HR AI Index
September 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
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. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Contested
38% 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.

01The 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
01BambooHR38%11%53endorsed leader
02Gusto21%4%55accepted challenger
03Zoho People13%0%16accepted challenger
04Rippling9%35%40criticized challenger
05FirstHR4%0%15accepted challenger
06Trainual2%7%14accepted challenger
07Homebase2%0%11accepted challenger
Show the one product at 0%, ordered by negative rate
08Deel0%18%11accepted 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.

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
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01BambooHR38%
02Gusto21%
03Zoho People13%
04Rippling9%
05FirstHR4%
06Trainual2%
07Homebase2%
08Deel0%

02What they warned about

Seven of twelve models held their first choice under the paraphrase. Perplexity Sonar, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2 and GLM 4.7 FlashX 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.
Rippling
35%
14 of 40 labels negative · 9 of 12 models · 3 hard negative
“Things to avoid on a tight budget... **Rippling** \u2014 $40 base + $8/employee, plus sales-led pricing” DeepSeek V4 Flash, budget prompt
BambooHR
11%
6 of 53 labels negative · 5 of 12 models · 2 hard negative
“Things to avoid on a tight budget- **BambooHR** \u2014 excellent but has a **$250/month minimum**” DeepSeek V4 Flash, budget prompt
SAP SuccessFactors
100%
5 of 5 labels negative · 4 of 12 models · 5 hard negative
“Enterprise-First Platforms (Workday, SAP SuccessFactors, Oracle) **Why avoid for small business:**” Kimi K2, negative prompt
Workday
83%
5 of 6 labels negative · 4 of 12 models · 5 hard negative
“**Why avoid for small business:** - Massively **overbuilt and overpriced** for teams under 50 employees” Kimi K2, 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

65 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. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 730 links across 184 sites, every framing counted. Ranked by the number of answers carrying the site or page.

36 answers · 37 citations · 10 models
vendor site · Softr30 answers · 30 citations · 9 models
vendor site · FirstHR27 answers · 41 citations · 10 models
vendor site · People Managing People25 answers · 27 citations · 9 models
24 answers · 26 citations · 8 models
21 answers · 28 citations · 9 models
vendor site · Gusto20 answers · 22 citations · 8 models
19 answers · 20 citations · 9 models
vendor site · Rippling18 answers · 18 citations · 9 models
vendor site · HR Cloud16 answers · 17 citations · 10 models
16 answers · 16 citations · 9 models
vendor site · Siit16 answers · 16 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.

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 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
Two alternativesGusto, Trainual
against: Rippling
BambooHRHeld
Four alternativesDock, Gusto, OnRamp, Rippling
Gusto
Seven alternativesBambooHR, Deel, GoCo, Oyster, SkyPrep, Trainual, Workwize
GoCo
Two alternativesCharlieHR, Zoho People
no first choiceagainst: Paychex Flex
GPT-5.4 miniGusto
One alternativeBambooHR
against: Rippling
GustoHeld
Three alternativesADP RUN, BambooHR, Rippling
Gusto
Two alternativesADP RUN, BambooHR
against: Justworks, Rippling
Gusto
One alternativeBambooHR
against: Deel
no first choicenothing named
Gemini 3.5 FlashRippling
Five alternativesBambooHR, Deel, Gusto, Remote, Trainual
RipplingHeld
Three alternativesDeel, Gusto, Trainual
Gusto
Seven alternativesConnecteam, Deel, Donut, Remote, Rippling, Teamflect, Trainual
Zoho People
Three alternativesConnecteam, Gusto, OnPay
against: Freshteam
Rippling
Five alternativesBambooHR, Doozy, Gusto, HiBob, Trainual
against: SAP SuccessFactors, Workday
against: ADP, Oracle Fusion Cloud HCM, Paychex Flex, SAP SuccessFactors, WorkBright, Workday
Perplexity SonarBambooHR
Three alternativesGusto, Rippling, WorkBright
Arrows, DockChanged
One alternativeOnRamp
against: Gainsight, Precursive, Rocketlane
BambooHR
Four alternativesGusto, Homebase, Rippling, Trainual
Gusto
Three alternativesEddy, Homebase, Zoho People
no first choiceagainst: Gainsight, Precursive, Rocketlane
Grok 4.1 FastBambooHR
Three alternativesGusto, Rippling, Zoho People
BambooHRHeld
Two alternativesGusto, Zoho People
against: Rippling
no first choice
Four alternativesBambooHR, FirstHR, Gusto, Rippling
Connecteam, TalentHR
Three alternativesDeel, FirstHR, Gusto
against: BambooHR, Rippling
no first choiceagainst: Appcues, Enboarder, Pendo, Rippling, UserGuiding, WalkMe
Mistral SmallBambooHR
Two alternativesJazzHR, Zoho People
BambooHRHeld
One alternativeGusto
BambooHR
Four alternativesFirstHR, Gusto, Homebase, Rippling
Gusto, Homebase
One alternativeBambooHR
no first choiceagainst: ADP Workforce Now, BambooHR, Gusto, Paychex Flex, Rippling
DeepSeek V4 FlashBambooHR
Three alternativesGusto, Process Street, Rippling
TrainualChanged
Three alternativesBambooHR, Gusto, Pipedrive
BambooHR, Gusto
Three alternativesEnboarder, Trainual, WorkBright
against: Rippling
Zoho People
Three alternativesEddy, FirstHR, Gusto
against: BambooHR, Click Boarding, Rippling, Tango
BambooHR
Three alternativesConnecteam, Gusto, WorkBright
against: Asana, BambooHR, Monday.com, Oracle Fusion Cloud HCM, Paycom, Paycor, Paylocity, Rippling, SAP SuccessFactors, Trainual, Trello, Workday
Llama 4 MaverickBambooHR
Two alternativesADP RUN, JazzHR
BambooHRHeld
Three alternativesADP RUN, Gusto, Workforce.com
no first choiceZoho People
Three alternativesBambooHR, FirstHR, Gusto
no first choiceagainst: Rippling
Qwen 3.7 FlashGusto, Rippling
Two alternativesDeel, Enboarder
BambooHRChanged
Two alternativesFirstHR, Gusto
BambooHR, Gusto
Three alternativesHomebase, Rippling, TalentHR
Zoho People
Four alternativesClick Boarding, Gusto, Homebase, Qualee
against: BambooHR
no first choiceagainst: Asana, Deel, Notion, Oracle Fusion Cloud HCM, Oyster, Paylocity, Rippling, SAP SuccessFactors, Slack, Trello, UKG Pro, Workday
Kimi K2BambooHR, Gusto
Three alternativesProcess Street, Rippling, Zoho People
FirstHR, GustoChanged
Two alternativesBambooHR, Homebase
BambooHR, Gusto
Five alternativesDeel, Donut, Rippling, Sapling, WorkBright
FirstHR, Zoho People
Three alternativesBambooHR, Gusto, Homebase
BambooHR
Two alternativesGusto, Workable
against: ADP RUN, Oracle, Rippling, SAP SuccessFactors, Workday
GLM 4.7 FlashXBambooHR
Four alternativesFirstHR, Gusto, Rippling, Zoho People
GustoChanged
Three alternativesBambooHR, CharlieHR, Rippling
BambooHR
Seven alternativesConnecteam, Deel, Gusto, Rippling, Trainual, Waybook, Zoho People
Zoho People
Six alternativesBambooHR, Google Forms + Sheets, Gusto, OnPay, QuickBooks Workforce, Rippling
no first choiceagainst: ADP, Rippling
MiniMax M2.5BambooHR
Three alternativesGusto, Rippling, Zoho People
BambooHRHeld
Three alternativesGusto, Rippling, Workday
FirstHR, Gusto
Three alternativesBambooHR, Enboarder, Innform
BambooHR, Gusto
One alternativeHR Cloud
no first choiceagainst: ADP RUN, BambooHR, Gusto
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 18:46yes99 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 21:46yes26 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:53yes817 s
Direct recommendationPerplexity Sonarsonar2026-09-17 19:30yes206 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:04yes1511 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 19:55yes87 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 19:11yes817 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:55yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:17no025 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:00yes1852 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 19:11yes1257 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 20:47yes1524 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 21:41yes177 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:48yes55 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 22:06yes1148 s
ParaphrasePerplexity Sonarsonar2026-09-17 21:45yes204 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 17:53yes2414 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 19:32yes54 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 21:42yes1010 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:14yes52 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 19:30yes518 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:09yes828 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 19:00yes1021 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:48yes1434 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:57yes99 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:23yes56 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:00yes1022 s
ComparativePerplexity Sonarsonar2026-09-17 18:27yes188 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:48yes2414 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 21:46yes56 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 19:02yes2019 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:14yes53 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 19:55yes517 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:26yes1452 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 21:16yes1033 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 20:24yes515 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:05yes108 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:40yes35 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:56yes1542 s
Budget constrainedPerplexity Sonarsonar2026-09-17 19:40yes205 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:17yes2515 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 17:57yes54 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 20:44yes910 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:33yes52 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 19:39yes1018 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 21:31yes1017 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:34yes2179 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 21:40yes511 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 21:36no05 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:36no08 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 22:04yes1250 s
Scale constrainedPerplexity Sonarsonar2026-09-17 19:01yes209 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 21:12yes1310 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 19:36no05 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 21:23yes1016 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:23yes53 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:16no022 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:11yes1016 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:39yes1093 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 21:33no011 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:16yes189 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 21:08yes37 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:53yes2536 s
Negative framingPerplexity Sonarsonar2026-09-17 19:42yes207 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:11yes4119 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 21:12yes55 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-17 20:07yes3071 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:52yes54 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:29no030 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:56yes1523 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:26yes2362 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:14yes2428 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 HCM read as Oracle Fusion Cloud HCM
Oracle HCM Cloud read as Oracle Fusion Cloud HCM
Paychex read as Paychex Flex
RUN Powered by ADP read as ADP RUN
Unresolved, counted raw
Boardon
Google Workspace checklists
Qualee
Workwize
Discontinued, still offered
No shut-down product was recommended here.
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