HR AI Index
Index Core HR and payroll Workforce management sui › Small business September 2026 Edition

Workforce management suites for small business buyers

Asked as “workforce management software”, and as “WFM platform for an hourly workforce”, on behalf of a small B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Contested
18% 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
01When I Work18%2%45accepted challenger
02Homebase16%2%45accepted challenger
03Connecteam14%0%37accepted challenger
04Gusto12%11%18accepted challenger
05Zoho People10%6%18accepted challenger
06Deputy8%7%43accepted challenger
07Rippling6%14%21accepted challenger
08BambooHR6%13%15accepted challenger
Show the one product at 0%, ordered by negative rate
09UKG Pro0%100%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 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
09
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01When I Work18%
02Homebase16%
03Connecteam14%
04Gusto12%
05Zoho People10%
06Deputy8%
07Rippling6%
08BambooHR6%
09UKG Pro0%

02What they warned about

One of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, 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.
UKG Pro
100%
11 of 11 labels negative · 10 of 12 models · 7 hard negative
“WFM suites that may not be suitable for small businesses include UKG Pro, SAP, and Oracle, which are designed for global enterprises and can be costly” Llama 4 Maverick, negative prompt
Workday
100%
8 of 8 labels negative · 7 of 12 models · 5 hard negative
“**Workday**: Built with medium-sized and large enterprises... making it oversized for smaller operations.” Claude Haiku 4.5, negative prompt
SAP
100%
6 of 6 labels negative · 6 of 12 models · 1 hard negative
“include UKG Pro, SAP, and Oracle, which are designed for global enterprises and can be costly” Llama 4 Maverick, negative prompt
SAP SuccessFactors
100%
5 of 5 labels negative · 5 of 12 models · 5 hard negative
“Expensive pricing model, best suited for large enterprises. Overwhelming for businesses without dedicated HR teams.” 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

63 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. 804 links across 188 sites, every framing counted. Ranked by the number of answers carrying the site or page.

vendor site · People Managing People36 answers · 41 citations · 10 models
vendor site · Guideflow32 answers · 34 citations · 9 models
24 answers · 29 citations · 9 models
vendor site · Gusto23 answers · 25 citations · 8 models
vendor site · Connecteam22 answers · 31 citations · 9 models
20 answers · 23 citations · 10 models
18 answers · 23 citations · 9 models
17 answers · 26 citations · 7 models
vendor site · FirstHR16 answers · 17 citations · 9 models
16 answers · 16 citations · 7 models
15 answers · 30 citations · 8 models
vendor site · Gartner15 answers · 16 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.

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 workforce management software for a small B2B company?”Paraphrase“Which WFM platform for an hourly workforce would you recommend to a small business that sells to other businesses?”Comparative“What are the top WFM suites for a small team and how do they differ?”Budget-constrained“What is the best workforce management software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a workforce management software. What should we look at?”Negative“Which WFM suites should a small business avoid or be cautious about?”
Claude Haiku 4.5Gusto
Four alternativesConnecteam, Homebase, Planday, Rippling
When I WorkChanged
Two alternativesDeputy, Homebase
Connecteam, When I Work
One alternativeHomebase
Connecteam
Two alternativesGusto, Homebase
no first choiceagainst: Infor Workforce Management, SAP SuccessFactors, Workday
GPT-5.4 miniConnecteam
Five alternativesBuddy Punch, Deputy, Homebase, Rippling, When I Work
UKG ReadyChangedHomebase
Three alternativesDeputy, Sling, When I Work
against: UKG Ready
Homebase
Three alternativesConnecteam, When I Work, WorkforceHub
no first choiceagainst: Oracle, SAP, UKG Pro
Gemini 3.5 FlashGusto, Rippling
Five alternativesConnecteam, Float, Harvest, Runn, Toggl Track
QuickBooks TimeChanged
Three alternativesConnecteam, Rippling, Workyard
Assembled, Connecteam
Four alternativesDeputy, Injixo, Jibble, Zendesk WFM
against: NICE, Verint Workforce Management
Homebase
Five alternativesClockify, Connecteam, Jibble, When I Work, Zoho People
Gusto, Homebase
Four alternatives7shifts, BambooHR, Deputy, Rippling
against: ADP, Blue Yonder Workforce Management, Calabrio ONE, Dayforce, NICE Workforce Management, Paychex, SAP SuccessFactors, UKG Pro, UKG Ready, Verint Workforce Management, Workday, Zebra Reflexis
Perplexity SonarGusto
Four alternativesConnecteam, Homebase, Rippling, When I Work
When I WorkChanged
Three alternativesConnecteam, Deputy, Homebase
Deputy
Six alternativesAssembled, BambooHR, Connecteam, Homebase, Rippling, When I Work
Connecteam
Four alternativesClockify, DeskTime, Homebase, Zoho People
no first choiceagainst: Infor, NICE, Oracle, SAP, UKG Pro, Workday
Grok 4.1 FastRippling
Three alternativesBambooHR, Connecteam, Deputy
When I WorkChanged
Two alternativesDeputy, Homebase
no first choice
Five alternativesConnecteam, Deputy, Homebase, Rippling, When I Work
Homebase
Three alternativesConnecteam, When I Work, Zoho People
against: Rippling, UKG Pro
no first choice
Four alternativesDeputy, Homebase, Rippling, WorkforceHub
against: Kronos
against: ADP Workforce Now, Employment Hero, Justworks, Oracle Fusion Cloud HCM, SAP SuccessFactors, UKG Pro / Kronos Workforce Dimensions, Workday HCM
Mistral SmallConnecteam, Gusto
Three alternativesBambooHR, Remote, Rippling
When I WorkChanged
Two alternativesConnecteam, Homebase
Deputy, When I Work
Four alternativesGusto, Homebase, Justworks, Monday.com
Zoho People
Two alternativesDeskTime, Gusto
no first choiceagainst: Kronos, Oracle, SAP, UKG Pro, Workday
DeepSeek V4 FlashBambooHR
Three alternativesConnecteam, Deputy, Rippling
When I WorkChanged
Three alternativesConnecteam, Deputy, Homebase
against: 7shifts
Connecteam, Deputy
Four alternativesBambooHR, Homebase, Rippling, When I Work
against: UKG Ready/Pro
Connecteam, Homebase
Three alternativesDeputy, When I Work, Zoho People
against: TriNet
no first choiceagainst: Calabrio ONE, NICE, Oracle Fusion Cloud HCM, Oracle Workforce Management, SAP SuccessFactors / SAP Workforce Management, UKG Pro, Verint Workforce Management, Workday
Llama 4 Maverickno first choiceno first choiceHeldSurfboard
Four alternativesConnecteam, When I Work, Zimyo, Zoho People
Zoho People
Three alternativesConnecteam, Gusto, When I Work
no first choiceagainst: Oracle, SAP, UKG Pro
Qwen 3.7 FlashHarvest, Toggl Track
Four alternativesClockShark, Deputy, Gusto, Monday.com
When I WorkChanged
Two alternativesDeputy, Homebase
Surfboard
Four alternativesAssembled, Deputy, When I Work, Zendesk WFM
against: Gusto, Rippling
Connecteam, Homebase
Two alternativesWhen I Work, Zoho People
against: Deputy
no first choiceagainst: Oracle, SAPagainst: Employment Hero, Gusto, Homebase, Oracle Fusion Cloud HCM, QuickBooks Time, SAP SuccessFactors, UKG Pro, Workday HCM
Kimi K2Deputy
Two alternativesRippling, When I Work
When I WorkChanged
Two alternativesDeputy, Homebase
Homebase, When I Work
Two alternativesConnecteam, Deputy
against: BambooHR, Rippling, Zoho People
Jibble, Zoho People
Three alternativesHomebase, TimeplanGo, When I Work
Deputy
Four alternativesConnecteam, Homebase, When I Work, Workforce.com
against: ADP Workforce Now, Deputy, Oracle Fusion Cloud HCM, SAP SuccessFactors, UKG Pro / UKG Dimensions, When I Work, Workday HCM
GLM 4.7 FlashXHomebase
Four alternativesConnecteam, Deputy, When I Work, Zoho People
DeputyChanged
Four alternatives7shifts, Connecteam, Homebase, When I Work
Deputy
Four alternatives7shifts, Connecteam, Homebase, When I Work
against: SAP, UKG Pro, Workday
Homebase, When I Work, Zoho People
Three alternativesConnecteam, Deputy, Planday
no first choiceagainst: ADP Workforce Now, BambooHR, Blue Yonder Workforce Management, Deputy, Oracle Workforce Management, Replicon, SAP Workforce Management, UKG Pro, Workday
MiniMax M2.5BambooHR, Rippling
Two alternativesGusto, Zoho People
ConnecteamChanged
Three alternativesDeputy, Gusto, Homebase
Deputy
Five alternatives7shifts, Connecteam, Homebase, Sling, When I Work
Zoho People
One alternativeDeskTime
BambooHR, Deputy, Gusto, When I Workagainst: ADP Workforce Now, Employment Hero, Oracle Workforce Management, SAP Workforce Management, UKG Pro, Workday
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 21:39yes97 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:45yes36 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 20:11yes1927 s
Direct recommendationPerplexity Sonarsonar2026-09-17 18:20yes207 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 19:45yes2713 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 21:35yes54 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 21:12yes1819 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:30yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:37no028 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:12yes1239 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:26yes1323 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:01yes58 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 19:52yes98 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 17:53yes44 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:52yes1523 s
ParaphrasePerplexity Sonarsonar2026-09-17 18:42yes166 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:05yes3018 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 17:57yes56 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 19:28yes2219 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:04yes52 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:16yes746 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:31yes1419 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:46yes1543 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 21:30yes1235 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 19:37yes1510 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:58yes516 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:55yes1846 s
ComparativePerplexity Sonarsonar2026-09-17 18:20yes209 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:56yes3016 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 18:38yes99 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 20:03yes2024 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:14yes53 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:05yes529 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:45yes1534 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:02yes25118 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 20:57yes1743 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 21:36yes108 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:00yes35 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:46yes2020 s
Budget constrainedPerplexity Sonarsonar2026-09-17 18:26yes205 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 17:56yes2319 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 20:18yes53 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 20:15yes912 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:45yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:00yes835 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 21:07yes1021 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 17:56yes1421 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:04yes513 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:36no06 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:23no06 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:11no014 s
Scale constrainedPerplexity Sonarsonar2026-09-17 19:09yes2010 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:31yes1518 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 21:29no04 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 20:48yes1013 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 17:56yes52 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:25no024 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 17:58yes1023 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:07no07 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:15no057 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:38yes3214 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:33no04 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 20:03yes1629 s
Negative framingPerplexity Sonarsonar2026-09-17 18:08yes197 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:10yes4317 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 17:55yes55 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 20:14yes2748 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:27yes53 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:26yes1040 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:20yes2835 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 21:00yes2881 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 17:57yes1349 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
Blue Yonder read as Blue Yonder Workforce Management
Blue Yonder (formerly JDA) read as Blue Yonder Workforce Management
Calabrio read as Calabrio ONE
NICE IEX WFM read as NICE Workforce Management
Oracle Cloud HCM read as Oracle Fusion Cloud HCM
Oracle Fusion read as Oracle Fusion Cloud HCM
Oracle HCM Cloud read as Oracle Fusion Cloud HCM
Verint read as Verint Workforce Management
Unresolved, counted raw
Injixo
UKG Pro / Kronos Workforce Dimensions
Workyard
Discontinued, still offered
No shut-down product was recommended here.
← Time and attendanceWorkforce scheduling →