HR AI Index
September 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index Core HR and payroll Time and attendance › Enterprise September 2026 Edition

Time and attendance for enterprise buyers

Asked as “time and attendance system”, and as “employee time tracking software”, on behalf of an enterprise B2B company. 41 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Contested
29% 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 an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01UKG Pro29%10%29accepted challenger
02UKG Ready20%0%15accepted challenger
03Rippling2%3%31accepted challenger
04Dayforce2%6%17accepted challenger
05ADP Workforce Now2%11%18accepted challenger
06Workday Time Tracking2%12%16accepted challenger
07Workday2%12%17accepted challenger
Show the three products at 0%, ordered by negative rate
10Connecteam0%36%11criticized challenger
09Deputy0%25%12criticized challenger
08ADP0%15%13accepted 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
10
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01UKG Pro29%
02UKG Ready20%
03Rippling2%
04Dayforce2%
05ADP Workforce Now2%
06Workday Time Tracking2%
07Workday2%
08ADP0%
09Deputy0%
10Connecteam0%

02What they warned about

Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, 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.
BambooHR
62%
5 of 8 labels negative · 5 of 12 models · 2 hard negative
“BambooHR - may not suit very large enterprises with multiple users or businesses under one system.” Llama 4 Maverick, negative prompt
Clockify
80%
4 of 5 labels negative · 4 of 12 models · 2 hard negative
“Why to avoid: ... cannot handle the complexity of an enterprise.” Gemini 3.5 Flash, negative prompt
Connecteam
36%
4 of 11 labels negative · 3 of 12 models · 3 hard negative
“Small-Business-Focused Tools Scaled Up (e.g., Connecteam, BambooHR T&A Modules) - **Why avoid?** Not built for enterprise HR needs” Grok 4.1 Fast, negative prompt
When I Work
60%
3 of 5 labels negative · 3 of 12 models · 3 hard negative
“When I Work ($2.50/user) don't scale reliably/cost-effectively for thousands” Grok 4.1 Fast, budget 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

64 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. 964 links across 271 sites, every framing counted. Ranked by the number of answers carrying the site or page.

37 answers · 56 citations · 11 models
vendor site · Gartner31 answers · 43 citations · 11 models
vendor site · Select Software Reviews29 answers · 29 citations · 10 models
vendor site · People Managing People27 answers · 29 citations · 10 models
26 answers · 48 citations · 9 models
20 answers · 23 citations · 9 models
vendor site · Jibble17 answers · 22 citations · 8 models
17 answers · 18 citations · 9 models
16 answers · 19 citations · 8 models
vendor site · Rippling15 answers · 19 citations · 8 models
14 answers · 18 citations · 7 models
14 answers · 17 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 time and attendance system for an enterprise B2B company?”Paraphrase“Which employee time tracking software would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade time and attendance systems and how do they differ?”Budget-constrained“What is the best time and attendance system 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 a time and attendance system. What should we look at?”Negative“Which time and attendance systems should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceUKG ReadyChanged
One alternativeWorkday
Rippling, UKG Ready
Five alternativesADP Workforce Now, Connecteam, HROne, Timesheet 365, Workday Time Tracking
UKG Pro
Three alternativesJibble, Paychex Flex, Workday HCM
no first choicenothing named
GPT-5.4 miniUKG Pro Workforce Management
Two alternativesADP Workforce Management, WorkForce Software
Workday Workforce ManagementChanged
Two alternativesADP Workforce Management, UKG Pro
UKG Pro Workforce Management / UKG Ready
Six alternativesADP Workforce Manager / ADP Time & Attendance, Dayforce, Infor Workforce Management, Oracle Time and Labor, SAP SuccessFactors Time Tracking / SAP Time Management, Workday Time Tracking
UKG Pro Workforce Management, UKG Ready
One alternativeADP
against: Rippling
no first choiceagainst: ADP Workforce Now, Enterprise eTIME
Gemini 3.5 FlashReplicon
Seven alternativesADP Workforce Now / ADP Enterprise HR, Dayforce, HMS Software, Journyx, Rippling, UKG Pro, Workday Time Tracking
RepliconHeld
Four alternativesKantata, Rippling, UKG Pro, Workday Time Tracking
UKG Pro Workforce Management
Five alternativesADP Enterprise eTIME / ADP Workforce Now, Dayforce, Oracle Fusion Cloud Workforce Management, SAP SuccessFactors Time Management, Workday Time Tracking
Hirebase
Five alternativesConnecteam, Homebase, Oracle HCM Now, TCP Software, Workday GO
against: ADP, Paycom, SAP SuccessFactors, UKG Pro
no first choiceagainst: BambooHR, Clockify, Deputy, Homebase, QuickBooks Time, UKG Workforce Central, When I Work
Perplexity SonarUKG Pro Workforce Management / UKG Ready
Four alternativesADP, Nowsta, Rippling, Workday
UKG Ready/UKGChanged
Two alternativesHomebase, TimeClock Plus
against: Clockify
UKG Pro
Six alternativesADP, Dayforce, Oracle, Rippling, SAP SuccessFactors, Workday
Homebase
Two alternativesSAP SuccessFactors, Workforce.com
no first choicenothing named
Grok 4.1 FastUKG Pro
Three alternativesADP Time & Attendance, Rippling, Workday Time Tracking
ADP Workforce Now, UKG ProChanged
One alternativePaycom
against: Clockify, Toggl Track
UKG Pro
Four alternativesADP, Dayforce, Rippling, Workday
UKG Pro
Three alternativesADP Workforce Now, Paylocity, Rippling
against: Buddy Punch, Connecteam, When I Work
UKG Ready
Two alternativesJibble, Rippling
against: ADP, BambooHR, Connecteam, UKG Pro, Workday Time Tracking
Mistral SmallRippling
Three alternativesDeputy, HROne, UKG Ready
against: Dayforce, Workday
UKG ReadyChanged
Four alternativesEverhour, Hubstaff, Time Doctor, Toggl Track
Rippling
Five alternativesADP, Dayforce, HROne, Infor Workforce Management, UKG Ready
UKG Ready
Two alternativesHomebase, Synerion
no first choiceagainst: ADP Time & Attendance, Gusto, Kronos, Mitrefinch
DeepSeek V4 FlashUKG Pro
Three alternativesADP Workforce Now, Dayforce, Workday Time Tracking
UKG ProHeld
Four alternativesADP Workforce Now, Everhour, Toggl Track, Workday Time Tracking
UKG Pro / Dimensions
Five alternativesADP Workforce Now, Dayforce, Infor Workforce Management, Replicon, Workday Time Tracking
TimeClock Plus
Three alternativesADP Workforce Now, Dayforce, UKG Pro
against: Buddy Punch, Deputy, TimeCamp, When I Work, Workday
no first choiceagainst: BambooHRagainst: ADP Workforce Now, Clockify, Homebase, Old Kronos 4500, QuickBooks Time, UKG Pro / Kronos, Workday Time Tracking
Llama 4 Maverickno first choiceUKG ReadyChanged
Four alternativesConnecteam, Jibble, Unrubble, When I Work
Rippling, UKG Ready
Two alternativesDeputy, HROne
no first choice
Two alternativesKenjo, Workday
no first choiceagainst: BambooHR, Connecteam, UKG Pro
Qwen 3.7 FlashUKG Pro
Six alternativesADP Workforce Now, Oracle Fusion Cloud HCM, Paylocity, Rippling, SAP SuccessFactors Employee Central, Workday Time Tracking
HarvestChanged
Four alternativesDeel, QuickBooks Time, Rippling, UKG Pro
against: Oracle, SAP
UKG Ready/UKG
Four alternativesADP Workforce Now, Paychex Flex, Paycor, Rippling
Paylocity
Two alternativesUKG Pro, Workday HCM
against: NICE
no first choicenothing named
Kimi K2SAP SuccessFactors Time Tracking, UKG Pro
Three alternativesADP Workforce Now / ADP Time & Attendance, Rippling, Workday
UKG Pro, Workday Time TrackingChanged
Three alternativesOracle Time and Labor, Replicon, SAP SuccessFactors Time Management
UKG Pro
Five alternativesADP Workforce Now, Dayforce, Oracle Fusion Cloud HCM, SAP SuccessFactors, Workday Time Tracking
UKG Pro
Two alternativesADP, Workday
against: Jibble
UKG Pro
Five alternativesADP, Hubstaff, Replicon, Rippling, Workday
against: ADP Time & Attendance, UKG/Kronos Private Cloud
GLM 4.7 FlashXno first choiceJibbleChanged
Five alternativesHubstaff, SAP SuccessFactors Time Tracking, TMetric, Timely, UKG Ready
UKG Pro
Nine alternativesADP Workforce Now, Connecteam, Dayforce, Deputy, Oracle Fusion Cloud HCM, Paycor, Rippling, SAP SuccessFactors Time Management, Workday Time Tracking
Dayforce, UKG Pro, Workday
Five alternativesADP Workforce Now + WFM, Buddy Punch, Connecteam, Deputy, Rippling
against: Lathem PayClock Online, TimeClock 365
no first choicenothing named
MiniMax M2.5UKG Ready
Three alternativesHROne, Rippling, Workday
Jibble, UKG ReadyChanged
Two alternativesADP Workforce Now, SAP SuccessFactors
UKG Pro
Five alternativesADP Workforce Now, Dayforce, Oracle Fusion Cloud HCM, SAP SuccessFactors, Workday Time Tracking
Jibble
Three alternativesADP Workforce Now, Deputy, Rippling
no first choice
Four alternativesHubstaff, Rippling, TimeClock 365, ZYNTRA Insight
against: BambooHR, Connecteam, Deputy, Homebase
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 17:58no06 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:35yes36 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 22:02yes1849 s
Direct recommendationPerplexity Sonarsonar2026-09-17 19:39yes209 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:21yes3418 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 19:33yes88 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 20:58yes1721 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:32yes63 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 21:38no025 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:29yes1019 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:11yes2829 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 20:56yes1629 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:40yes98 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:39yes35 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:27yes1320 s
ParaphrasePerplexity Sonarsonar2026-09-17 20:38yes205 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:42yes4021 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 18:22yes1311 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 19:12yes1726 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 21:04yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 21:05no029 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:56yes1342 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 21:46yes2073 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 20:53yes513 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 19:14yes158 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:07yes910 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:37yes1427 s
ComparativePerplexity Sonarsonar2026-09-17 18:04yes1610 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:35yes2716 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 19:48yes1311 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 20:53yes2839 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:23yes52 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:54yes527 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 21:11yes1833 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 21:14yes2843 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:48yes1328 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:39yes1811 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:04yes26 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:18yes1627 s
Budget constrainedPerplexity Sonarsonar2026-09-17 18:50yes208 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:35yes3325 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 17:53yes1914 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 20:14yes2828 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 21:08yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:58no029 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:40yes30120 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 21:35yes27155 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:57yes1947 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:06no07 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:54no011 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:27yes627 s
Scale constrainedPerplexity Sonarsonar2026-09-17 21:02yes2015 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:17yes2012 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 21:24no07 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 18:44yes2020 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:57yes57 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 17:55yes527 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:17yes2542 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 21:28no038 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 21:01yes1023 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 21:08yes98 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 21:24yes57 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 22:02yes751 s
Negative framingPerplexity Sonarsonar2026-09-17 20:13yes208 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 21:38yes2417 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 21:07yes1710 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 19:29yes2948 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:29yes53 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:37yes1028 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:07yes3065 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 21:17yes2743 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 20:17yes1875 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
Akrivia read as Akrivia HCM
Ceridian Dayforce read as Dayforce
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
QuickBooks Workforce read as QuickBooks Time
Unresolved, counted raw
ADP Enterprise eTIME / ADP Workforce Now
ADP Workforce Manager / ADP Time & Attendance
ADP Workforce Now / ADP Enterprise HR
DeWitt
Enterprise eTIME (Legacy)
GaiaWorks
HMS Software (TimeControl)
Hirebase
Journyx
Kenjo
Kronos Workforce Ready / Workforce Central
Lathem PayClock Online
Mitrefinch
Old Kronos 4500
Oracle HCM Now
SAP SuccessFactors Time Tracking / SAP Time Management
SD Worx Time
Sprout Solutions
Tempo
UKG/Kronos Private Cloud
ZYNTRA Insight
Discontinued, still offered
No shut-down product was recommended here.
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