Time and attendance
Asked as “time and attendance system”, and as “employee time tracking software”, on behalf of a mid-market B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
12Clockify12Paylocity10ADP Workforce Now67others
12% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: Paylocity (13%) replaces UKG Ready (15% then, 7% now), 7 points clear, inside the 13-point floor.Paylocity leads at 13%, replacing UKG Ready, which led at 15% and stands at 7% now: 7 points clear, inside the floor, so the swap reads as unsettled.
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.
Small business
Harvest23%Contested↗new leaderNew leader since September 2026: Clockify (21%) replaces Homebase (21% then, 13% now), 9 points clear, inside the 13-point floor.Standing →Mid-market
Clockify12%Contested↗new leaderNew leader since September 2026: Paylocity (13%) replaces UKG Ready (15% then, 7% now), 7 points clear, inside the 13-point floor.This pageEnterprise
UKG Pro25%Contested▼−5Since September 2026: 29% → 24%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →
Harvest23%Contested↗new leaderNew leader since September 2026: Clockify (21%) replaces Homebase (21% then, 13% now), 9 points clear, inside the 13-point floor.Standing →Mid-marketClockify12%Contested↗new leaderNew leader since September 2026: Paylocity (13%) replaces UKG Ready (15% then, 7% now), 7 points clear, inside the 13-point floor.This pageEnterpriseUKG Pro25%Contested▼−5Since September 2026: 29% → 24%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Clockify12%0%28accepted challenger=heldSince September 2026: 12% → 11%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.12% → 11%
Clockify12%0%28accepted challenger=heldSince September 2026: 12% → 11%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.12% → 11%02
Paylocity12%5%22accepted challenger▲+8Since September 2026: 6% → 13%, +8 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 13%
Paylocity12%5%22accepted challenger▲+8Since September 2026: 6% → 13%, +8 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 13%03
ADP Workforce Now10%10%29accepted challenger▲+7Since September 2026: 0% → 7%, +7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 7%
ADP Workforce Now10%10%29accepted challenger▲+7Since September 2026: 0% → 7%, +7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 7%04
Jibble10%0%17accepted challenger▲+3Since September 2026: 6% → 9%, +3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 9%
Jibble10%0%17accepted challenger▲+3Since September 2026: 6% → 9%, +3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 9%05
Homebase10%6%17accepted challenger▼−1Since September 2026: 10% → 9%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.10% → 9%
Homebase10%6%17accepted challenger▼−1Since September 2026: 10% → 9%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.10% → 9%06
Connecteam8%0%21accepted challenger▲+1Since September 2026: 8% → 9%, +1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.8% → 9%
Connecteam8%0%21accepted challenger▲+1Since September 2026: 8% → 9%, +1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.8% → 9%07
Toggl Track8%0%13accepted challenger▼−1Since September 2026: 10% → 9%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.10% → 9%
Toggl Track8%0%13accepted challenger▼−1Since September 2026: 10% → 9%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.10% → 9%08
UKG Ready8%6%16accepted challenger▼−9Since September 2026: 15% → 7%, −9 points. Inside the 13-point floor: within noise. Read over the models both editions asked.15% → 7%
UKG Ready8%6%16accepted challenger▼−9Since September 2026: 15% → 7%, −9 points. Inside the 13-point floor: within noise. Read over the models both editions asked.15% → 7%09
Rippling6%0%14accepted challenger▼−5Since September 2026: 12% → 7%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.12% → 7%
Rippling6%0%14accepted challenger▼−5Since September 2026: 12% → 7%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.12% → 7%10QuickBooks Time2%12%32accepted challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 2%
Show the five products at 0%, ordered by negative rate
13UKG Pro0%26%19criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
UKG Pro0%26%19criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%15
Paycom0%10%10accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%
Paycom0%10%10accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%14
Buddy Punch0%9%11accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%
Buddy Punch0%9%11accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%11BambooHR Time Tracking0%0%16accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
12
Deputy0%0%14accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Deputy0%0%14accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%The floor is 13 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
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 twenty-eight head-to-head pages: the top eight products, each against each
Clockify vs HomebaseClockify vs ConnecteamClockify vs Toggl TrackClockify vs UKG ReadyPaylocity vs ADP Workforce NowPaylocity vs JibblePaylocity vs HomebasePaylocity vs ConnecteamPaylocity vs Toggl TrackPaylocity vs UKG ReadyADP Workforce Now vs JibbleADP Workforce Now vs HomebaseADP Workforce Now vs ConnecteamADP Workforce Now vs Toggl TrackADP Workforce Now vs UKG ReadyJibble vs HomebaseJibble vs ConnecteamJibble vs Toggl TrackJibble vs UKG ReadyHomebase vs ConnecteamHomebase vs Toggl TrackHomebase vs UKG ReadyConnecteam vs Toggl TrackConnecteam vs UKG ReadyToggl Track vs UKG Ready
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 →
010203040506070809Q10
B11
12131415Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Clockify12%
Clockify12%02Paylocity12%
Paylocity12%03ADP Workforce Now10%
ADP Workforce Now10%04Jibble10%
Jibble10%05Homebase10%
Homebase10%06Connecteam8%
Connecteam8%07Toggl Track8%
Toggl Track8%08UKG Ready8%
UKG Ready8%09Rippling6%
Rippling6%10QuickBooks Time2%
11BambooHR Time Tracking0%
12Deputy0%
Deputy0%13UKG Pro0%
UKG Pro0%14Buddy Punch0%
Buddy Punch0%15Paycom0%
Paycom0%What they warned about
One of fourteen 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, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and GPT-6 Luna 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 Pro26%
5 of 19 labels negative · 5 of 14 models · 1 hard negative
“Systems to Be Wary Of:** #### 1. **UKG (formerly Kronos)** ... Frequent system outages and usability glitches” Qwen 3.7 Flash, negative prompt
QuickBooks Time
12%
4 of 32 labels negative · 4 of 14 models
“**QuickBooks Time** may be a poor fit if you need **GPS tracking, geofencing, or automatic background tracking** for field workers.” Perplexity Sonar, negative prompt
UKG Pro Workforce Management50%
3 of 6 labels negative · 3 of 14 models · 1 hard negative
“A ransomware attack discovered Dec. 11 [2021] hit Kronos Private Cloud and the company said the outage could last several weeks.” Muse Glimmer 30B, negative prompt
ADP Workforce Now10%
3 of 29 labels negative · 3 of 14 models
“poor support response times, long holds... Avoid if: You do not have a dedicated HR administrator to manage the complex backend.” Gemini 3.5 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
74 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1011 links across 259 sites, every framing counted. Ranked by the number of answers carrying the site or page. 10 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
35 answers · 41 citations · 11 models
vendor site · Guideflow32 answers · 34 citations · 10 models
vendor site · TimeTrex23 answers · 38 citations · 9 models
vendor site · G222 answers · 28 citations · 12 models
vendor site · Paylocity19 answers · 20 citations · 10 models
vendor site · TrackingTime19 answers · 20 citations · 9 models
18 answers · 22 citations · 9 models
18 answers · 18 citations · 9 models
vendor site · G217 answers · 36 citations · 9 models
vendor site · Rippling17 answers · 19 citations · 11 models
16 answers · 16 citations · 8 models
vendor site · Jibble15 answers · 23 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.
30 answers · 10 models
24 answers · 10 models
18 answers · 9 models
18 answers · 8 models
17 answers · 9 models
14 answers · 10 models
14 answers · 11 models
14 answers · 9 models
14 answers · 8 models
14 answers · 8 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 |
|---|---|---|---|---|---|---|---|---|
| Clockify clockify.me | 12% | 100 | 60,500 | 1,093 | 2,084,749 | 40 | ||
| Paylocity paylocity.com | 12% | 272 | 1,220,000 | 2,380 | 1,682,033 | $8,493 | 79 | |
| ADP parent site ADP Workforce Now 10% | 10% | 592 | 2,740,000 | 23,897 | ||||
| Jibble jibble.io | 10% | 66 | 9,900 | 108 | 67,211 | 1 | ||
| Homebase joinhomebase.com | 10% | 404 | 201,000 | 3,839 | 472,253 | $793 | 120 | |
| BigTime bigtime.net | 10% | 11 | 18,100 | 278 | 30,730 | $2,221 | 30 | |
| Connecteam connecteam.com | 8% | 573 | 49,500 | 288 | 312,449 | $13,504 | 120 | |
| Toggl toggl.com Toggl Track 8% | 8% | 50 | 12,100 | 89 | 257,259 company | 30 | ||
| UKG Pro ukg.com UKG Ready 8%, UKG Pro 0% | 8% | 457 | 90,500 | 1,257 | 310,168 | $11,996 | 120 | |
| Rippling rippling.com | 6% | 1260 | 301,000 | 17,886 | 712,399 | $42,013 | 115 | 9 |
Google's top ten for the three searches hold 20 sites; 5 of them are among the sites the models cited here (business.com, g2.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 a mid-market B2B company?”Paraphrase“Which employee time tracking software would you recommend to a mid-sized B2B company?”Comparative“What are the top time and attendance systems and how do they differ?”Budget-constrained“What is the best time and attendance system for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a time and attendance system. What should we look at?”Negative“Which time and attendance systems should I avoid or be cautious about?”
Claude Haiku 4.5FactorialConnecteam, PaylocityChangedUKG Prono first choiceno first choicenothing named
Four alternatives
BambooHR Time Tracking, Jibble, Paylocity, SynerionTwo alternatives
Apploye, QuickBooks TimeTwo alternatives
Deputy, UKG Pro Workforce ManagementThree alternatives
Buddy Punch, ClockIn, QuickBooks TimeGPT-5.4 miniADP Workforce Now, UKG ReadyQuickBooks Time, RipplingChangedADP Time & Attendance / Workforce Now, UKG ProClockifyagainst: QuickBooks Timeno first choiceagainst: ADP Workforce Now, Hubstaff, Paylocity, Time Doctor, TimeMoto, UKG Pro
Two alternatives
Paylocity, RipplingOne alternative
Toggl TrackSix alternatives
Humanity, Paylocity, QuickBooks Time, SAP SuccessFactors Time Management, TCP Software, Workday Workforce ManagementOne alternative
HomebaseGemini 3.5 FlashRipplingToggl TrackChangedno first choiceJibbleno first choiceagainst: ADP Workforce Now, EasyClocking, EasyWorkforce, QuickBooks Time, TimeLogix, UKG Pro
Six alternatives
ADP Workforce Now, Everhour, Harvest, Jibble, TCP Software, TimeClock PlusSeven alternatives
BigTime, ClickTime, ClickUp, Harvest, Monday.com, Rize, TimelyEight alternatives
ADP Workforce Now, Clockify, Connecteam, Deputy, Homebase, Rippling, Toggl Track, UKG ReadyThree alternatives
Clockify, Connecteam, HomebasePerplexity SonarPaylocityPaycorChangedno first choiceConnecteam, Homebaseno first choiceagainst: Dayforce, QuickBooks Time, UKG Pro, Workday Time Tracking
Four alternatives
Factorial, Paycor, QuickBooks Time, UKG ReadyFour alternatives
BambooHR Time Tracking, Clockify, QuickBooks Time, Toggl TrackOne alternative
ClockifyGrok 4.1 FastPaylocity, UKG ReadyBigTimeChangedUKG ProJibbleno first choicenothing named
Three alternatives
ADP Workforce Now, Buddy Punch, QuickBooks TimeThree alternatives
Clockify, Harvest, Toggl TrackSix alternatives
ADP Workforce Now, BambooHR Time Tracking, Connecteam, Paycor, Paylocity, Workday HCMThree alternatives
Clockify, Connecteam, HomebaseMistral SmallADP Workforce NowBigTimeChangedADP Workforce NowClockify, Jibbleno first choiceagainst: Homebasenothing named
Two alternatives
BambooHR Time Tracking, PaycorThree alternatives
Harvest, Time Doctor, Toggl TrackSeven alternatives
BambooHR Time Tracking, Clockify, Paylocity, QuickBooks Time, Rippling, TimeTrex, UKG ReadyTwo alternatives
OnTheClock, TimeTrexDeepSeek V4 FlashUKG ReadyToggl TrackChangedUKG ProJibbleno first choiceagainst: ADP RUN Powered by ADP, ADP Workforce Now, ClockShark, UKG Pro, UKG Pro Workforce Management, UKG Ready
Four alternatives
ADP Workforce Now, Deputy, Paycom, QuickBooks TimeThree alternatives
Clockify, Harvest, HubstaffSeven alternatives
ADP Workforce Now, Clockify, Dayforce, Deputy, Jibble, QuickBooks Time, Workday Time TrackingFour alternatives
Clockify, Connecteam, OnTheClock, TimeCampLlama 4 Maverickno first choiceToggl TrackChangedno first choiceHomebase, TimeCampno first choicenothing named
Three alternatives
BambooHR Time Tracking, Humanity Time, PaycorTwo alternatives
QuickBooks Time, UKG ReadyOne alternative
ClockifyQwen 3.7 FlashPaylocityBigTimeChangedDayforce, UKG ProHomebaseno first choiceagainst: Buddy Punch, TimeForce, UKG Pro
Three alternatives
Deputy, Replicon, UKG ProTwo alternatives
QuickBooks Time, UKG ReadyFour alternatives
ADP Workforce Now, Jibble, Paycom, QuickBooks TimeFour alternatives
Clockify, Gusto, Jibble, When I WorkKimi K2RipplingToggl TrackChangedagainst: HarvestUKG Proagainst: QuickBooks TimeClockify, Homebaseno first choiceagainst: UKG Pro Workforce Management
Four alternatives
Connecteam, Deputy, Paylocity, UKG ReadyThree alternatives
BigTime, Clockify, EverhourFive alternatives
ADP Workforce Now, BambooHR Time Tracking, Clockify, Jibble, TimeTrexTwo alternatives
Jibble, TimeTrex Community EditionNine alternatives
ADP Workforce Now, Buddy Punch, Connecteam, Deputy, Factorial, QuickBooks Time, Rippling, Sling, TCP SoftwareGLM 4.7 FlashXConnecteam, PaylocityBigTimeChangedno first choiceClockifyno first choicenothing named
Four alternatives
BambooHR Time Tracking, Buddy Punch, Paycom, QuickBooks TimeThree alternatives
Harvest, QuickBooks Time, Toggl TrackTwelve alternatives
ADP Workforce Now, ATOSS, Clockify, Connecteam, Dayforce, Deputy, Homebase, Jibble, Paylocity, QuickBooks Time, Rippling, UKG ProFour alternatives
QuickBooks Time, TimeCamp, TimeTrex Cloud, TimeTrex Community EditionMiniMax M2.5ADP Workforce Now, PaylocityBigTimeChangedJibble, TimeTrexClockify, Connecteamno first choiceagainst: ClockShark, Gusto, Mitrefinch, Paycom
Three alternatives
Rippling, TimeCamp, UKG ProThree alternatives
Clockify, Hubstaff, Toggl TrackSix alternatives
ADP Workforce Now, Clockify, Connecteam, QuickBooks Time, UKG Pro Workforce Management, Workday Time TrackingTwo alternatives
QuickBooks Time, TimeCampGPT-6 LunaUKG ReadyHarvestChangedno first choiceHomebaseno first choiceagainst: EasyClocking, EasyWorkforce, TimeLogix, UKG Workforce Central, WorkEasy
Three alternatives
ADP Workforce Now, Deputy, PaylocityOne alternative
UKG ReadySeven alternatives
ADP RUN, Deputy, Homebase, QuickBooks Time, Rippling, UKG Pro Workforce Management, UKG ReadyTwo alternatives
Clockify, ConnecteamMuse Glimmer 30BADP Workforce NowADP Workforce NowHeldUKG ProClockify, Jibbleno first choiceagainst: SwipeClock / WorkforceHub, TimeClock 365, UKG Pro Workforce Management
Four alternatives
BambooHR Time Tracking, Calamari, Connecteam, UKG Pro / UKG ReadyOne alternative
ADP RUNFive alternatives
ADP Workforce Now, BambooHR T&A, Connecteam, Paycom, PaylocityFive alternatives
Buddy Punch, Connecteam, Homebase, OnTheClock, TimeCampBold 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
Eighty-four 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 | 2026-10-01 08:45 | yes | 19 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:46 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:22 | yes | 18 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:30 | yes | 20 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:47 | yes | 23 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:32 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:48 | yes | 21 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:43 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:24 | no | 0 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:45 | yes | 10 | 18 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:49 | yes | 16 | 47 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:04 | yes | 7 | 26 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:56 | yes | 4 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:06 | yes | 22 | 30 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:55 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:45 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:24 | yes | 12 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:36 | yes | 18 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:00 | yes | 19 | 12 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:45 | yes | 12 | 10 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:23 | yes | 23 | 34 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:02 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:42 | yes | 5 | 20 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:42 | yes | 15 | 32 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:57 | yes | 16 | 16 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:50 | yes | 9 | 19 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:57 | yes | 2 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:09 | yes | 14 | 12 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:06 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:42 | yes | 12 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:51 | yes | 16 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 07:50 | yes | 19 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:21 | yes | 23 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:55 | yes | 9 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:48 | yes | 21 | 42 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:40 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:36 | yes | 10 | 25 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:47 | yes | 20 | 38 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:55 | yes | 20 | 39 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:17 | yes | 15 | 45 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:49 | yes | 6 | 31 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:10 | yes | 12 | 38 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:47 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:13 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:30 | yes | 25 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:03 | yes | 20 | 5 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:59 | yes | 22 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:36 | yes | 9 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:44 | yes | 19 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:36 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:16 | no | 0 | 31 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:55 | yes | 15 | 26 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:42 | yes | 21 | 35 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:33 | yes | 5 | 16 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:55 | yes | 3 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:46 | yes | 13 | 23 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:13 | no | 0 | 9 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:31 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:17 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 08:00 | yes | 20 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:42 | yes | 12 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:52 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:12 | yes | 24 | 36 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:54 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:01 | no | 0 | 23 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:32 | yes | 16 | 32 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:00 | yes | 20 | 85 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:26 | no | 0 | 9 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:02 | yes | 3 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:13 | no | 0 | 6 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:01 | yes | 18 | 21 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:46 | yes | 3 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:28 | yes | 26 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 09:52 | yes | 19 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:20 | yes | 22 | 6 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:40 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:37 | yes | 24 | 50 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:59 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:05 | yes | 15 | 39 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:34 | yes | 25 | 37 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:45 | yes | 20 | 18 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:30 | yes | 8 | 20 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:37 | yes | 3 | 24 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:28 | yes | 25 | 41 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
ADP read as ADP Workforce Now
ADP (RUN Powered by ADP) read as ADP Workforce Now
ADP (RUN, eLaborManager, Workforce Now) read as ADP Workforce Now
ADP (Workforce Now / RUN) read as ADP Workforce Now
ADP (Workforce Now / Run) read as ADP Workforce Now
ADP Time & Attendance read as ADP Workforce Now
BambooHR read as BambooHR Time Tracking
BambooHR (Time & Attendance add-on) read as BambooHR Time Tracking
Ceridian Dayforce read as Dayforce
Kronos (UKG Ready) read as UKG Pro Workforce Management
Kronos (UKG) read as UKG Pro Workforce Management
Oracle read as Oracle Time and Labor
QuickBooks Workforce read as QuickBooks Time
SAP SuccessFactors read as SAP SuccessFactors Time Management
SAP SuccessFactors Time Tracking read as SAP SuccessFactors Time Management
Workday read as Workday Time Tracking
Unresolved, counted raw
ADP RUN Powered by ADP
ADP Time & Attendance / Workforce Now
Accu-Time
Amano
BambooHR T&A
ClockIn
ESO Solutions
Frappe ERPNext
Humanity Time
Hurdlr
Kronos (UKG) or UKG Dimensions
Mitrefinch
OWCF (Open Web Clock Framework)
Remote Time & Attendance
SwipeClock / WorkforceHub
Team
TimeForce (now part of iSolved HCM)
TimeMoto
TimeTrex Cloud
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WorkEasy
Discontinued, still offered
No shut-down product was recommended here.