted challenger▼−7Since October 2026: 15% → 8%, −7 points. Inside the 13-point floor: within noise.15% → 8%06
Gusto6%9%32accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 13-point floor: within noise.4% → 6%
Gusto6%9%32accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 13-point floor: within noise.4% → 6%07
HiBob4%0%35accepted challenger▼−7Since October 2026: 11% → 4%, −7 points. Inside the 13-point floor: within noise.11% → 4%
HiBob4%0%35accepted challenger▼−7Since October 2026: 11% → 4%, −7 points. Inside the 13-point floor: within noise.11% → 4%Show the five products at 0%, ordered by negative rate
12Workday0%42%19criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Workday0%42%19criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%11
WorkBright0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
WorkBright0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%10
Click Boarding0%8%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Click Boarding0%8%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%08
Enboarder0%0%29accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Enboarder0%0%29accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%09
Deel0%0%19accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
Deel0%0%19accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 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-one head-to-head pages: the top seven products, each against each
Rippling vs Zoho PeopleRippling vs GustoRippling vs HiBobBambooHR vs ConnecteamBambooHR vs Workable HRBambooHR vs Zoho PeopleBambooHR vs GustoBambooHR vs HiBobConnecteam vs Workable HRConnecteam vs Zoho PeopleConnecteam vs GustoConnecteam vs HiBobWorkable HR vs Zoho PeopleWorkable HR vs GustoWorkable HR vs HiBobZoho People vs GustoZoho People vs HiBobGusto vs HiBob
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 →
010203040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Rippling28%
Rippling28%02BambooHR24%
BambooHR24%03Connecteam10%
Connecteam10%04Workable HR8%
Workable HR8%05Zoho People8%
Zoho People8%06Gusto6%
Gusto6%07HiBob4%
HiBob4%08Enboarder0%
Enboarder0%09Deel0%
Deel0%10Click Boarding0%
Click Boarding0%11WorkBright0%
WorkBright0%12Workday0%
Workday0%What they warned about
Six of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX, MiniMax M2.5 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.
Workday42%
8 of 19 labels negative · 5 of 14 models
“Enterprise HCMs (When implemented at the wrong scale) Examples: Workday, SAP SuccessFactors, Oracle HCM ... built for Fortune 500 companies” Gemini 3.5 Flash, negative prompt
ADP RUN100%
3 of 3 labels negative · 3 of 14 models · 1 hard negative
“some users advise avoiding for small teams” Grok 4.20, negative prompt
BambooHR5%
3 of 58 labels negative · 3 of 14 models
“I wouldn’t assume BambooHR is the cheaper choice for a very small company: its published Core price has a $250/month flat minimum” GPT-6 Luna, budget prompt
Paychex Flex100%
3 of 3 labels negative · 3 of 14 models
“Legacy Payroll Giants (When used by startups or mid-market tech teams) *Examples: Paychex, ADP RUN, Paycom* ... SMBs and modern tech companies frequently complain about clunky, outdated interfaces.” Gemini 3.5 Flash, negative 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. 705 links across 223 sites, every framing counted. Ranked by the number of answers carrying the site or page. 1 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Zapier39 answers · 39 citations · 11 models
31 answers · 52 citations · 9 models
vendor site · Asana26 answers · 26 citations · 11 models
vendor site · HiBob23 answers · 23 citations · 12 models
20 answers · 25 citations · 10 models
vendor site · Lead Change Group16 answers · 18 citations · 8 models
15 answers · 16 citations · 8 models
vendor site · G211 answers · 19 citations · 8 models
vendor site · Trainual11 answers · 14 citations · 8 models
vendor site · Lever11 answers · 11 citations · 5 models
vendor site · Rippling10 answers · 12 citations · 4 models
10 answers · 11 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.
39 answers · 11 models
26 answers · 11 models
26 answers · 9 models
21 answers · 11 models
15 answers · 8 models
11 answers · 8 models
11 answers · 5 models
10 answers · 6 models
10 answers · 7 models
10 answers · 5 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 employee onboarding software”, “employee onboarding software”, “onboarding platforms”. 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 | 28% | 1438 | 301,000 | 17,886 | 712,399 | $42,013 | 115 | |
| BambooHR bamboohr.com | 24% | 1074 | 90,500 | 551 | 1,055,247 | $44,698 | 106 | 1 |
| Connecteam connecteam.com | 10% | 693 | 49,500 | 288 | 312,449 | $13,504 | 120 | |
| Workable HR workable.com | 8% | 21 | 698,499 | $14,562 | 77 | |||
| Zoho parent site Zoho People 8% | 8% | 309 | 6,600 | 50 | ||||
| Gusto gusto.com | 6% | 742 | 673,000 | 10,560 | 1,629,483 | 118 | ||
| TalentHR talenthr.io | 6% | 89 | 480 | 1 | 89,831 | 32 | ||
| HiBob hibob.com | 4% | 354 | 14,800 | 154 | 266,143 | $54 | 120 | 4 |
| Personio personio.com | 2% | 86 | 2,400 | 37 | 224,863 | |||
| Innform innform.io | 2% | 10 |
Google's top ten for the three searches hold 20 sites; 2 of them are among the sites the models cited here (hibob.com, zapier.com). The first result for “best employee onboarding software” is paycor.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 employee onboarding software for a mid-market B2B company?”Paraphrase“Which new hire onboarding platform would you recommend to a mid-sized B2B company?”Comparative“What are the top onboarding platforms and how do they differ?”Budget-constrained“What is the best employee onboarding software for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an employee onboarding software. What should we look at?”Negative“Which onboarding platforms should I avoid or be cautious about?”
Claude Haiku 4.5PaylocityBambooHRChangedno first choiceZoho Peopleno first choicenothing named
Four alternatives
BambooHR, Docebo, HiBob, Sapling HRThree alternatives
ClearCompany, HiBob, PaylocityThree alternatives
CharlieHR, ClickUp, HomebaseGPT-5.4 miniRipplingRipplingHeldno first choiceGustono first choicenothing named
Three alternatives
ADP Workforce Now, BambooHR, HiBobThree alternatives
ADP Workforce Now, BambooHR, HiBobSix alternatives
BambooHR, Deel, Gusto, Rippling, Trainual, WorkdayThree alternatives
ApplicantStack, BambooHR, WorkBrightGemini 3.5 FlashRipplingagainst: Gusto, WorkdayRipplingHeldagainst: Gusto, WorkdayRipplingGustono first choiceagainst: ADP RUN, Oracle Fusion Cloud HCM, Paychex Flex, Paycom, SAP SuccessFactors, Workday, Zenefits
Four alternatives
BambooHR, Enboarder, HiBob, Process StreetThree alternatives
Enboarder, HiBob, Kallidus SaplingFour alternatives
BambooHR, Deel, Enboarder, SaplingFive alternatives
Connecteam, Jet Admin, Notion, Trello, Zoho PeoplePerplexity SonarRipplingagainst: SAP SuccessFactors, WorkdayRipplingHeldagainst: ADP Workforce NowRipplingagainst: Asana or monday.comConnecteamagainst: BambooHRno first choicenothing named
Four alternatives
BambooHR, Deel, HiBob, TrainualThree alternatives
BambooHR, HiBob, TrainualNine alternatives
BambooHR, Deel, Donut, Enboarder, Greenhouse, Gusto, Talmundo, Trainual, WorkdayOne alternative
TalentHRGrok 4.20RipplingRipplingHeldRipplingagainst: AsanaConnecteamagainst: Asana, Google Workspace templates, Trellono first choiceagainst: ADP RUN, Cvent, Ondato, Paychex Flex, Paycor, SAP SuccessFactors, ServiceNow HR Service Delivery, Workday
Five alternatives
BambooHR, Deel, Enboarder, Gusto, HiBobFour alternatives
BambooHR, Factorial, Justworks, monday.com HRFive alternatives
BambooHR, Deel, Enboarder, Gusto, HiBobThree alternatives
BambooHR, Gusto, HomebaseSeven alternatives
BambooHR, Enboard, HiBob, Microsoft 365, Talmundo, UKG Pro, WorkdayMistral SmallBambooHR, RipplingBambooHRChangedno first choiceTalentHRno first choiceagainst: Appcues, Beyond Intranet, Pendo
Three alternatives
Deel, HiBob, Workable HRFour alternatives
Deel, Enboarder, Personio, RipplingTwo alternatives
BambooHR, ConnecteamDeepSeek V4 FlashBambooHR, HiBobRipplingChangedno first choiceZoho PeopleBambooHRagainst: Workdayagainst: ADP, HR Cloud, HR for Health, Paychex Flex
Two alternatives
Enboarder, RipplingThree alternatives
BambooHR, HiBob, Workable HRNine alternatives
BambooHR, Click Boarding, Enboarder, Gusto, Rippling, Sapling, Talmundo, WorkBright, WorkdayFive alternatives
Connecteam, FirstHR, Gusto, Innform, PebbFour alternatives
Enboarder, Greenhouse, HiBob, RipplingLlama 4 Maverickno first choiceWorkable HRChangedno first choiceno first choiceno first choicenothing named
Six alternatives
BambooHR, Click Boarding, Greenhouse, Gusto, Lever, RipplingQwen 3.7 FlashPersonio, RipplingRipplingChangedClick BoardingGustoagainst: Cornerstone OnDemand, Workdayno first choiceagainst: BambooHR, Paylocity, PeopleSoft, ServiceNow HR Service Delivery, Workday
Five alternatives
Continu, Deel, Enboarder, HiBob, Zoho PeopleThree alternatives
BambooHR, Deel, EnboarderSeven alternatives
Appical, BambooHR, Continu, Enboarder, Gusto, Waybook, WorkBrightFour alternatives
Devumi, Notion, Rippling, TrelloKimi K2BambooHRBambooHRHeldEnboarderConnecteamBambooHR, HiBobagainst: Click Boardingagainst: First Advantage, Rippling, Sapling
Three alternatives
HiBob, Rippling, Workable HRTwo alternatives
HiBob, RipplingEight alternatives
Appical, BambooHR, Click Boarding, Connecteam, Deel, Gusto, Rippling, WorkdayFive alternatives
BambooHR, CharlieHR, Gusto, Sentrifugo, WebHRSix alternatives
Deel, Enboarder, Remote, Rippling, Sapling, WorkBrightGLM 4.7 FlashXWorkable HRBambooHRChangedno first choiceConnecteam, TalentHRno first choiceagainst: Foh&Boh
Four alternatives
BambooHR, ClearCompany, Enboarder, HiBobThree alternatives
Enboarder, HiBob, RipplingTen alternatives
BambooHR, Click Boarding, Deel, Enboarder, Gusto, HiBob, Personio, Rippling, Sapling, ZenefitsThree alternatives
BambooHR, DocuSign, InnformMiniMax M2.5BambooHR, Workable HRBambooHRChangedRipplingConnecteam, Zoho Peopleno first choicenothing named
One alternative
HiBobThree alternatives
HiBob, Personio, RipplingFour alternatives
BambooHR, Deel, HiBob, WorkdayTwo alternatives
BambooHR, GoCoGPT-6 LunaRipplingRipplingHeldno first choiceZoho Peopleagainst: BambooHRno first choicenothing named
Three alternatives
BambooHR, Enboarder, HiBobTwo alternatives
BambooHR, HiBobSix alternatives
BambooHR, Deel, Enboarder, Gusto, Rippling, WorkdayTwo alternatives
Gusto, Homebase All-in-OneMuse Glimmer 30BWorkable HRBambooHRChangedBambooHR, RipplingInnform, TalentHRno first choiceagainst: ADP RUN, First Advantage Form I-9 Compliance LLC, Foh&Boh hiring and onboarding platform, Gusto, WorkBright, Workstream Technologies Inc.
Three alternatives
BambooHR, HiBob, RipplingFour alternatives
HiBob, Leapsome, Rippling, Workable HROne alternative
EnboarderTwo alternatives
Connecteam, Zoho PeopleBold 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 09:50 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:37 | yes | 4 | 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 11:39 | no | 0 | 17 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:36 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:19 | yes | 7 | 34 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:07 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:16 | yes | 21 | 40 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:39 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:04 | yes | 5 | 23 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:47 | yes | 9 | 48 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:24 | yes | 13 | 51 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:43 | yes | 7 | 44 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:40 | yes | 4 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:46 | yes | 9 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:54 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:41 | yes | 4 | 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 09:38 | yes | 5 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:45 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:03 | yes | 5 | 39 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:52 | yes | 5 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:20 | yes | 22 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:48 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:09 | no | 0 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:15 | yes | 10 | 15 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:54 | yes | 17 | 24 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:19 | yes | 5 | 19 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:16 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:58 | yes | 13 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:51 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:59 | yes | 5 | 7 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 10:42 | no | 0 | 13 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:32 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:27 | yes | 5 | 32 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:43 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:02 | yes | 25 | 30 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:53 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:31 | yes | 5 | 26 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:08 | yes | 19 | 27 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:27 | yes | 15 | 90 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:30 | yes | 10 | 30 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:37 | yes | 6 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:08 | yes | 21 | 39 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:40 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:34 | yes | 4 | 13 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 11:30 | yes | 9 | 16 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:17 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:02 | yes | 5 | 20 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:39 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:17 | yes | 24 | 26 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:48 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:23 | no | 0 | 31 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:29 | yes | 10 | 16 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:33 | yes | 13 | 18 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:09 | yes | 5 | 17 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:33 | yes | 4 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:18 | yes | 11 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:57 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:49 | no | 0 | 6 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 09:19 | yes | 7 | 24 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:36 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:17 | yes | 9 | 30 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:46 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:37 | yes | 19 | 30 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:41 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:00 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:56 | yes | 9 | 53 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:27 | yes | 14 | 50 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:33 | no | 0 | 24 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:18 | yes | 3 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:58 | yes | 14 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:39 | no | 0 | 2 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:45 | yes | 3 | 5 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 12:32 | yes | 9 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:22 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:28 | yes | 14 | 58 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:47 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:26 | yes | 19 | 61 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:41 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:53 | yes | 9 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:30 | yes | 24 | 69 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:47 | yes | 25 | 38 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:20 | no | 0 | 12 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:00 | no | 0 | 2 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:38 | yes | 15 | 23 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
Cornerstone read as Cornerstone OnDemand
HiBob HRIS read as HiBob
Oracle read as Oracle HCM Onboarding
Oracle HCM read as Oracle Fusion Cloud HCM
Paychex read as Paychex Flex
RUN Powered by ADP read as ADP RUN
RUN Powered by ADP (ADP Onboarding) read as ADP RUN
ServiceNow read as ServiceNow HR Service Delivery
Workable read as Workable HR
Workday HCM read as Workday
Unresolved, counted raw
Asana or monday.com
Devumi
Enboard
First Advantage Form I-9 Compliance LLC
Foh&Boh
Foh&Boh hiring and onboarding platform
HR for Health
Homebase All-in-One
Jet Admin
Motadata
Ondato
Sapling HR
Workstream Technologies Inc.
monday.com HR
Discontinued, still offered
No shut-down product was recommended here.