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 · first-choice share
34%
Contested · UKG Ready 20%
34UKG Pro Workforce Management20UKG Ready07Jibble39others
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 an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three products at 0%, ordered by negative rate
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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
UKG Ready vs Toggl TrackUKG Ready vs ConnecteamUKG Ready vs JibbleUKG Ready vs TimeCampClockify vs RipplingClockify vs HomebaseClockify vs Toggl TrackClockify vs ConnecteamClockify vs JibbleClockify vs TimeCampRippling vs HomebaseRippling vs Toggl TrackRippling vs ConnecteamRippling vs JibbleRippling vs TimeCampHomebase vs Toggl TrackHomebase vs ConnecteamHomebase vs JibbleHomebase vs TimeCampToggl Track vs ConnecteamToggl Track vs JibbleToggl Track vs TimeCampConnecteam vs JibbleConnecteam vs TimeCampJibble vs TimeCamp
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
10Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01UKG Pro Workforce Management34%
UKG Pro Workforce Management34%02UKG Ready20%
UKG Ready20%03Workday Time Tracking7%
Workday Time Tracking7%04Rippling2%
Rippling2%05ADP Workforce Now2%
ADP Workforce Now2%06Dayforce Workforce Management2%
Dayforce Workforce Management2%07SAP SuccessFactors Time Management2%
SAP SuccessFactors Time Management2%08Oracle Time and Labor0%
Oracle Time and Labor0%09Deputy0%
Deputy0%10Connecteam0%
Connecteam0%What 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 4.20, 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.
ADP Workforce Now17%
6 of 36 labels negative · 6 of 12 models
“recent user feedback on ADP Workforce Now mentioned an "incomplete implementation process," "arcane" workflows, and a time-and-attendance service that felt limited” GPT-5.4 mini, negative prompt
BambooHR Time Tracking
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
UKG Pro Workforce Management14%
5 of 36 labels negative · 5 of 12 models · 1 hard negative
“Kronos: Has been explicitly criticized by users, with one stating, "I wouldn't recommend it to my worst enemy".” Mistral Small, negative prompt
Clockify80%
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
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
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. 1038 links across 298 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · G238 answers · 57 citations · 12 models
vendor site · Gartner33 answers · 46 citations · 12 models
30 answers · 30 citations · 11 models
29 answers · 31 citations · 11 models
26 answers · 48 citations · 9 models
vendor site · Jibble20 answers · 25 citations · 9 models
20 answers · 23 citations · 9 models
19 answers · 21 citations · 10 models
vendor site · Rippling16 answers · 22 citations · 9 models
16 answers · 19 citations · 8 models
15 answers · 18 citations · 8 models
vendor site · G214 answers · 18 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.
31 answers · 12 models
29 answers · 11 models
24 answers · 9 models
21 answers · 11 models
18 answers · 10 models
18 answers · 9 models
17 answers · 7 models
15 answers · 8 models
12 answers · 10 models
12 answers · 7 models
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 time and attendance system”, “time and attendance system”, “time and attendance systems”. 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 products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| UKG Ready ukg.com UKG Pro Workforce Management 34%, UKG Ready 20%, UKG Pro Workforce Management / UKG Ready 2%, UKG Ready/UKG 2% | 59% | 267 | 18,100 | 215 | 310,168 | $11,996 | 120 | |
| Workday parent site Workday Time Tracking 7% | 7% | 43 | 1,220,000 | 23,848 | ||||
| Jibble jibble.io | 7% | 57 | 9,900 | 108 | 67,211 | 1 | ||
| Replicon deltek.com | 5% | 27 | 9,900 | 128 | 225,755 | $763 | 120 | |
| Rippling rippling.com | 2% | 1438 | 301,000 | 17,886 | 712,399 | $42,013 | 115 | 9 |
| ADP parent site ADP Workforce Now 2%, ADP Workforce Management 0% | 2% | 508 | 2,740,000 | 23,897 | ||||
| Dayforce dayforce.com Dayforce Workforce Management 2% | 2% | 23 | 450,000 | 2,983 | 208,252 company | 38 | 3 | |
| SAP parent site SAP SuccessFactors Time Management 2% | 2% | 15 | 135,000 | 74,309 | ||||
| Paylocity paylocity.com | 2% | 250 | 1,220,000 | 2,380 | 1,682,033 | $8,493 | 79 | |
| TimeClock Plus opentimeclock.com | 2% | 19 | 8,100 | 197 | 37,557 |
Google's top ten for the three searches hold 20 sites; 6 of them are among the sites the models cited here (business.com, g2.com, gartner.com, peoplemanagingpeople.com, rippling.com, selectsoftwarereviews.com). The first result for “best time and attendance system” is reddit.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.ShowHide
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.
ShowHideModelDirect“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 ReadyChangedRippling, UKG ReadyUKG Pro Workforce Managementno first choicenothing named
One alternative
Workday Time TrackingFive alternatives
ADP Workforce Now, Connecteam, HROne, Timesheet 365, Workday Time TrackingThree alternatives
Jibble, Paychex Flex, Workday Time TrackingGPT-5.4 miniUKG Pro Workforce ManagementWorkday Time TrackingChangedUKG Pro Workforce Management / UKG ReadyUKG Pro Workforce Management, UKG Readyagainst: Ripplingno first choiceagainst: ADP Workforce Now, Enterprise eTIME
Two alternatives
ADP Workforce Management, WorkForce SoftwareTwo alternatives
ADP Workforce Management, UKG Pro Workforce ManagementSix alternatives
ADP Workforce Manager / ADP Time & Attendance, Dayforce Workforce Management, Infor Workforce Management, Oracle Time and Labor, SAP SuccessFactors Time Management, Workday Time TrackingOne alternative
ADP Workforce NowGemini 3.5 FlashRepliconRepliconHeldUKG Pro Workforce ManagementHirebaseagainst: ADP Workforce Now, Paycom, SAP SuccessFactors Time Management, UKG Pro Workforce Managementno first choiceagainst: BambooHR Time Tracking, Clockify, Deputy, Homebase, QuickBooks Time, UKG Workforce Central, When I Work
Seven alternatives
ADP Workforce Now, Dayforce Workforce Management, HMS Software, Journyx, Rippling, UKG Pro Workforce Management, Workday Time TrackingFour alternatives
Kantata, Rippling, UKG Pro Workforce Management, Workday Time TrackingFive alternatives
ADP Enterprise eTIME / ADP Workforce Now, Dayforce Workforce Management, Oracle Fusion Cloud Workforce Management, SAP SuccessFactors Time Management, Workday Time TrackingFive alternatives
Connecteam, Homebase, Oracle HCM Now, TCP Software, Workday GOPerplexity SonarUKG Pro Workforce Management / UKG ReadyUKG Ready/UKGChangedagainst: ClockifyUKG Pro Workforce ManagementHomebaseno first choicenothing named
Four alternatives
ADP Workforce Now, Nowsta, Rippling, Workday Time TrackingTwo alternatives
Homebase, TimeClock PlusSix alternatives
ADP Workforce Now, Dayforce Workforce Management, Oracle Time and Labor, Rippling, SAP SuccessFactors Time Management, Workday Time TrackingTwo alternatives
SAP SuccessFactors Time Management, Workforce.comGrok 4.20UKG Pro Workforce ManagementADP Workforce Now, UKG Pro Workforce ManagementChangedagainst: Clockify, Toggl TrackUKG Pro Workforce ManagementUKG Pro Workforce Managementagainst: Buddy Punch, Connecteam, When I WorkUKG Readyagainst: ADP Workforce Now, BambooHR Time Tracking, Connecteam, UKG Pro Workforce Management, Workday Time Tracking
Three alternatives
ADP Workforce Now, Rippling, Workday Time TrackingOne alternative
PaycomFour alternatives
ADP Workforce Now, Dayforce Workforce Management, Rippling, Workday Time TrackingThree alternatives
ADP Workforce Now, Paylocity, RipplingTwo alternatives
Jibble, RipplingMistral SmallRipplingagainst: Dayforce Workforce Management, Workday Time TrackingUKG ReadyChangedRipplingUKG Readyno first choiceagainst: ADP Workforce Now, Gusto, Mitrefinch, UKG Pro Workforce Management
Three alternatives
Deputy, HROne, UKG ReadyFour alternatives
Everhour, Hubstaff, Time Doctor, Toggl TrackFive alternatives
ADP Workforce Now, Dayforce Workforce Management, HROne, Infor Workforce Management, UKG ReadyTwo alternatives
Homebase, SynerionDeepSeek V4 FlashUKG Pro Workforce ManagementUKG Pro Workforce ManagementHeldUKG Pro / DimensionsTimeClock Plusagainst: Buddy Punch, Deputy, TimeCamp, When I Work, Workday Time Trackingno first choiceagainst: BambooHR Time Trackingagainst: ADP Workforce Now, Clockify, Homebase, Old Kronos 4500, QuickBooks Time, UKG Pro / Kronos, Workday Time Tracking
Three alternatives
ADP Workforce Now, Dayforce Workforce Management, Workday Time TrackingFour alternatives
ADP Workforce Now, Everhour, Toggl Track, Workday Time TrackingFive alternatives
ADP Workforce Now, Dayforce Workforce Management, Infor Workforce Management, Replicon, Workday Time TrackingThree alternatives
ADP Workforce Now, Dayforce Workforce Management, UKG Pro Workforce ManagementLlama 4 Maverickno first choiceUKG ReadyChangedRippling, UKG Readyno first choiceno first choiceagainst: BambooHR Time Tracking, Connecteam, UKG Pro Workforce Management
Four alternatives
Connecteam, Jibble, Unrubble, When I WorkTwo alternatives
Deputy, HROneTwo alternatives
Kenjo, Workday Time TrackingQwen 3.7 FlashUKG Pro Workforce ManagementHarvestChangedagainst: Oracle Time and Labor, SAP SuccessFactors Time ManagementUKG Ready/UKGPaylocityagainst: NICEno first choicenothing named
Six alternatives
ADP Workforce Now, Oracle Time and Labor, Paylocity, Rippling, SAP SuccessFactors Employee Central, Workday Time TrackingFour alternatives
Deel, QuickBooks Time, Rippling, UKG Pro Workforce ManagementFour alternatives
ADP Workforce Now, Paychex Flex, Paycor, RipplingTwo alternatives
UKG Pro Workforce Management, Workday Time TrackingKimi K2SAP SuccessFactors Time Management, UKG Pro Workforce ManagementUKG Pro Workforce Management, Workday Time TrackingChangedUKG Pro Workforce ManagementUKG Pro Workforce Managementagainst: JibbleUKG Pro Workforce Managementagainst: ADP Workforce Now, UKG Pro Workforce Management
Three alternatives
ADP Workforce Now, Rippling, Workday Time TrackingThree alternatives
Oracle Time and Labor, Replicon, SAP SuccessFactors Time ManagementFive alternatives
ADP Workforce Now, Dayforce Workforce Management, Oracle Time and Labor, SAP SuccessFactors Time Management, Workday Time TrackingTwo alternatives
ADP Workforce Now, Workday Time TrackingFive alternatives
ADP Workforce Now, Hubstaff, Replicon, Rippling, Workday Time TrackingGLM 4.7 FlashXno first choiceJibbleChangedUKG Pro Workforce ManagementDayforce Workforce Management, UKG Pro Workforce Management, Workday Time Trackingagainst: Lathem PayClock Online, TimeClock 365no first choicenothing named
Five alternatives
Hubstaff, SAP SuccessFactors Time Management, TMetric, Timely, UKG ReadyNine alternatives
ADP Workforce Now, Connecteam, Dayforce Workforce Management, Deputy, Oracle Time and Labor, Paycor, Rippling, SAP SuccessFactors Time Management, Workday Time TrackingFive alternatives
ADP Workforce Now + WFM, Buddy Punch, Connecteam, Deputy, RipplingMiniMax M2.5UKG ReadyJibble, UKG ReadyChangedUKG Pro Workforce ManagementJibbleno first choiceagainst: BambooHR Time Tracking, Connecteam, Deputy, Homebase
Three alternatives
HROne, Rippling, Workday Time TrackingTwo alternatives
ADP Workforce Now, SAP SuccessFactors Time ManagementFive alternatives
ADP Workforce Now, Dayforce Workforce Management, Oracle Time and Labor, SAP SuccessFactors Time Management, Workday Time TrackingThree alternatives
ADP Workforce Now, Deputy, RipplingFour alternatives
Hubstaff, Rippling, TimeClock 365, ZYNTRA InsightBold 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.
Seventy-two rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:58 | no | 0 | 6 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:35 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 22:02 | yes | 18 | 49 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 19:39 | yes | 20 | 9 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:21 | yes | 34 | 18 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:33 | yes | 8 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:58 | yes | 17 | 21 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:32 | yes | 6 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:38 | no | 0 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:29 | yes | 10 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:11 | yes | 28 | 29 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:56 | yes | 16 | 29 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:40 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:39 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:27 | yes | 13 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 20:38 | yes | 20 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:42 | yes | 40 | 21 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:22 | yes | 13 | 11 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:12 | yes | 17 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:04 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:05 | no | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:56 | yes | 13 | 42 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:46 | yes | 20 | 73 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:53 | yes | 5 | 13 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:14 | yes | 15 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:07 | yes | 9 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:37 | yes | 14 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 18:04 | yes | 16 | 10 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:35 | yes | 27 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:48 | yes | 13 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:53 | yes | 28 | 39 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:23 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:54 | yes | 5 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:11 | yes | 18 | 33 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:14 | yes | 28 | 43 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:48 | yes | 13 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:39 | yes | 18 | 11 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:04 | yes | 2 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:18 | yes | 16 | 27 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 18:50 | yes | 20 | 8 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:35 | yes | 33 | 25 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:53 | yes | 19 | 14 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:14 | yes | 28 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:08 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:58 | no | 0 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:40 | yes | 30 | 120 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:35 | yes | 27 | 155 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:57 | yes | 19 | 47 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:06 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:54 | no | 0 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:27 | yes | 6 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 21:02 | yes | 20 | 15 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:17 | yes | 20 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:24 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:44 | yes | 20 | 20 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:57 | yes | 5 | 7 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:55 | yes | 5 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:17 | yes | 25 | 42 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:28 | no | 0 | 38 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:01 | yes | 10 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:08 | yes | 9 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:24 | yes | 5 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 22:02 | yes | 7 | 51 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 20:13 | yes | 20 | 8 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 21:38 | yes | 24 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:07 | yes | 17 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:29 | yes | 29 | 48 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:29 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:37 | yes | 10 | 28 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:07 | yes | 30 | 65 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:17 | yes | 27 | 43 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:17 | yes | 18 | 75 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
ADP read as ADP Workforce Now
ADP (Workforce Now / RUN) read as ADP Workforce Now
ADP (Workforce Now/Vantage) read as ADP Workforce Now
ADP Time & Attendance (Vantage/Workforce Now) read as ADP Workforce Now
ADP Time and Attendance read as ADP Workforce Now
ADP Workforce Now / ADP Time & Attendance read as ADP Workforce Now
Akrivia read as Akrivia HCM
BambooHR read as BambooHR Time Tracking
BambooHR T&A Modules read as BambooHR Time Tracking
BambooHR’s time‑tracking module read as BambooHR Time Tracking
Ceridian Dayforce read as Dayforce Workforce Management
Dayforce read as Dayforce Workforce Management
Dayforce (Ceridian) read as Dayforce Workforce Management
Dayforce (formerly Ceridian Dayforce) read as Dayforce Workforce Management
Kronos read as UKG Pro Workforce Management
Kronos (now UKG) read as UKG Pro Workforce Management
Oracle read as Oracle Time and Labor
Oracle Cloud HCM read as Oracle Time and Labor
Oracle Fusion Cloud HCM read as Oracle Time and Labor
Oracle HCM read as Oracle Time and Labor
Oracle HCM Cloud read as Oracle Time and Labor
Paychex read as Paychex Time & Attendance
QuickBooks Workforce read as QuickBooks Time
SAP read as SAP SuccessFactors Time Management
SAP SuccessFactors read as SAP SuccessFactors Time Management
SAP SuccessFactors Time Tracking read as SAP SuccessFactors Time Management
UKG read as UKG Pro Workforce Management
UKG (Kronos/UltiPro) read as UKG Pro Workforce Management
UKG (Pro / Ready) read as UKG Pro Workforce Management
UKG (Pro/Dimensions or Ready) read as UKG Pro Workforce Management
UKG (UltiPro / Kronos Workforce Ready) read as UKG Pro Workforce Management
UKG (UltiPro / Kronos) read as UKG Pro Workforce Management
UKG (formerly Kronos) read as UKG Pro Workforce Management
UKG (formerly Kronos/ADP) read as UKG Pro Workforce Management
UKG (formerly Kronos/Ultimate Software) read as UKG Pro Workforce Management
UKG (formerly Ultimate Kronos Group) read as UKG Pro Workforce Management
UKG Pro read as UKG Pro Workforce Management
UKG Pro (Kronos) read as UKG Pro Workforce Management
UKG Pro (UltiPro) read as UKG Pro Workforce Management
UKG Pro (Ultimate Kronos Group) read as UKG Pro Workforce Management
UKG Pro (formerly Kronos/ULTIMATE) read as UKG Pro Workforce Management
Workday read as Workday Time Tracking
Workday HCM read as Workday Time Tracking
Workday Workforce Management read as Workday Time Tracking
Unresolved, counted raw
ADP Enterprise eTIME / ADP Workforce Now
ADP Workforce Manager / ADP Time & Attendance
DeWitt
Enterprise eTIME (Legacy)
GaiaWorks
HMS Software (TimeControl)
Hirebase
Journyx
Lathem PayClock Online
Mitrefinch
Old Kronos 4500
Oracle HCM Now
SD Worx Time
Tempo
ZYNTRA Insight
Discontinued, still offered
No shut-down product was recommended here.