HR AI Index
Index › Onboarding and employee experience › Employee onboarding › Enterprise › September 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. 41 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Workday
Clear leader
49% of first choices, clear leader.
ShowinginAll 50 categories →

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 businessBambooHR38%ContestedStanding →Mid-marketBambooHR29%ContestedStanding →EnterpriseWorkday49%Clear leaderThis page

01The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01Workday49%13%55endorsed leader
02Rippling27%17%47accepted challenger
03Enboarder5%0%26accepted challenger
04SAP SuccessFactors5%11%36accepted challenger
05BambooHR5%48%23criticized challenger
Show the seven products at 0%, ordered by negative rate
12Gusto0%80%10criticized challenger
11ServiceNow0%20%10accepted challenger
06Click Boarding0%7%15accepted challenger
09Oracle Fusion Cloud HCM0%7%15accepted challenger
08UKG Pro0%0%14accepted challenger
07Deel0%0%13accepted challenger
10ServiceNow HR Service Delivery0%0%10accepted challenger
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.
Head to head
BambooHR vs RipplingBambooHR vs Zoho PeopleRippling vs Zoho People

Recommended versus criticized

Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.

Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09
10
11
12
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Workday49%
02Rippling27%
03Enboarder5%
04SAP SuccessFactors5%
05BambooHR5%
06Click Boarding0%
07Deel0%
08UKG Pro0%
09Oracle Fusion Cloud HCM0%
10ServiceNow HR Service Delivery0%
11ServiceNow0%
12Gusto0%

02What they warned about

Five of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Mistral Small, Qwen 3.7 Flash, Kimi K2 and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
BambooHR
48%
11 of 23 labels negative · 7 of 12 models · 7 hard negative
“While platforms like **Myonboard** and **BambooHR** are excellent for organizations under 500–1,000 employees, they often struggle at the enterprise level” Qwen 3.7 Flash, negative prompt
Rippling
17%
8 of 47 labels negative · 7 of 12 models · 2 hard negative
“Avoid Rippling if cost predictability is your top priority, as modular add-ons can inflate costs unexpectedly.” Kimi K2, budget prompt
Gusto
80%
8 of 10 labels negative · 6 of 12 models · 4 hard negative
“Why avoid/caution**: Payroll/HR-focused for small growing teams. Minimal enterprise features” Grok 4.1 Fast, negative prompt
Workday
13%
7 of 55 labels negative · 5 of 12 models
“Workday projects typically require a certified implementation partner and 4–12 months of configuration, which is a significant consideration for enterprises seeking quick deployment.” Claude Haiku 4.5, negative prompt

03What they cite

Citations exist only for the models that return a source list: twelve of the twelve in this edition, and all six flagship models on the expanded tier.

Sites the answers cite

66 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 5 of those lists are Google grounding redirects that name no site and are left out of the counts. 971 links across 276 sites, every framing counted. Ranked by the number of answers carrying the site or page.

gartner.com
vendor site · Gartner33 answers · 55 citations · 10 models
bestrecruitingtools.com
32 answers · 47 citations · 10 models
paycor.com
vendor site · Paycor29 answers · 29 citations · 9 models
hrcloud.com
vendor site · HR Cloud27 answers · 32 citations · 8 models
peoplemanagingpeople.com
vendor site · People Managing People26 answers · 31 citations · 9 models
g2.com
18 answers · 39 citations · 8 models
forbes.com
18 answers · 20 citations · 9 models
darwinbox.com
vendor site · Darwinbox16 answers · 17 citations · 9 models
monday.com
vendor site · Monday.com15 answers · 17 citations · 8 models
siit.io
vendor site · Siit12 answers · 12 citations · 6 models
hr.university
11 answers · 12 citations · 8 models
apty.ai
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.

gartner.com/reviews/market/onboarding-software
33 answers · 10 models
paycor.com/resource-center/articles/best-enterprise-onboarding-software
29 answers · 9 models
bestrecruitingtools.com/blog/best-employee-onboarding-software-enterprise-2026
26 answers · 9 models
hrcloud.com/blog/best-employee-onboarding-software
22 answers · 8 models
bestrecruitingtools.com/blog/best-onboarding-software-enterprise-2026
21 answers · 8 models
darwinbox.com/blog/10-best-employee-onboarding-software-enterprises
16 answers · 9 models
forbes.com/advisor/business/software/best-onboarding-software
16 answers · 9 models
peoplemanagingpeople.com/tools/best-enterprise-onboarding-software
15 answers · 9 models
monday.com/blog/service/employee-onboarding-software
14 answers · 8 models
peoplemanagingpeople.com/tools/best-hr-software-for-onboarding
13 answers · 6 models

04How 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.
ModelDirect“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 4.5Rippling
Five alternativesClick Boarding, Enboarder, Oracle Fusion Cloud HCM, SAP SuccessFactors, Workday
Rippling, WorkdayChanged
Two alternativesEnboarder, SAP SuccessFactors
Rippling
Two alternativesDarwinbox, Workday
Doozy
One alternativeWorkday
against: Ripplingno first choiceagainst: ServiceNow, Workday
GPT-5.4 miniWorkday
Four alternativesRippling, SAP SuccessFactors, ServiceNow HR Service Delivery, UKG Pro
SAP SuccessFactorsChanged
Two alternativesUKG Pro, Workday
against: RipplingWalkMe
Four alternativesChameleon, Pendo, Userpilot, Whatfix
Doozyagainst: SAP SuccessFactorsno first choicenothing named
Gemini 3.5 FlashRippling
Four alternativesDeel, Enboarder, Trainual, Workday
EnboarderChanged
Six alternativesClick Boarding, Deel, Remote, Rippling, ServiceNow, Workday
Rippling, Workday
Three alternativesDeel, Enboarder, WorkBright
WorkBright
Four alternativesAppical, Beyond Intranet, Click Boarding, Enboarder
no first choiceagainst: Appcues, Asana, BambooHR, ClickUp, Gusto, Monday.com, Namely, Trello, UserGuiding, Userpilot
Perplexity SonarRippling
Four alternativesDarwinbox, Disprz, Paylocity, UKG Pro
RipplingHeld
Three alternativesGUIDEcx, OnRamp, Rocketlane
no first choice
Ten alternativesClick Boarding, Deel, Enboarder, HR Cloud, Oracle Fusion Cloud HCM, Rippling, SAP SuccessFactors, ServiceNow, UKG Pro, Workday
Workday
Two alternativesHR Cloud, Paylocity
against: Justworksno first choiceagainst: Amplitude, Appcues, BambooHR, Chameleon, Doozy, Gusto, Mixpanel, Userpilot, Zendesk
Grok 4.1 FastWorkday
Five alternativesADP Workforce Now, Oracle Fusion Cloud HCM, Rippling, SAP SuccessFactors, UKG Pro
against: BambooHRWorkdayHeld
Four alternativesOracle Fusion Cloud HCM, SAP SuccessFactors, ServiceNow, UKG Pro
GUIDEcx
Four alternativesChurnZero, Gainsight, OnRamp, Rocketlane
against: Rippling, WorkdayRipplingagainst: BambooHR, Gusto, SAP SuccessFactors, WorkdayRippling
Four alternativesClick Boarding, Enboarder, HR Cloud, Workday
against: Asana, BambooHR, Cvent, Docebo, Eloomi, Gusto, Litmos, Remo.co, Rippling, Trainual
Mistral SmallRippling
Two alternativesBambooHR, Workday
WorkdayChanged
Four alternativesADP Workforce Now, Darwinbox, Rippling, SAP SuccessFactors
no first choiceTrainual
Two alternativesBambooHR, Workday
no first choiceagainst: WalkMe, Whatfix
DeepSeek V4 FlashWorkday
Four alternativesEnboarder, Rippling, SAP SuccessFactors, ServiceNow HR Service Delivery
against: BambooHR, Gusto, TrainualWorkdayHeld
Four alternativesOracle Fusion Cloud HCM, Rippling, SAP SuccessFactors, ServiceNow HR Service Delivery
Workday
Five alternativesClick Boarding, Enboarder, Rippling, Sapling, WorkBright
Enboarder, Workday
One alternativeClearCompany
against: BambooHR, RipplingWorkday
Four alternativesBrainOnBoard, Enboarder, SAP SuccessFactors, Talmundo
against: Asana, BambooHR, Click Boarding, ClickUp, Eddy, Gusto, Monday.com, Onboard, WorkBright
Llama 4 MaverickWorkdayWorkdayHeld
One alternativeBambooHR
no first choiceWorkday
Two alternativesRippling, monday service
no first choiceagainst: Rippling
Qwen 3.7 FlashWorkday
Two alternativesRippling, SAP SuccessFactors
RipplingChanged
Three alternativesDeel, Enboarder, Workday
no first choice
Seven alternativesClustdoc, Deel, Enboarder, Rippling, SAP SuccessFactors, ServiceNow HR Service Delivery, Workday
Workday
Three alternativesEnboarder, PeopleDoc, Tango
no first choiceagainst: Asana, BambooHR, Monday.com, Myonboard, Oracle Fusion Cloud HCM, SAP SuccessFactors, Trello, Workday
Kimi K2Workday
Two alternativesRippling, SAP SuccessFactors
RipplingChanged
Two alternativesEnboarder, Workday
against: SaplingWorkday
Four alternativesOracle Fusion Cloud HCM, Rippling, SAP SuccessFactors, ServiceNow HR Service Delivery
BambooHR
One alternativeSAP SuccessFactors
against: Rippling, Workdayno first choiceagainst: BambooHR, Gusto, Workday, Zenefits
GLM 4.7 FlashXWorkday
Four alternativesEnboarder, Paycor, Rippling, ServiceNow
WorkdayHeld
Five alternativesDarwinbox, Enboarder, Rippling, SAP SuccessFactors, WorkBright
against: Zoho PeopleSAP SuccessFactors, Workday
Eight alternativesClick Boarding, Deel, Enboarder, Oyster, Rippling, ServiceNow, UKG Pro, WorkBright
BambooHR
Six alternatives360Learning, Deel, Rippling, SAP SuccessFactors, ServiceNow HR Service Delivery, iSpring LMS
against: Trainualno first choiceagainst: SAP SuccessFactors, ServiceNow, Workday
MiniMax M2.5Rippling
Four alternativesBambooHR, Deel, SAP SuccessFactors, Workday
SAP SuccessFactors, WorkdayChanged
Two alternativesBambooHR, Rippling
no first choiceWorkday
Three alternativesBambooHR, FirstHR, Rippling
no first choiceagainst: Appcues, BambooHR, Gusto, Onboard, Pendo, Rippling, Userpilot
Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The record

One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Seventy-two rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:55yes98 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 17:58yes16 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:16yes1921 s
Direct recommendationPerplexity Sonarsonar2026-09-17 20:00yes206 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:00yes3918 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 18:06yes1710 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 18:44yes1818 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:03yes52 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 21:19yes1339 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:05yes2046 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 21:25yes1543 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 20:46yes1942 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:53yes1711 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:45yes45 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:40yes1722 s
ParaphrasePerplexity Sonarsonar2026-09-17 18:27yes197 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 17:54yes3618 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 20:52yes54 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 18:59yes1618 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:47yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:04no027 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:28yes1331 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:12yes1259 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:45yes922 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 21:09yes1610 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:47yes610 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:59yes2261 s
ComparativePerplexity Sonarsonar2026-09-17 20:40yes208 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:08yes3916 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 18:19yes2516 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 19:40yes1624 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 21:34yes52 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:55yes1641 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:50yes2037 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 21:31yes1572 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:30yes1338 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:59yes1711 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 17:59yes34 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:39yes2327 s
Budget constrainedPerplexity Sonarsonar2026-09-17 19:01yes207 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:24yes2415 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 20:49yes54 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 19:54yes2423 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:47yes54 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 21:45no032 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:17yes2540 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:34yes1348 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 21:31yes1862 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:41yes1813 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:01no010 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:59no051 s
Scale constrainedPerplexity Sonarsonar2026-09-17 19:57yes2011 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 19:14yes1512 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 20:36no08 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 17:55yes1932 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:04yes55 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 19:43no027 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:18yes1530 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 21:10yes19142 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:47yes522 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:41yes1611 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 21:09yes58 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 22:02yes2149 s
Negative framingPerplexity Sonarsonar2026-09-17 21:09yes206 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 19:16yes4025 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 20:52yes58 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 21:01yes2934 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:01yes53 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:21yes1059 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 21:18yes2937 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 17:55yes2199 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 20:47yes1832 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

Category-scoped readings
Deel HR read as Deel
Oracle Cloud HCM read as Oracle Fusion Cloud HCM
Oracle Fusion 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
ServiceNow HRSD read as ServiceNow HR Service Delivery
ServiceNow HRSD (Human Resources Service Delivery) read as ServiceNow HR Service Delivery
Workday HCM read as Workday
Unresolved, counted raw
Amplitude
Appical
Apty
BrainOnBoard
Caspio
ChurnZero
Cvent
Eloomi
Mixpanel
Myonboard
OnboardIQ
Paradiso Solutions
PeopleDoc (by Red Hat)
Remo.co
TaskRay
ZingHR / Darwinbox / Keka HR
Discontinued, still offered
No shut-down product was recommended here.

Also in onboarding and employee experience

The other categories of this function, with the leader in each.
← Employee engagement survEmployee wellbeing →