AI Indexes
HR AI Index
September 2026 Edition, published September 17, 2026 · The permanent record of that edition, superseded since. The current standing is on the category page →
Index › Onboarding and employee experience › Employee onboarding › Small business › September 2026 Edition

Employee onboarding for small business buyers

Asked as “employee onboarding software”, and as “new hire onboarding platform”, on behalf of a small B2B company. 62 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
34%
Contested · Gusto 21%
34BambooHR21Gusto08Rippling37others

34% of first choices, contested.

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.

The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01BambooHR34%8%62endorsed leader
02Gusto21%8%61accepted challenger
03Rippling8%11%47accepted challenger
04Zoho People5%7%15accepted challenger
05Connecteam5%0%12accepted challenger
06Homebase3%11%19accepted challenger
07Trainual3%7%15accepted challenger
08Deel3%0%12accepted challenger
Show the one product at 0%, ordered by negative rate
09Workday0%73%11criticized challenger
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 ten head-to-head pages: the top five products, each against each

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
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01BambooHR34%
02Gusto21%
03Rippling8%
04Zoho People5%
05Connecteam5%
06Homebase3%
07Trainual3%
08Deel3%
09Workday0%

What they warned about

Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX 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.
Workday
73%
8 of 11 labels negative · 8 of 12 models · 6 hard negative
“Enterprise-Grade ATS/HCM Suites (e.g., Workday, Oracle Taleo) **Avoid these unless you have a dedicated HR operations team.**” Qwen 3.7 Flash, negative prompt
SAP SuccessFactors
100%
6 of 6 labels negative · 6 of 12 models · 5 hard negative
“Enterprise HCM (Workday, SAP) | ❌ Avoid | Too complex, expensive, and slow for SMBs.” Qwen 3.7 Flash, negative prompt
Gusto
8%
5 of 61 labels negative · 5 of 12 models · 1 hard negative
“small businesses should be cautious about or avoid the following onboarding platforms: 1. **Gusto** – Users frequently report poor customer support, payroll issues” Mistral Small, negative prompt
Rippling
11%
5 of 47 labels negative · 5 of 12 models · 1 hard negative
“enterprise tools (Rippling, ClearCompany, Greenhouse, Enboarder) require 4 to 12 weeks of implementation ... the wrong choice” Claude Haiku 4.5, negative prompt

What they cite

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

Sites the answers cite

75 of 84 answers in this category came back with a source list, from 14 of 12 models: citations where the model returns them, or the search results it consulted. 983 links across 200 sites, every framing counted. Ranked by the number of answers carrying the site or page.

47 answers · 63 citations · 12 models
45 answers · 75 citations · 12 models
36 answers · 39 citations · 10 models
vendor site · Gusto29 answers · 43 citations · 11 models
vendor site · G229 answers · 29 citations · 12 models
vendor site · FirstHR27 answers · 42 citations · 10 models
vendor site · HiBob27 answers · 30 citations · 11 models
vendor site · Zapier27 answers · 28 citations · 12 models
vendor site · HR Cloud27 answers · 27 citations · 11 models
vendor site · Personio23 answers · 23 citations · 8 models
vendor site · Rippling21 answers · 24 citations · 12 models
vendor site · G220 answers · 43 citations · 11 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.

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 productsShareOwn site citedName searches, GoogleAI search demand, est.Organic visitsPaid search a month, est.Google ads, last 30 daysBest Google position
BambooHR bamboohr.com34%108290,5005511,055,247$44,6981061
Gusto gusto.com21%870673,00010,5601,629,483118
Rippling rippling.com8%1260301,00017,886712,399$42,013115
Zoho parent site
Zoho People 5%
5%2776,60050
Connecteam connecteam.com5%57349,500288312,449$13,504120
Homebase joinhomebase.com3%404201,0003,839472,253$793120
Trainual trainual.com3%9322,2009440,49810
Deel deel.com3%52640,5001,210307,175$330,608118
TalentHR talenthr.io3%47480189,83132
GoCo goco.io3%3314,80010240,283

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.
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ModelDirect“What is the best employee onboarding software for a small B2B company?”Paraphrase“Which new hire onboarding platform would you recommend to a small business that sells to other businesses?”Comparative“What are the top onboarding platforms for a small team and how do they differ?”Budget-constrained“What is the best employee onboarding software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an employee onboarding software. What should we look at?”Negative“Which onboarding platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5BambooHR
Four alternativesGusto, Rippling, Trainual, Waybook
GustoChanged
Three alternativesBambooHR, Rippling, Zoho People
Gusto
Four alternativesBambooHR, Rippling, WorkBright, Zoho People
BambooHR
Three alternativesGuidepoint, Rippling, Zenefits
no first choiceagainst: ADP RUN, ClearCompany, Elearnio, Enboarder, Freshteam, Gainsight, Greenhouse, Paycor, Precursive, Rippling, Rocketlane, Workday, Zoho People
GPT-5.4 miniBambooHR
Three alternativesGusto, Rippling, Trainual
GustoChanged
Two alternativesBambooHR, Rippling
Gusto
Four alternativesBambooHR, Deel, Rippling, WorkBright
Gusto, TalentHR
One alternativeZoho People
against: ApplicantStack, BambooHR
no first choicenothing named
Gemini 3.5 FlashGusto, Rippling
Two alternativesDeel, Trainual
TrainualChanged
Two alternativesGusto, Rippling
Gusto
Six alternativesBambooHR, Connecteam, Deel, Doozy, Rippling, Trainual
Deel
Four alternativesConnecteam, Gusto, Homebase, Zoho People
against: Freshteam
Gusto, Rippling
Two alternativesBambooHR, Sapling
against: Enboarder
against: ADP, Gusto, Insperity, Paychex Flex, QuickBooks Payroll, Rippling, SAP SuccessFactors, TriNet, UKG Pro, Workday
Perplexity SonarGusto
Three alternativesBambooHR, Paycor, WorkBright
GustoHeld
Two alternativesLaunchBay, OnRamp
Gusto
Four alternativesBambooHR, Deel, Homebase, Rippling
Gusto
One alternativeZoho People
no first choicenothing named
Grok 4.1 FastBambooHR
Two alternativesGusto, Rippling
BambooHRHeld
Three alternativesGusto, RUN by ADP, Rippling
BambooHR
Four alternativesGusto, Homebase, Rippling, Trainual
Homebase
Two alternativesConnecteam, Gusto
against: Google Workspace, Notion
BambooHR
Two alternativesEnboarder, Rippling
against: ADP RUN, Oracle Fusion Cloud HCM, Paylocity, SAP SuccessFactors, UKG Pro, Workday
Mistral SmallBambooHR
Two alternativesCharlieHR, Paycor
BambooHR, RipplingChanged
One alternativeCharlieHR
Rippling
Four alternativesBambooHR, CharlieHR, Connecteam, Homebase
GoCo, Homebase
Two alternativesADP RUN, BambooHR
no first choiceagainst: Gusto
DeepSeek V4 FlashBambooHR
Two alternativesGusto, Rippling
BambooHR, GustoChangedagainst: HomebaseBambooHR, Gusto
Three alternativesEnboarder, Trainual, WorkBright
against: Rippling
Zoho People
Four alternativesBambooHR, Connecteam, Freshteam, Gusto
no first choiceagainst: BambooHR, Enboarder, SAP SuccessFactors, Workday
Llama 4 Maverickno first choiceBambooHRChanged
Four alternativesGusto, HiBob, Paylocity, Rippling
BambooHR
Two alternativesArrows, Scribe
Zoho People
Three alternativesBambooHR, Gusto, Homebase
no first choicenothing named
Qwen 3.7 FlashBambooHR, Gusto
One alternativeDeel
BambooHRChanged
Two alternativesGusto, Trainual
CharlieHR
Three alternativesBambooHR, Gusto, Rippling
BambooHR
Two alternativesOnboardbase, Zoho People
Dayrep, Enboarder
Four alternativesBambooHR, Gusto, HiBob, Rippling
against: ADP, Airtable, Monday.com, Notion, Oracle Taleo, SAP SuccessFactors, Wave, Workday
Kimi K2BambooHR, Gusto
One alternativeRippling
BambooHRChanged
Three alternativesFirstHR, Gusto, Rippling
Gusto
Five alternativesBambooHR, Deel, Rippling, SweetProcess, Trainual
Freshteam, TalentHR
Two alternativesHomebase, Innform
against: Gusto
Factorial, FirstHR, GoCoagainst: ADP RUN, BambooHR, SAP SuccessFactors, Workday
GLM 4.7 FlashXBambooHR
Four alternativesGusto, Rippling, Trainual, Waybook
DockChanged
Three alternativesAsana, HubSpot, Zite
BambooHR
Five alternativesClick Boarding, Factorial, Gusto, Rippling, Workable HR
Connecteam
Three alternativesHomebase, TalentHR, Zoho People
no first choiceagainst: Onboard, Paycom, Paylocity
MiniMax M2.5BambooHR, Personio
Two alternativesCharlieHR, HiBob
TrainualChanged
Three alternativesBambooHR, Gusto, Homebase
Rippling
Four alternativesBambooHR, CharlieHR, Gusto, Personio
Connecteam, Deel
Three alternativesChiefOnboarding, Innform, TalentHR
against: Homebase
no first choicenothing named
Bold 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. 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-4-5-202510012026-10-01 12:09yes97 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 10:44yes24 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-10-01 09:46yes1424 s
Direct recommendationPerplexity Sonarsonar2026-10-01 10:10yes204 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 10:38yes2110 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-10-01 11:48yes115 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 07:44yes2222 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 07:36yes52 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 09:14yes927 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-10-01 11:59yes1920 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 10:46yes2030 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 11:08yes1319 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 08:43yes98 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 08:05yes45 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-10-01 07:59yes922 s
ParaphrasePerplexity Sonarsonar2026-10-01 08:16yes193 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 10:03yes198 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-10-01 10:32yes207 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 11:35yes2325 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 11:46yes52 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 11:53yes1439 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-10-01 09:19yes929 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 08:38yes2324 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 11:11yes529 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 11:58yes97 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 11:55yes37 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-10-01 10:13yes1121 s
ComparativePerplexity Sonarsonar2026-10-01 09:19yes204 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 11:55yes1813 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-10-01 10:45yes79 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 08:28yes2343 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 11:13yes53 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 10:14yes1030 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-10-01 08:58yes1329 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 09:01yes1459 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 10:54yes1422 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 10:24no05 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 11:13yes54 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-10-01 08:02yes1721 s
Budget constrainedPerplexity Sonarsonar2026-10-01 09:05yes204 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 07:52yes226 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-10-01 09:20yes54 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 11:09yes2326 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 08:14yes52 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 07:57yes526 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-10-01 10:45yes1013 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 09:53yes1492 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 08:09yes912 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 09:50no05 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 11:41no05 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-10-01 10:17no015 s
Scale constrainedPerplexity Sonarsonar2026-10-01 09:33yes165 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 07:40yes1712 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-10-01 08:47no06 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 08:37yes1622 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 11:29yes53 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 09:57no031 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-10-01 11:02yes1015 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 09:05no07 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 11:10no07 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 11:06yes179 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 11:29no04 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-10-01 08:06yes2826 s
Negative framingPerplexity Sonarsonar2026-10-01 09:19yes205 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 10:50yes2010 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-10-01 09:07yes129 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 11:05yes2550 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 12:03yes54 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 11:16yes2233 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-10-01 11:04yes2128 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 08:24yes2166 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 12:06yes516 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 HCM read as Oracle Fusion Cloud HCM
Paychex read as Paychex Flex
RUN Powered by ADP read as ADP RUN
SAP read as SAP SuccessFactors
Workable read as Workable HR
Workday HCM read as Workday
Unresolved, counted raw
Dayrep
Elearnio
LaunchBay
Onboardbase
RUN by ADP
SureFire
Workday Onboarding HCM
Workday Raiser's Edge / Onbuka
Zite
Discontinued, still offered
No shut-down product was recommended here.
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