Index › HR › Onboarding and employee experience › Employee onboarding › Enterprise · November 2026 Edition
Employee onboarding for enterprise buyers
Asked as “employee onboarding software”, and as “new hire onboarding platform”, on behalf of an enterprise B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
45%
Clear leader
45Workday22Rippling08Enboarder25others
45% of first choices, clear leader.
Since October 2026▼−2Since October 2026: 47% → 45%, −2 points. Inside the 13-point floor: within noise.Workday held the lead, −2 points on 47%, 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.Standing →Enterprise
Workday45%Clear leader▼−2Since October 2026: 47% → 45%, −2 points. Inside the 13-point floor: within noise.This page
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.Standing →EnterpriseWorkday45%Clear leader▼−2Since October 2026: 47% → 45%, −2 points. Inside the 13-point floor: within noise.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Workday45%11%61endorsed leader▼−2Since October 2026: 47% → 45%, −2 points. Inside the 13-point floor: within noise.47% → 45%
Workday45%11%61endorsed leader▼−2Since October 2026: 47% → 45%, −2 points. Inside the 13-point floor: within noise.47% → 45%02Rippling22%22%54accepted challenger▲+12Since October 2026: 10% → 22%, +12 points. Inside the 13-point floor: within noise.10% → 22%
Rippling22%22%54accepted challenger▲+12Since October 2026: 10% → 22%, +12 points. Inside the 13-point floor: within noise.10% → 22%03
SAP SuccessFactors8%8%49accepted challenger▼−2Since October 2026: 10% → 8%, −2 points. Inside the 13-point floor: within noise.10% → 8%
SAP SuccessFactors8%8%49accepted challenger▼−2Since October 2026: 10% → 8%, −2 points. Inside the 13-point floor: within noise.10% → 8%04
Enboarder8%12%41accepted challenger▼−4Since October 2026: 12% → 8%, −4 points. Inside the 13-point floor: within noise.12% → 8%
Enboarder8%12%41accepted challenger▼−4Since October 2026: 12% → 8%, −4 points. Inside the 13-point floor: within noise.12% → 8%05
ServiceNow HR Service Delivery2%11%28accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
ServiceNow HR Service Delivery2%11%28accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%06
Darwinbox2%5%20accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
Darwinbox2%5%20accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%07
HiBob2%15%20accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
HiBob2%15%20accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%08
Click Boarding2%25%12criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
Click Boarding2%25%12criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%09BambooHR2%65%26criticized challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 13-point floor: within noise.5% → 2%
BambooHR2%65%26criticized challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 13-point floor: within noise.5% → 2%Show the three products at 0%, ordered by negative rate
12
Gusto0%77%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Gusto0%77%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%11
Deel0%14%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Deel0%14%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%10
Oracle Fusion Cloud HCM0%11%18accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
Oracle Fusion Cloud HCM0%11%18accepted 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.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
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% negative60%
Key
01Workday45%
Workday45%02Rippling22%
Rippling22%03SAP SuccessFactors8%
SAP SuccessFactors8%04Enboarder8%
Enboarder8%05ServiceNow HR Service Delivery2%
ServiceNow HR Service Delivery2%06Darwinbox2%
Darwinbox2%07HiBob2%
HiBob2%08Click Boarding2%
Click Boarding2%09BambooHR2%
BambooHR2%10Oracle Fusion Cloud HCM0%
Oracle Fusion Cloud HCM0%11Deel0%
Deel0%12Gusto0%
Gusto0%What they warned about
Five of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and GPT-6 Luna 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.
Rippling22%
12 of 54 labels negative · 9 of 14 models · 3 hard negative
“What to Avoid for Your Specific Need | Rippling | Modular pricing ... makes total cost difficult to forecast” DeepSeek V4 Flash, budget prompt
BambooHR65%
17 of 26 labels negative · 8 of 14 models · 7 hard negative
“Platforms generally described as SMB-focused and not enterprise-grade ... "Less ideal for highly complex enterprise workflows"” Muse Glimmer 30B, negative prompt
Gusto77%
10 of 13 labels negative · 8 of 14 models · 5 hard negative
“SMB-focused tools (e.g., BambooHR, Gusto, Trainual) ... Verdict: Avoid as your primary enterprise onboarding system.” DeepSeek V4 Flash, negative prompt
Workday11%
7 of 61 labels negative · 5 of 14 models · 1 hard negative
“do not select these for onboarding *specifically*—they treat onboarding as an administrative checklist” DeepSeek V4 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
77 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. 952 links across 293 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 · Darwinbox34 answers · 57 citations · 11 models
23 answers · 23 citations · 10 models
vendor site · Zapier22 answers · 23 citations · 10 models
21 answers · 31 citations · 9 models
20 answers · 30 citations · 9 models
vendor site · G218 answers · 31 citations · 12 models
vendor site · Asana18 answers · 18 citations · 8 models
vendor site · HR Cloud17 answers · 20 citations · 10 models
vendor site · Lever17 answers · 17 citations · 9 models
16 answers · 19 citations · 8 models
15 answers · 16 citations · 8 models
vendor site · Lead Change Group14 answers · 15 citations · 7 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.
30 answers · 10 models
23 answers · 10 models
22 answers · 10 models
17 answers · 8 models
17 answers · 9 models
15 answers · 7 models
15 answers · 7 models
15 answers · 9 models
13 answers · 8 models
12 answers · 6 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 |
|---|---|---|---|---|---|---|---|---|
| Workday workday.com | 45% | 352 | 1,220,000 | 23,848 | 2,213,450 | 80 | ||
| Rippling rippling.com | 22% | 1438 | 301,000 | 17,886 | 712,399 | $42,013 | 115 | |
| SAP parent site SAP SuccessFactors 8% | 8% | 389 | 135,000 | 74,309 | ||||
| Enboarder enboarder.com | 8% | 73 | 590 | 7 | 23,446 | 14 | ||
| ServiceNow HR servicenow.com ServiceNow HR Service Delivery 2% | 2% | 199 | 170 | 5 | 689,216 | $673 | 101 | |
| Darwinbox darwinbox.com | 2% | 64 | 2,400 | 59 | 44,532 | 32 | ||
| HiBob hibob.com | 2% | 354 | 14,800 | 154 | 266,143 | $54 | 120 | 4 |
| Click Boarding clickboarding.com | 2% | 25 | 480 | 14 | 7,020 | 4 | ||
| Workable HR workable.com | 2% | 21 | 698,499 | $14,562 | 77 | |||
| ExactHire exacthire.com | 2% | 1 |
Google's top ten for the three searches hold 20 sites; 1 of them are among the sites the models cited here (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 an enterprise B2B company?”Paraphrase“Which new hire onboarding platform would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade onboarding platforms and how do they differ?”Budget-constrained“What is the best employee onboarding 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 an employee onboarding software. What should we look at?”Negative“Which onboarding platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5WorkdayWorkdayHeldno first choiceBambooHRno first choiceagainst: Oracle Fusion Cloud HCM
Three alternatives
Darwinbox, Enboarder, SAP SuccessFactorsThree alternatives
HR Cloud, Oracle Fusion Cloud HCM, SAP SuccessFactorsTwo alternatives
Rippling, WorkdayGPT-5.4 miniSAP SuccessFactors, WorkdayWorkdayChangedWalkMe, WhatfixWorkdayno first choiceagainst: CIPHR, EmpTrust, Harri, Paycom, Rippling, Trainual, WorkBright
Two alternatives
Click Boarding, GreenhouseOne alternative
SAP SuccessFactorsTwo alternatives
Appcues, PendoTwo alternatives
ADP Workforce Now, SAP SuccessFactorsGemini 3.5 FlashRipplingEnboarderChangedEnboarder, WalkMeagainst: RipplingServiceNow HR Service Deliveryno first choiceagainst: Airtable, Appcues, Asana, BambooHR, Chameleon, Eddy, GoCo, Gusto, HiBob, Jotform, Personio, Rippling, Trello, Typeform, Userflow, Userpilot, Zenefits
Six alternatives
Enboarder, Mindtickle, Sapling, Seismic, ServiceNow HR Service Delivery, WorkdayFive alternatives
HiBob, Rippling, SAP SuccessFactors, ServiceNow HR Service Delivery, WorkdayFive alternatives
Rocketlane, SAP SuccessFactors, TaskRay, Whatfix, WorkdayFour alternatives
Enboarder, Microsoft 365 Enterprise Architecture, SAP SuccessFactors, WorkdayPerplexity SonarWorkdayWorkdayHeldWorkdayRipplingagainst: BambooHR, Click Boarding, Workdayno first choiceagainst: BambooHR, Click Boarding, Deel, Employee Onboarding 365, Enboarder, Gusto, Kallidus, Sapling, Trainual, WorkBright
Five alternatives
Deel, Enboarder, Rippling, SAP SuccessFactors, ServiceNow HR Service DeliveryTwo alternatives
SAP SuccessFactors, TrainualTen alternatives
Click Boarding, Darwinbox, Deel, Enboarder, Oracle Fusion Cloud HCM, Rippling, SAP SuccessFactors, ServiceNow HR Service Delivery, UKG Pro, WorkBrightOne alternative
ServiceNow HR Service DeliveryGrok 4.20RipplingRipplingHeldagainst: BambooHR, WorkdayWorkdayWorkdayagainst: BambooHR, Enboarder, Gusto, RipplingRipplingagainst: ADP Workforce Now, ClearCompany, Gustoagainst: BambooHR, Enboarder, Gusto, HiBob, Leapsome, Rippling, Talmundo, Zoho People
Five alternatives
BambooHR, Gusto, SAP SuccessFactors, ServiceNow HR Service Delivery, WorkdayTwo alternatives
Enboarder, HiBobFive alternatives
Darwinbox, Oracle Fusion Cloud HCM, Rippling, SAP SuccessFactors, ServiceNow HR Service DeliveryTwo alternatives
Darwinbox, SAP SuccessFactorsSix alternatives
BambooHR, Deel, Enboarder, HiBob, Trainual, WorkdayMistral SmallEnboarder, RipplingWorkdayChangedServiceNow Enterprise Onboarding and TransitionsWorkdayagainst: Rippling, monday serviceno first choiceagainst: BambooHR, Click Boarding, Enboarder, GUIDEcx, Rippling, Rocketlane, Trainual, WorkBright
Three alternatives
Greenhouse, HiBob, Workable HRFour alternatives
HiBob, Oracle HCM Onboarding, SAP SuccessFactors, ServiceNow HR Service DeliveryFour alternatives
Rippling, SAP SuccessFactors, UKG (Ultimate Kronos Group) Onboarding, WorkdayDeepSeek V4 FlashRipplingWorkdayChangedEnboarderagainst: ServiceNow HR Service Delivery, WorkdayWorkdayagainst: BambooHR, Deel, Ripplingno first choiceagainst: HiBobagainst: BambooHR, DocuSign, Gusto, HelloSign, Oracle Fusion HCM Onboarding, SAP SuccessFactors, Trainual, Workday
Four alternatives
Enboarder, SAP SuccessFactors, ServiceNow HR Service Delivery, Workday HCM OnboardingFour alternatives
Darwinbox, Enboarder, Rippling, SAP SuccessFactorsFour alternatives
Darwinbox, Oracle Fusion Cloud HCM, SAP SuccessFactors, TornadoTwo alternatives
Darwinbox, SAP SuccessFactorsSeven alternatives
Enboarder, Oracle Fusion Cloud HCM, Rippling, SAP SuccessFactors, Sapling, ServiceNow HR Service Delivery, WorkdayLlama 4 Maverickno first choiceSAP SuccessFactors, WorkdayChangedno first choiceRipplingWorkable HRagainst: Oracle HCM Onboarding, SAP SuccessFactors, ServiceNow HR Service Delivery
Three alternatives
BambooHR, Paycor, RipplingThree alternatives
BambooHR, Gusto, WorkdayThree alternatives
Click Boarding, Enboarder, SogoEXQwen 3.7 FlashWorkdayWorkdayHeldRipplingRipplingno first choiceagainst: Basic Asana Setup, Gusto, Legacy SAP R/3 Installs, On-Premise Oracle E-Business Suite, Standard BambooHR Instances, Standard Microsoft Lists/Excel, Trello, Zenefits
Three alternatives
Allego, Rippling, SpekitThree alternatives
Enboarder, Rippling, ServiceNow HR Service DeliverySeven alternatives
Appcues, Deel, GUIDEcx, Remote, SAP SuccessFactors, ServiceNow HR Service Delivery, WorkdayThree alternatives
Enboarder, Workday, iCIMSKimi K2SAP SuccessFactors, WorkdayWorkdayChangedagainst: BambooHRWorkdayagainst: BambooHRClick Boardingagainst: BambooHRno first choiceagainst: ADP Workforce Now, BambooHR, Paychex Flex, Rippling
Four alternatives
Darwinbox, Deel, Enboarder, RipplingTwo alternatives
Darwinbox, SAP SuccessFactorsFive alternatives
HiBob, Oracle Fusion Cloud HCM, Rippling, SAP SuccessFactors, ServiceNow HR Service DeliveryTwo alternatives
SAP SuccessFactors, WorkdaySeven alternatives
Avature, ClearCompany, HR Cloud, Oracle HCM Onboarding, Rippling, SAP SuccessFactors, WorkdayGLM 4.7 FlashXSAP SuccessFactors, WorkdayWorkdayChangedDarwinbox, WorkdayRipplingno first choiceagainst: Appian, Darwinbox, Ease, Gusto, Harri, Oorwin.ai, Proliant, Rippling, Skima.ai, Sora / RUN Powered by ADP, Workday
Three alternatives
HiBob, Rippling, ServiceNow HR Service DeliveryTwo alternatives
Darwinbox, SAP SuccessFactorsEleven alternatives
Click Boarding, Continu, Deel, Enboarder, HiBob, Innform, Oracle Fusion Cloud HCM, Rippling, SAP SuccessFactors, Serval, WaybookTwo alternatives
BambooHR, WorkdayMiniMax M2.5DarwinboxHiBob, RipplingChangedWorkdayExactHire, OnboardingHubagainst: Oracle Fusion Cloud HCM, Rippling, SAP SuccessFactors, Workdayno first choiceagainst: SAP SuccessFactors, ServiceNow HR Service Delivery, Workday
Four alternatives
HiBob, Rippling, SAP SuccessFactors, WorkdayThree alternatives
Darwinbox, Serval, WorkdaySeven alternatives
Darwinbox, Deel, HiBob, Oracle Fusion Cloud HCM, Rippling, SAP SuccessFactors, UKG ProTwo alternatives
BambooHR, SimpliTrainGPT-6 LunaEnboarder, WorkdayWorkdayChangedWorkdayHR Cloud Onboardagainst: BambooHR, Enboarderno first choiceagainst: BambooHR, Gusto
Two alternatives
Rippling, SAP SuccessFactorsTwo alternatives
Enboarder, SuccessFactors OnboardingFour alternatives
Oracle Fusion Cloud HCM, Rippling, SAP SuccessFactors, UKG ProTwo alternatives
SAP SuccessFactors, WorkdayMuse Glimmer 30BWorkdayWorkdayHeldagainst: BambooHR, PaycorWorkdayEnboarderagainst: Ripplingno first choiceagainst: BambooHR, Gusto, HRCloud, Zenefits
Five alternatives
Enboarder, Rippling, SAP SuccessFactors, Serval, ServiceNow HR Service DeliveryOne alternative
SAP SuccessFactorsSix alternatives
Darwinbox, Enboarder, Oracle Fusion Cloud HCM, Rippling, SAP SuccessFactors, ServiceNow HR Service DeliveryFour alternatives
MindForge Platform, Oracle Fusion Cloud HCM, SAP SuccessFactors, WorkdayBold 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 11:28 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:06 | 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 09:14 | yes | 10 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 08:54 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:09 | yes | 14 | 27 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:47 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:52 | yes | 21 | 22 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:18 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:07 | yes | 15 | 49 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:26 | yes | 10 | 20 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:45 | yes | 11 | 85 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:23 | yes | 5 | 33 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:43 | yes | 5 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:28 | yes | 14 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:43 | yes | 17 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:55 | yes | 2 | 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 10:28 | yes | 9 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:51 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:22 | yes | 5 | 24 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:20 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:06 | yes | 23 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:37 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:02 | yes | 5 | 38 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:00 | yes | 9 | 15 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:19 | yes | 21 | 21 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:58 | yes | 5 | 19 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:37 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:15 | yes | 14 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:42 | yes | 16 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:18 | yes | 6 | 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 11:53 | no | 0 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:19 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:30 | yes | 5 | 39 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:56 | yes | 25 | 15 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:13 | yes | 24 | 31 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:03 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:03 | yes | 5 | 22 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:07 | yes | 15 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:46 | yes | 14 | 66 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:46 | yes | 13 | 55 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:00 | yes | 9 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:19 | yes | 13 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:53 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:24 | yes | 3 | 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 09:28 | yes | 12 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:52 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:29 | yes | 15 | 27 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:04 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:08 | yes | 25 | 30 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:03 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:06 | no | 0 | 32 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:10 | yes | 24 | 106 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:52 | yes | 22 | 31 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:48 | yes | 21 | 72 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:06 | yes | 3 | 25 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:00 | yes | 23 | 29 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:44 | yes | 18 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:10 | 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 11:12 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:54 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:17 | yes | 10 | 37 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:14 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:45 | yes | 20 | 56 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:25 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:28 | yes | 10 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:45 | yes | 25 | 31 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:09 | yes | 24 | 45 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:01 | no | 0 | 39 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:37 | yes | 5 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:58 | yes | 14 | 32 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:46 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:53 | yes | 6 | 6 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 09:46 | no | 0 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:06 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:25 | yes | 23 | 38 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:50 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:22 | yes | 25 | 30 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:04 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:54 | yes | 10 | 48 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:58 | yes | 25 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:56 | yes | 25 | 186 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:53 | yes | 24 | 72 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:47 | yes | 3 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:02 | yes | 22 | 36 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
Oracle read as Oracle HCM Onboarding
Oracle Cloud HCM read as Oracle Fusion Cloud HCM
Oracle HCM read as Oracle Fusion Cloud HCM
Oracle HCM Cloud read as Oracle Fusion Cloud HCM
Oracle HCM Cloud (Fusion) read as Oracle Fusion Cloud HCM
SAP read as SAP SuccessFactors
SAP SuccessFactors HCM read as SAP SuccessFactors
ServiceNow read as ServiceNow HR Service Delivery
Workable read as Workable HR
Workday HCM read as Workday
Unresolved, counted raw
ADP Lyric
Appian
ApplaudHR
Basic Asana Setup
Clearcove
Employee Onboarding 365
HR Cloud Onboard
HelloSign
Legacy SAP R/3 Installs
Microsoft 365 Enterprise Architecture (Viva + Power Automate + SharePoint)
MindForge Platform
On-Premise Oracle E-Business Suite
OnboardingHub
Oorwin.ai
Oracle Fusion HCM Onboarding
ServiceNow Enterprise Onboarding and Transitions (EOT)
Skima.ai
SogoEX
Sora / RUN Powered by ADP
Standard BambooHR Instances
Standard Microsoft Lists/Excel
SuccessFactors Onboarding
TalentDock
TaskRay
Tornado (formerly Click Boarding / Tornado Onboarding)
UKG (Ultimate Kronos Group) Onboarding
Userlane
Userpiano
Discontinued, still offered
No shut-down product was recommended here.