Leave and absence management for small business buyers
Asked as “leave management software”, and as “PTO tracking tool”, on behalf of a small B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
23%
Contested · BambooHR 21%
23Vacation Tracker21BambooHR13LeaveBoard43others
23% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: Vacation Tracker (24%) replaces Timetastic (25% then, 10% now), 14 points clear, past the 13-point floor.Vacation Tracker leads at 24%, replacing Timetastic, which led at 25% and stands at 10% now: 14 points clear, past the floor.
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
Vacation Tracker23%Contested↗new leaderNew leader since September 2026: Vacation Tracker (24%) replaces Timetastic (25% then, 10% now), 14 points clear, past the 13-point floor.This pageMid-market
BambooHR28%Contested=heldSince September 2026: 28% → 29%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
Workday38%Contested▲+4Since September 2026: 37% → 40%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →
Vacation Tracker23%Contested↗new leaderNew leader since September 2026: Vacation Tracker (24%) replaces Timetastic (25% then, 10% now), 14 points clear, past the 13-point floor.This pageMid-marketBambooHR28%Contested=heldSince September 2026: 28% → 29%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseWorkday38%Contested▲+4Since September 2026: 37% → 40%, +4 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Vacation Tracker23%8%40accepted challenger▲+3Since September 2026: 21% → 24%, +3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.21% → 24%
Vacation Tracker23%8%40accepted challenger▲+3Since September 2026: 21% → 24%, +3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.21% → 24%02BambooHR21%27%45criticized challenger▲+16Since September 2026: 6% → 21%, +16 points. Past the 13-point floor: movement. Read over the models both editions asked.6% → 21%
BambooHR21%27%45criticized challenger▲+16Since September 2026: 6% → 21%, +16 points. Past the 13-point floor: movement. Read over the models both editions asked.6% → 21%03
LeaveBoard13%6%32accepted challenger▼−1Since September 2026: 13% → 12%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.13% → 12%
LeaveBoard13%6%32accepted challenger▼−1Since September 2026: 13% → 12%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.13% → 12%04
Timetastic9%4%24accepted challenger▼−15Since September 2026: 25% → 10%, −15 points. Past the 13-point floor: movement. Read over the models both editions asked.25% → 10%
Timetastic9%4%24accepted challenger▼−15Since September 2026: 25% → 10%, −15 points. Past the 13-point floor: movement. Read over the models both editions asked.25% → 10%05
Day Off4%0%16accepted challenger▼−1Since September 2026: 6% → 5%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 5%
Day Off4%0%16accepted challenger▼−1Since September 2026: 6% → 5%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 5%06
Factorial4%21%19accepted challenger▲+5Since September 2026: 0% → 5%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 5%
Factorial4%21%19accepted challenger▲+5Since September 2026: 0% → 5%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 5%07
Gusto2%8%25accepted challenger▼−3Since September 2026: 6% → 2%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 2%
Gusto2%8%25accepted challenger▼−3Since September 2026: 6% → 2%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 2%08
AttendanceBot2%0%11accepted challenger▼−1Since September 2026: 4% → 2%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 2%
AttendanceBot2%0%11accepted challenger▼−1Since September 2026: 4% → 2%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 2%09
Calamari2%0%12accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%
Calamari2%0%12accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%10
Zoho People2%12%16accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%
Zoho People2%12%16accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%11
Connecteam2%0%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Connecteam2%0%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%Show the three products at 0%, ordered by negative rate
14
Rippling0%46%13criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Rippling0%46%13criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%13
Leave Dates0%7%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%
Leave Dates0%7%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%12
actiPLANS0%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%
actiPLANS0%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
BambooHR vs TimetasticBambooHR vs FactorialBambooHR vs UKG ProBambooHR vs ADP Workforce NowLeaveBoard vs Vacation TrackerLeaveBoard vs RipplingLeaveBoard vs TimetasticLeaveBoard vs FactorialLeaveBoard vs UKG ProLeaveBoard vs ADP Workforce NowVacation Tracker vs RipplingVacation Tracker vs TimetasticVacation Tracker vs FactorialVacation Tracker vs UKG ProVacation Tracker vs ADP Workforce NowRippling vs TimetasticRippling vs FactorialRippling vs UKG ProRippling vs ADP Workforce NowTimetastic vs FactorialTimetastic vs UKG ProTimetastic vs ADP Workforce NowFactorial vs UKG ProFactorial vs ADP Workforce NowUKG Pro vs ADP Workforce Now
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 →
0102030405060708091011121314Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Vacation Tracker23%
Vacation Tracker23%02BambooHR21%
BambooHR21%03LeaveBoard13%
LeaveBoard13%04Timetastic9%
Timetastic9%05Day Off4%
Day Off4%06Factorial4%
Factorial4%07Gusto2%
Gusto2%08AttendanceBot2%
AttendanceBot2%09Calamari2%
Calamari2%10Zoho People2%
Zoho People2%11Connecteam2%
Connecteam2%12actiPLANS0%
actiPLANS0%13Leave Dates0%
Leave Dates0%14Rippling0%
Rippling0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, 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.
BambooHR27%
12 of 45 labels negative · 9 of 14 models
“Tools like BambooHR, Rippling, or Deel are designed for mid-sized to large companies and can be overwhelming and expensive for very small teams.” Mistral Small, negative prompt
Workday100%
6 of 6 labels negative · 6 of 14 models · 5 hard negative
“Many comprehensive HR platforms (like Workday, UKG, or enterprise-focused systems) are designed for large organizations... "too much power for your needs"” MiniMax M2.5, negative prompt
Rippling46%
6 of 13 labels negative · 6 of 14 models · 1 hard negative
“Tools like Rippling, Workday, and ADP Workforce Now are built for larger organizations and present several problems for small businesses” DeepSeek V4 Flash, negative prompt
ADP Workforce Now100%
4 of 4 labels negative · 4 of 14 models · 2 hard negative
“built for larger organizations and present several problems for small businesses” DeepSeek V4 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
79 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. 939 links across 160 sites, every framing counted. Ranked by the number of answers carrying the site or page. 4 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.
50 answers · 65 citations · 12 models
44 answers · 49 citations · 12 models
vendor site · Guideflow37 answers · 38 citations · 10 models
37 answers · 37 citations · 11 models
vendor site · AttendanceBot30 answers · 34 citations · 12 models
vendor site · actiPLANS25 answers · 37 citations · 11 models
vendor site · FirstHR24 answers · 28 citations · 11 models
vendor site · Leapsome23 answers · 24 citations · 9 models
vendor site · Vacation Tracker21 answers · 25 citations · 10 models
20 answers · 22 citations · 11 models
19 answers · 19 citations · 10 models
17 answers · 17 citations · 10 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.
44 answers · 12 models
40 answers · 12 models
37 answers · 11 models
37 answers · 10 models
29 answers · 12 models
23 answers · 10 models
22 answers · 11 models
20 answers · 8 models
18 answers · 10 models
17 answers · 10 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 leave management software”, “leave management software”, “leave management tools”. 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 |
|---|---|---|---|---|---|---|---|
| Vacation Tracker vacationtracker.io | 23% | 86 | 2,400 | 49 | 30,775 | 7 | |
| BambooHR bamboohr.com | 21% | 1082 | 90,500 | 551 | 1,055,247 | $44,698 | 106 |
| LeaveBoard leaveboard.com | 13% | 58 | 720 | 0 | 110,901 | ||
| Timetastic timetastic.co.uk | 9% | 45 | 1,000 | 8 | 114,719 | 3 | |
| Buddy Punch buddypunch.com | 6% | 63 | 9,900 | 48 | 39,250 | 5 | |
| Day Off day-off.app | 4% | 21 | 9,900 | 36,414 | 41,164 | 0 | |
| Factorial factorialhr.com | 4% | 123 | 27,100 | 304,748 | 141,409 | 1 | |
| Jibble jibble.io | 4% | 66 | 9,900 | 108 | 67,211 | 1 | |
| Gusto gusto.com | 2% | 870 | 673,000 | 10,560 | 1,629,483 | 118 | |
| AttendanceBot attendancebot.com | 2% | 12 | 140 | 2 | 142,873 |
Google's top ten for the three searches hold 12 sites; 2 of them are among the sites the models cited here (apps365.com, peoplemanagingpeople.com). The first result for “best leave management software” is vendordirectory.shrm.org.
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 leave management software for a small B2B company?”Paraphrase“Which PTO tracking tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top leave management tools for a small team and how do they differ?”Budget-constrained“What is the best leave management software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a leave management software. What should we look at?”Negative“Which leave management tools should a small business avoid or be cautious about?”
Claude Haiku 4.5BambooHR, FactorialPurelyHRChangedAttendanceBotTimetastic, Zoho Peopleno first choiceagainst: BambooHR, LeaveBoard, Rippling, Vacation Tracker
Three alternatives
AttendanceBot, Calamari, TimetasticFour alternatives
BambooHR, Buddy Punch, Connecteam, OnTheClockSeven alternatives
BambooHR, Calamari, Gusto, Leave Dates, LeaveBoard, Vacation Tracker, actiPLANSFive alternatives
BambooHR, Connecteam, HR Partner, Leave Dates, LeaveBoardGPT-5.4 miniCalamariBambooHRChangedTimetasticLeaveBoardno first choiceagainst: Sparrow
Three alternatives
Day Off, Leave Dates, PauseTwo alternatives
Gusto, Vacation TrackerFive alternatives
BambooHR, Factorial, HR Cloud Time Off, Pause, RipplingTwo alternatives
Timetastic, Vacation TrackerGemini 3.5 FlashVacation TrackerVacation TrackerHeldVacation TrackerAbsencaagainst: BambooHR, HiBobVacation Trackeragainst: BambooHR, Ripplingagainst: Cezanne HR, Excel, Google Sheets, Lincoln Financial, Oracle Fusion Cloud Absence Management, SAP SuccessFactors, Unum, Workday
Six alternatives
AttendanceBot, BambooHR, Gusto, PurelyHR, Rippling, TimetasticFive alternatives
AttendanceBot, Clockify, Gusto, Rippling, actiPLANSFive alternatives
BambooHR, Gusto, TalentHR, Timetastic, actiPLANSFour alternatives
Leave Dates, LeaveBoard, Pause, TimetasticFour alternatives
AttendanceBot, Gusto, LeaveBoard, TimeOff.ManagementPerplexity SonarTimetasticBuddy PunchChangedLeave Dates, LeaveBoard, Timetasticagainst: RipplingTimetasticno first choiceagainst: Buddy Punch, Deel, Factorial, Flamingo, Homebase, OnTheClock, Timetastic
Four alternatives
BambooHR, Day Off, Factorial, LeaveBoardTwo alternatives
Absence.io, ConnecteamFour alternatives
BambooHR, Calamari, CharlieHR, GustoOne alternative
LeaveBoardGrok 4.1 FastBambooHRVacation TrackerChangedLeaveBoard, Vacation Tracker, actiPLANSagainst: BambooHRJibbleno first choiceagainst: ADP Workforce Now, AbsenceSoft, BambooHR, Cocoon, Factorial, Oracle Fusion Cloud Absence Management, Paychex, UKG Pro, Workday, Zoho People
Four alternatives
Gusto, LeaveBoard, Rippling, actiPLANSTwo alternatives
Factorial, JibbleThree alternatives
Calamari, Day Off, TimetasticSix alternatives
Day Off, Homebase, Leave Dates, LeaveBoard, Vacation Tracker, actiPLANSMistral SmallVacation TrackerBuddy PunchChangedVacation TrackerVacation Trackerno first choiceagainst: ADP Workforce Now, BambooHR, Deel, Rippling
Two alternatives
AttendanceBot, FactorialTwo alternatives
Gusto, Time Off Manager 365Four alternatives
BambooHR, Connecteam, LeaveBoard, actiPLANSTwo alternatives
Leave Dates, LeaveBoardDeepSeek V4 FlashBambooHRTimetasticChangedagainst: BambooHRVacation TrackerLeaveBoardVacation Trackeragainst: AbsenceSoft, Cocoonagainst: ADP Workforce Now, BambooHR, Buddy Punch, Jibble, OnTheClock, Rippling, Unum, Workday
Three alternatives
Factorial, Vacation Tracker, Zoho PeopleOne alternative
Vacation TrackerFive alternatives
BambooHR, Calamari, Gusto, LeaveBoard, TimetasticTwo alternatives
TalentHR, TimetasticFour alternatives
BambooHR, Connecteam, Factorial, TimetasticLlama 4 MaverickVacation TrackerJibbleChangedno first choiceVacation Trackerno first choicenothing named
One alternative
FactorialTwo alternatives
Leave Dates, LeaveBoardQwen 3.7 FlashVacation TrackerBambooHRChangedVacation TrackerDay Offno first choicenothing named
One alternative
FactorialTwo alternatives
Gusto, QuickBooks TimeThree alternatives
BambooHR, Day Off, Zoho PeopleTwo alternatives
Leave Dates, Zoho PeopleKimi K2BambooHRGustoChangedLeaveBoard, actiPLANSLeaveBoardno first choiceagainst: BambooHR, Factorial, UKG Ready, Workday
Three alternatives
Gusto, Leave Dates, Zoho PeopleTwo alternatives
BambooHR, FlamingoFour alternatives
BambooHR, Factorial, Gusto, Sage HRFour alternatives
Connecteam, Day Off, Timetastic, Vacation TrackerGLM 4.7 FlashXAttendanceBotBambooHR, FactorialChangedVacation TrackerDay Off, LeaveBoardagainst: BambooHR, Vacation Trackerno first choicenothing named
Four alternatives
BambooHR, Factorial, Homebase, LeaveBoardTwo alternatives
Deel, Vacation TrackerFive alternatives
Buddy Punch, Leave Dates, LeaveBoard, TalentHR, actiPLANSOne alternative
TimetasticMiniMax M2.5BambooHRBambooHRHeldTimetastic, Vacation TrackerLeaveBoardno first choiceagainst: Gusto, Leave Dates, LeaveBoard, UKG Pro, Workday
Two alternatives
CharlieHR, TimetasticFour alternatives
ClickUp, Flamingo, Homebase, JibbleFour alternatives
BambooHR, Calamari, LeaveBoard, RipplingThree alternatives
Jibble, TalentHR, TraqqGPT-6 LunaBambooHRVacation TrackerChangedVacation Tracker, Zoho PeopleConnecteamno first choiceagainst: BambooHR, Rippling, Vacation Tracker
Two alternatives
Gusto, Vacation TrackerOne alternative
GustoThree alternatives
BambooHR, Gusto, HomebaseTwo alternatives
Homebase, Zoho PeopleMuse Glimmer 30Bno first choiceBuddy PunchChangedLeaveBoard, Vacation TrackerLeaveBoardno first choiceagainst: ADP Workforce Now, AbsenceSoft, BambooHR, Cocoon, Factorial, Gusto, Hubstaff, JJ Keller Leave Manager, Workday, Zenefits, Zoho People
One alternative
QuickBooksThree alternatives
BambooHR, Factorial, Zoho PeopleThree alternatives
Connecteam, Day Off, Vacation TrackerBold 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 08:06 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:09 | yes | 4 | 8 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:02 | yes | 16 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:16 | yes | 18 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:53 | yes | 23 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:27 | yes | 5 | 2 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:43 | yes | 23 | 36 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:15 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:24 | yes | 5 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:05 | yes | 10 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:48 | yes | 9 | 14 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:19 | yes | 10 | 20 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:49 | yes | 3 | 19 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:50 | yes | 9 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:51 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:53 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:31 | yes | 14 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 11:19 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:59 | yes | 21 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:49 | yes | 6 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:35 | yes | 23 | 43 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:06 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:19 | yes | 5 | 38 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:23 | yes | 12 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:13 | yes | 22 | 101 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:11 | yes | 6 | 43 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:00 | yes | 2 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:10 | yes | 19 | 25 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:59 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:48 | yes | 6 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:10 | yes | 12 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 10:39 | yes | 19 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:53 | yes | 20 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:34 | yes | 13 | 31 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:13 | yes | 21 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:17 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:58 | yes | 9 | 40 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:54 | yes | 18 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:40 | yes | 19 | 18 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:52 | yes | 8 | 19 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:48 | yes | 5 | 28 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:41 | yes | 14 | 34 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:11 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:39 | yes | 4 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:43 | yes | 20 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 11:25 | yes | 19 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:50 | yes | 21 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:40 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:18 | yes | 17 | 18 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:41 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:49 | yes | 10 | 22 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:49 | yes | 10 | 14 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:53 | yes | 10 | 36 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:48 | yes | 8 | 11 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:34 | yes | 3 | 21 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:01 | yes | 19 | 34 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:17 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:32 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:52 | yes | 8 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:15 | yes | 18 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:31 | yes | 14 | 6 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:34 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:56 | yes | 12 | 31 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:17 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:24 | no | 0 | 24 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:41 | yes | 10 | 16 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:48 | yes | 9 | 18 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:24 | yes | 5 | 17 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:22 | yes | 3 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:15 | no | 0 | 3 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:38 | yes | 16 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:11 | yes | 6 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:24 | yes | 13 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 09:00 | yes | 18 | 2 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:47 | yes | 19 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:57 | yes | 14 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:51 | yes | 25 | 36 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:55 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:30 | yes | 13 | 49 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:01 | yes | 21 | 22 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:53 | yes | 9 | 54 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:17 | yes | 19 | 37 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:30 | yes | 4 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:09 | yes | 18 | 40 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
Deel HR read as Deel
Oracle HCM read as Oracle Fusion Cloud Absence Management
Workday HCM read as Workday
Unresolved, counted raw
HR Cloud Time Off
LeaveDates
LeaveWizard
Lincoln Financial
Discontinued, still offered
No shut-down product was recommended here.