Time and attendance for small business buyers
Asked as “time and attendance system”, and as “employee time tracking software”, on behalf of a small B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
22%
Contested · Clockify 15%
22Homebase15Clockify15Harvest48others
22% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Homebase (22%) replaces Harvest (23% then, 15% now), 7 points clear, inside the 13-point floor.Homebase leads at 22%, replacing Harvest, which led at 23% and stands at 15% 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
Homebase22%Contested↗new leaderNew leader since October 2026: Homebase (22%) replaces Harvest (23% then, 15% now), 7 points clear, inside the 13-point floor.This pageMid-market
Rippling15%Contested↗new leaderNew leader since October 2026: Rippling (15%) replaces Clockify (12% then, 12% now), 3 points clear, inside the 13-point floor.Standing →Enterprise
UKG Pro Workforce Management29%Contested▼−3Since October 2026: 32% → 29%, −3 points. Inside the 13-point floor: within noise.Standing →
Homebase22%Contested↗new leaderNew leader since October 2026: Homebase (22%) replaces Harvest (23% then, 15% now), 7 points clear, inside the 13-point floor.This pageMid-marketRippling15%Contested↗new leaderNew leader since October 2026: Rippling (15%) replaces Clockify (12% then, 12% now), 3 points clear, inside the 13-point floor.Standing →EnterpriseUKG Pro Workforce Management29%Contested▼−3Since October 2026: 32% → 29%, −3 points. Inside the 13-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Homebase22%2%49accepted challenger▲+9Since October 2026: 13% → 22%, +9 points. Inside the 13-point floor: within noise.13% → 22%
Homebase22%2%49accepted challenger▲+9Since October 2026: 13% → 22%, +9 points. Inside the 13-point floor: within noise.13% → 22%02
Clockify15%4%49accepted challenger▼−4Since October 2026: 19% → 15%, −4 points. Inside the 13-point floor: within noise.19% → 15%
Clockify15%4%49accepted challenger▼−4Since October 2026: 19% → 15%, −4 points. Inside the 13-point floor: within noise.19% → 15%03
Harvest15%0%16accepted challenger▼−8Since October 2026: 23% → 15%, −8 points. Inside the 13-point floor: within noise.23% → 15%
Harvest15%0%16accepted challenger▼−8Since October 2026: 23% → 15%, −8 points. Inside the 13-point floor: within noise.23% → 15%04
Toggl Track11%0%17accepted challenger▲+9Since October 2026: 2% → 11%, +9 points. Inside the 13-point floor: within noise.2% → 11%
Toggl Track11%0%17accepted challenger▲+9Since October 2026: 2% → 11%, +9 points. Inside the 13-point floor: within noise.2% → 11%05QuickBooks Time6%9%46accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 13-point floor: within noise.4% → 6%
06
Buddy Punch6%3%33accepted challenger=heldSince October 2026: 6% → 6%, ±0 points. Inside the 13-point floor: within noise.6% → 6%
Buddy Punch6%3%33accepted challenger=heldSince October 2026: 6% → 6%, ±0 points. Inside the 13-point floor: within noise.6% → 6%07
Gusto6%8%12accepted challenger=heldSince October 2026: 6% → 6%, ±0 points. Inside the 13-point floor: within noise.6% → 6%
Gusto6%8%12accepted challenger=heldSince October 2026: 6% → 6%, ±0 points. Inside the 13-point floor: within noise.6% → 6%08
Deputy4%6%36accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise.0% → 4%
Deputy4%6%36accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise.0% → 4%09Rippling4%6%17accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise.2% → 4%
Rippling4%6%17accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise.2% → 4%10
Jibble4%8%13accepted challenger▼−4Since October 2026: 8% → 4%, −4 points. Inside the 13-point floor: within noise.8% → 4%
Jibble4%8%13accepted challenger▼−4Since October 2026: 8% → 4%, −4 points. Inside the 13-point floor: within noise.8% → 4%11
TimeCamp4%14%14accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise.2% → 4%
TimeCamp4%14%14accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise.2% → 4%12
Connecteam2%0%31accepted challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 13-point floor: within noise.6% → 2%
Connecteam2%0%31accepted challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 13-point floor: within noise.6% → 2%Show the five products at 0%, ordered by negative rate
17UKG Pro Workforce Management0%73%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
UKG Pro Workforce Management0%73%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%16
Hubstaff0%30%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Hubstaff0%30%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%15
ClockShark0%17%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
ClockShark0%17%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%14BambooHR Time Tracking0%8%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
13
When I Work0%0%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
When I Work0%0%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. 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.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-eight head-to-head pages: the top eight products, each against each
Rippling vs DeputyRippling vs JibbleRippling vs TimeCampRippling vs ConnecteamClockify vs HomebaseClockify vs Toggl TrackClockify vs DeputyClockify vs JibbleClockify vs TimeCampClockify vs ConnecteamHomebase vs Toggl TrackHomebase vs DeputyHomebase vs JibbleHomebase vs TimeCampHomebase vs ConnecteamToggl Track vs DeputyToggl Track vs JibbleToggl Track vs TimeCampToggl Track vs ConnecteamDeputy vs JibbleDeputy vs TimeCampDeputy vs ConnecteamJibble vs TimeCampJibble vs ConnecteamTimeCamp vs Connecteam
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 →
01020304Q05
0607080910111213B14
151617Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Homebase22%
Homebase22%02Clockify15%
Clockify15%03Harvest15%
Harvest15%04Toggl Track11%
Toggl Track11%05QuickBooks Time6%
06Buddy Punch6%
Buddy Punch6%07Gusto6%
Gusto6%08Deputy4%
Deputy4%09Rippling4%
Rippling4%10Jibble4%
Jibble4%11TimeCamp4%
TimeCamp4%12Connecteam2%
Connecteam2%13When I Work0%
When I Work0%14BambooHR Time Tracking0%
15ClockShark0%
ClockShark0%16Hubstaff0%
Hubstaff0%17UKG Pro Workforce Management0%
UKG Pro Workforce Management0%What they warned about
One of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B 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 Workforce Management73%
8 of 11 labels negative · 4 of 14 models · 3 hard negative
“Overly Complex Enterprise-Grade Systems * Examples: UKG Pro, Workday, SAP SuccessFactors, Oracle Workforce Management.” Gemini 3.5 Flash, negative prompt
ADP Workforce Now83%
5 of 6 labels negative · 4 of 14 models · 2 hard negative
“enterprise-grade platforms like ADP Workforce Now or TimeClock Plus that come with bloated pricing and complexity” DeepSeek V4 Flash, negative prompt
QuickBooks Time
9%
4 of 46 labels negative · 3 of 14 models · 2 hard negative
“limited free plans like some TSheets/QuickBooks Time tiers: Prone to human error” Grok 4.20, negative prompt
Time Doctor100%
3 of 3 labels negative · 3 of 14 models · 2 hard negative
“Time Doctor has an outdated UI, Linux and macOS issues, and spotty customer support” Claude Haiku 4.5, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
70 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. 729 links across 191 sites, every framing counted. Ranked by the number of answers carrying the site or page. 2 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.
36 answers · 41 citations · 11 models
35 answers · 44 citations · 12 models
vendor site · Lead Change Group28 answers · 32 citations · 10 models
19 answers · 22 citations · 11 models
18 answers · 38 citations · 8 models
18 answers · 33 citations · 8 models
vendor site · G214 answers · 18 citations · 9 models
14 answers · 14 citations · 7 models
12 answers · 12 citations · 9 models
vendor site · TrackingTime11 answers · 11 citations · 6 models
vendor site · My Hours10 answers · 10 citations · 7 models
vendor site · TMetric8 answers · 9 citations · 6 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.
29 answers · 10 models
25 answers · 10 models
24 answers · 10 models
14 answers · 7 models
11 answers · 8 models
11 answers · 6 models
10 answers · 7 models
10 answers · 7 models
9 answers · 6 models
9 answers · 6 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 |
|---|---|---|---|---|---|---|---|---|
| Homebase joinhomebase.com | 22% | 353 | 201,000 | 3,839 | 472,253 | $793 | 120 | |
| Clockify clockify.me | 15% | 133 | 60,500 | 1,093 | 2,084,749 | 40 | ||
| Harvest getharvest.com | 15% | 21 | 135,000 | 89,364 | 711,234 | 46 | ||
| Toggl toggl.com Toggl Track 11% | 11% | 40 | 12,100 | 89 | 257,259 company | 30 | ||
| QuickBooks Time | 6% | 1,000,000 | 54,681 | |||||
| Buddy Punch buddypunch.com | 6% | 72 | 9,900 | 48 | 39,250 | 5 | ||
| Gusto gusto.com | 6% | 742 | 673,000 | 10,560 | 1,629,483 | 118 | ||
| Deputy deputy.com | 4% | 356 | 40,500 | 17,000 | 45,127 | $3,222 | 32 | |
| Rippling rippling.com | 4% | 1438 | 301,000 | 17,886 | 712,399 | $42,013 | 115 | 9 |
| Jibble jibble.io | 4% | 57 | 9,900 | 108 | 67,211 | 1 |
Google's top ten for the three searches hold 20 sites; 2 of them are among the sites the models cited here (g2.com, tmetric.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 small B2B company?”Paraphrase“Which employee time tracking software would you recommend to a small business that sells to other businesses?”Comparative“What are the top time and attendance systems for a small team and how do they differ?”Budget-constrained“What is the best time and attendance system for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a time and attendance system. What should we look at?”Negative“Which time and attendance systems should a small business avoid or be cautious about?”
Claude Haiku 4.5no first choiceno first choiceHeldClockify, HomebaseHomebaseno first choiceagainst: Asana, Basecamp, Buddy Punch, ClockShark, Clockify, Hubstaff, Time Doctor, TimeCamp, Trello
Two alternatives
QuickBooks Time, When I WorkTwo alternatives
Clockify, ConnecteamGPT-5.4 miniRipplingClockify, QuickBooks TimeChangedno first choiceBuddy Punch, Homebaseno first choicenothing named
Three alternatives
Buddy Punch, Connecteam, GustoTwo alternatives
Buddy Punch, HomebaseSix alternatives
ADP RUN, Buddy Punch, Connecteam, Gusto, QuickBooks Time, RipplingTwo alternatives
Connecteam, OnTheClockGemini 3.5 FlashGustoHarvestChangedHomebaseJibbleGusto, Ripplingagainst: SAP SuccessFactors Time Management, UKG Pro Workforce Managementagainst: Acroprint, Oracle Workforce Management, Pyramid paper clocks, SAP SuccessFactors Time Management, UKG Pro Workforce Management, Workday Time Tracking
Seven alternatives
Buddy Punch, Clockify, Connecteam, Harvest, QuickBooks Time, Rippling, Toggl TrackFour alternatives
Clockify, Everhour, QuickBooks Time, Toggl TrackFive alternatives
Clockify, Connecteam, Gusto, QuickBooks Time, When I WorkFour alternatives
Clockify, Connecteam, Homebase, OnTheClockSix alternatives
Buddy Punch, Clockify, Connecteam, Deputy, Homebase, QuickBooks TimePerplexity SonarTrackingTimeHarvestChangedClockifyHomebaseno first choicenothing named
Five alternatives
Buddy Punch, Clockify, Connecteam, Homebase, QuickBooks TimeTwo alternatives
Toggl Track, actiTIMESeven alternatives
BambooHR Time Tracking, Connecteam, Deputy, Homebase, Jibble, QuickBooks Time, When I WorkThree alternatives
Buddy Punch, Connecteam, TrackingTimeGrok 4.20HomebaseClockifyChangedHomebaseagainst: Sling, TCP HumanityClockifyagainst: BambooHR Time Trackingno first choiceagainst: ADP Workforce Now, UKG Pro Workforce Managementagainst: ADP Workforce Now, Bambee, ClockShark, Deputy, Factorial, Google Sheets, Gusto, QuickBooks Time, UKG Pro Workforce Management, WorkforceHub
Four alternatives
BambooHR Time Tracking, Buddy Punch, Clockify, QuickBooks TimeFour alternatives
Harvest, QuickBooks Time, TimeCamp, Toggl TrackThree alternatives
Buddy Punch, Connecteam, DeputyFour alternatives
Buddy Punch, Homebase, QuickBooks Time, TimeTrexEight alternatives
7shifts, BambooHR Time, Clockify, Deputy, Homebase, Paychex Time & Attendance, PeopleHR, When I WorkMistral SmallConnecteamToggl TrackChangedHomebaseagainst: RipplingTimeCampno first choiceagainst: Jupiter, QGenda, UKG Pro Workforce Management
Three alternatives
Buddy Punch, Gusto, HomebaseFour alternatives
Clockify, Harvest, QuickBooks Time, actiTIMESix alternatives
BambooHR Time Tracking, Buddy Punch, Clockify, Deputy, QuickBooks Time, TimeTrexThree alternatives
Buddy Punch, Clockify, HomebaseDeepSeek V4 FlashClockify, Harvest, Toggl TrackHarvestChangedBuddy PunchClockifyagainst: QuickBooks TimeDeputyagainst: ADP Workforce Now, Jibble, NovaTime, TimeClock Plus, uAttend/Workwell
Three alternatives
Deputy, Homebase, QuickBooks TimeThree alternatives
Clockify, QuickBooks Time, Toggl TrackSix alternatives
ClockShark, Clockify, Deputy, Homebase, Jibble, QuickBooks TimeTwo alternatives
Homebase, TimeCampFour alternatives
Buddy Punch, Connecteam, Homebase, OnTheClockLlama 4 MaverickHomebaseno first choiceChangedno first choiceTimeCampno first choicenothing named
Nine alternatives
BambooHR Time Tracking, Buddy Punch, ClockShark, Deputy, QuickBooks Time, TimeCamp, TimeTrex, TrackingTime, ZoomShiftThree alternatives
Connecteam, Deputy, HomebaseQwen 3.7 FlashGusto, QuickBooks TimeHarvest, Toggl TrackChangedagainst: Hubstaff, Time DoctorClockShopperHomebaseno first choiceagainst: Oracle Time and Labor, SAP SuccessFactors Time Managementagainst: Oracle Workforce Central, UKG Pro Workforce Management
Two alternatives
Clockify, DeputyOne alternative
ClockifyFour alternatives
Deputy, Hubstaff, QuickBooks Time, When I WorkThree alternatives
Buddy Punch, Clockify, ConnecteamKimi K2Buddy Punch, HomebaseClockify, Toggl TrackChangedClockifyagainst: Hubstaff, Time Doctor, TimelyHomebaseno first choiceagainst: ADP Workforce Now, BigTime, Paychex Time & Attendance, TimeCamp, TimeSource from Icon Time
Four alternatives
Clockify, Deputy, QuickBooks Time, TimeCampTwo alternatives
BigTime, HarvestEleven alternatives
Buddy Punch, Connecteam, Deputy, Gusto, Harvest, HiveDesk, Homebase, QuickBooks Time, Toggl Track, When I Work, actiTIMEFour alternatives
Buddy Punch, Clockify, OnTheClock, TimeCampGLM 4.7 FlashXHomebaseHarvest, Toggl TrackChangedHomebase, RipplingHomebaseno first choicenothing named
Four alternatives
Connecteam, Deputy, QuickBooks Time, RipplingTwo alternatives
BigTime, ConnecteamFive alternatives
Buddy Punch, ClockShark, Clockify, Deputy, QuickBooks TimeTwo alternatives
Buddy Punch, JibbleMiniMax M2.5Buddy Punch, DeputyToggl TrackChangedHomebaseClockifyno first choiceagainst: ADP Workforce Now, SAP SuccessFactors Time Managementagainst: Excel, Google Sheets
One alternative
HomebaseFour alternatives
Clockify, Harvest, Paymo, actiTIMEFour alternatives
Buddy Punch, ClockShark, Deputy, JibbleThree alternatives
Buddy Punch, Homebase, TimeCampGPT-6 LunaQuickBooks TimeHarvestChangedHomebaseHomebaseno first choiceagainst: Clockify, Deputy, Homebase, QuickBooks Time
Two alternatives
Connecteam, DeputyThree alternatives
Clockify, QuickBooks Time, Toggl TrackFour alternatives
Connecteam, Deputy, QuickBooks Time, When I WorkTwo alternatives
Connecteam, JibbleMuse Glimmer 30BHomebaseHarvest, PlutioChangedBuddy PunchClockify, Jibbleno first choiceagainst: BigTime, Icon Time / Timesource, Paychex Time in a Box, TimeClock 365
Eight alternatives
BambooHR Time Tracking, Buddy Punch, Connecteam, Deputy, Hubstaff, QuickBooks Time, formerly TSheets / QuickBooks Workforce, Rippling, TrackingTimeTwo alternatives
Everhour, PaymoSeven alternatives
Clockify, Connecteam, Deputy, Homebase, Jibble, QuickBooks Time, TCP HumanityThree alternatives
Connecteam, Homebase, When I WorkBold 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.
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 | 2026-11-01 11:14 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:46 | yes | 1 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:44 | yes | 14 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:31 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:12 | yes | 5 | 28 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:38 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:14 | yes | 24 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:56 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:58 | no | 0 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:39 | yes | 10 | 37 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:48 | yes | 20 | 20 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:04 | yes | 5 | 28 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:31 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:22 | yes | 11 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:12 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:44 | yes | 3 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 08:41 | no | 0 | 13 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:14 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:07 | yes | 5 | 27 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:20 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:30 | yes | 24 | 30 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:43 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:40 | yes | 5 | 23 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:03 | yes | 10 | 18 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:57 | yes | 10 | 72 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:34 | yes | 5 | 26 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:52 | yes | 4 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:14 | yes | 15 | 27 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:21 | yes | 10 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:09 | yes | 4 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:01 | no | 0 | 13 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:15 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:09 | yes | 9 | 37 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:01 | yes | 5 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:35 | yes | 22 | 30 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:48 | yes | 5 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:17 | no | 0 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:06 | yes | 10 | 52 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:15 | yes | 25 | 40 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:40 | yes | 9 | 36 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:57 | yes | 5 | 17 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:00 | yes | 11 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:13 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:18 | yes | 1 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:39 | yes | 9 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:24 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:26 | yes | 5 | 28 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:42 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:29 | yes | 24 | 17 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:39 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:57 | yes | 5 | 32 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:52 | yes | 9 | 18 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:20 | yes | 8 | 16 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:30 | yes | 5 | 20 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:16 | yes | 3 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:42 | yes | 15 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:05 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:12 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:33 | no | 0 | 13 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:55 | yes | 10 | 5 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:22 | yes | 5 | 36 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:55 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:53 | yes | 20 | 35 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:46 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:43 | no | 0 | 25 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:09 | yes | 14 | 31 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:22 | yes | 19 | 88 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:07 | no | 0 | 11 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:01 | yes | 3 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:28 | yes | 14 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:51 | yes | 20 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:20 | no | 0 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 08:39 | no | 0 | 18 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:41 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:25 | yes | 15 | 38 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:52 | yes | 10 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:55 | yes | 25 | 33 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:36 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:00 | yes | 15 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:28 | yes | 25 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:13 | yes | 19 | 80 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:43 | yes | 14 | 70 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:33 | yes | 5 | 30 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:58 | yes | 23 | 30 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 Time & Attendance read as ADP Workforce Now
BambooHR read as BambooHR Time Tracking
Kronos read as UKG Pro Workforce Management
Oracle read as Oracle Time and Labor
Paychex read as Paychex Time & Attendance
QuickBooks Workforce read as QuickBooks Time
RUN Powered by ADP read as ADP RUN
SAP read as SAP SuccessFactors Time Management
SAP SuccessFactors read as SAP SuccessFactors Time Management
UKG read as UKG Pro Workforce Management
UKG (formerly Kronos) read as UKG Pro Workforce Management
UKG Pro read as UKG Pro Workforce Management
Workday read as Workday Time Tracking
Unresolved, counted raw
Acroprint
Asure Time & Attendance
BambooHR Time
ClockOut
ClockShopper
ConnectWise
ConnectWise Automate
NovaTime
Oracle Workforce Central
Pyramid paper clocks
QuickBooks Time, formerly TSheets / QuickBooks Workforce
TimeSource from Icon Time
uAttend/Workwell
Discontinued, still offered
No shut-down product was recommended here.