Leave and absence management
Asked as “leave management software”, and as “PTO tracking tool”, on behalf of a mid-market B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
18%
Contested · Vacation Tracker 16%
18LeaveBoard16Vacation Tracker14BambooHR51others
18% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: LeaveBoard (18%) replaces BambooHR (28% then, 14% now), 4 points clear, inside the 13-point floor.LeaveBoard leads at 18%, replacing BambooHR, which led at 28% and stands at 14% now: 4 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
LeaveBoard21%Contested↗new leaderNew leader since October 2026: LeaveBoard (21%) replaces Vacation Tracker (23% then, 10% now), 11 points clear, inside the 13-point floor.Standing →Mid-marketLeaveBoard18%Contested↗new leaderNew leader since October 2026: LeaveBoard (18%) replaces BambooHR (28% then, 14% now), 4 points clear, inside the 13-point floor.This pageEnterprise
Workday24%Contested▼−14Since October 2026: 38% → 24%, −14 points. Past the 13-point floor: movement.Standing →
LeaveBoard21%Contested↗new leaderNew leader since October 2026: LeaveBoard (21%) replaces Vacation Tracker (23% then, 10% now), 11 points clear, inside the 13-point floor.Standing →Mid-marketLeaveBoard18%Contested↗new leaderNew leader since October 2026: LeaveBoard (18%) replaces BambooHR (28% then, 14% now), 4 points clear, inside the 13-point floor.This pageEnterpriseWorkday24%Contested▼−14Since October 2026: 38% → 24%, −14 points. Past the 13-point floor: movement.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 October 2026
01LeaveBoard18%5%22accepted challenger▲+4Since October 2026: 14% → 18%, +4 points. Inside the 13-point floor: within noise.14% → 18%
LeaveBoard18%5%22accepted challenger▲+4Since October 2026: 14% → 18%, +4 points. Inside the 13-point floor: within noise.14% → 18%02
Vacation Tracker16%2%43accepted challenger▲+4Since October 2026: 12% → 16%, +4 points. Inside the 13-point floor: within noise.12% → 16%
Vacation Tracker16%2%43accepted challenger▲+4Since October 2026: 12% → 16%, +4 points. Inside the 13-point floor: within noise.12% → 16%03
BambooHR14%12%48accepted challenger▼−14Since October 2026: 28% → 14%, −14 points. Past the 13-point floor: movement.28% → 14%
BambooHR14%12%48accepted challenger▼−14Since October 2026: 28% → 14%, −14 points. Past the 13-point floor: movement.28% → 14%04
Rippling14%7%28accepted challenger▲+3Since October 2026: 11% → 14%, +3 points. Inside the 13-point floor: within noise.11% → 14%
Rippling14%7%28accepted challenger▲+3Since October 2026: 11% → 14%, +3 points. Inside the 13-point floor: within noise.11% → 14%05
Calamari6%4%27accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 13-point floor: within noise.0% → 6%
Calamari6%4%27accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 13-point floor: within noise.0% → 6%06
AbsenceSoft4%0%15accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise.0% → 4%
AbsenceSoft4%0%15accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise.0% → 4%07
Zoho People2%4%28accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
Zoho People2%4%28accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%08
Timetastic2%4%26accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise.4% → 2%
Timetastic2%4%26accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise.4% → 2%09
Factorial2%14%14accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise.4% → 2%
Factorial2%14%14accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise.4% → 2%10
Day Off2%18%11accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
Day Off2%18%11accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%Show the four products at 0%, ordered by negative rate
14Workday0%38%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Workday0%38%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%12
Leave Dates0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Leave Dates0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%13
PlanMyLeave0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
PlanMyLeave0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%11
actiPLANS0%0%12accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 13-point floor: within noise.4% → 0%
actiPLANS0%0%12accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 13-point floor: within noise.4% → 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
All twenty-eight head-to-head pages: the top eight products, each against each
LeaveBoard vs CalamariLeaveBoard vs AbsenceSoftLeaveBoard vs Zoho PeopleLeaveBoard vs TimetasticVacation Tracker vs BambooHRVacation Tracker vs RipplingVacation Tracker vs CalamariVacation Tracker vs AbsenceSoftVacation Tracker vs Zoho PeopleVacation Tracker vs TimetasticBambooHR vs RipplingBambooHR vs CalamariBambooHR vs AbsenceSoftBambooHR vs Zoho PeopleBambooHR vs TimetasticRippling vs CalamariRippling vs AbsenceSoftRippling vs Zoho PeopleRippling vs TimetasticCalamari vs AbsenceSoftCalamari vs Zoho PeopleCalamari vs TimetasticAbsenceSoft vs Zoho PeopleAbsenceSoft vs TimetasticZoho People vs Timetastic
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% negative30%
Key
01LeaveBoard18%
LeaveBoard18%02Vacation Tracker16%
Vacation Tracker16%03BambooHR14%
BambooHR14%04Rippling14%
Rippling14%05Calamari6%
Calamari6%06AbsenceSoft4%
AbsenceSoft4%07Zoho People2%
Zoho People2%08Timetastic2%
Timetastic2%09Factorial2%
Factorial2%10Day Off2%
Day Off2%11actiPLANS0%
actiPLANS0%12Leave Dates0%
Leave Dates0%13PlanMyLeave0%
PlanMyLeave0%14Workday0%
Workday0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, 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.
BambooHR12%
6 of 48 labels negative · 6 of 14 models
“Limited calendar/payment details, limited customization options, and a user interface that can feel cluttered.” GLM 4.7 FlashX, negative prompt
Workday38%
6 of 16 labels negative · 4 of 14 models · 3 hard negative
“High cost and complexity — often overkill for small-to-mid companies.” DeepSeek V4 Flash, negative prompt
Tilt75%
3 of 4 labels negative · 3 of 14 models · 2 hard negative
“customer service is exceptionally slow (taking several business days to respond)” DeepSeek V4 Flash, negative prompt
Employee Leave Management India
100%
3 of 3 labels negative · 3 of 14 models
“exercise extreme caution with new or regional platforms (such as Employee Leave Management India) that have a scarcity of verified reviews” Qwen 3.7 Flash, 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
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. 781 links across 183 sites, every framing counted. Ranked by the number of answers carrying the site or page. 1 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.
34 answers · 35 citations · 12 models
31 answers · 68 citations · 11 models
25 answers · 40 citations · 11 models
vendor site · Lead Change Group18 answers · 26 citations · 10 models
vendor site · Leapsome18 answers · 19 citations · 8 models
18 answers · 18 citations · 8 models
17 answers · 18 citations · 9 models
vendor site · Desklog17 answers · 17 citations · 10 models
vendor site · G216 answers · 28 citations · 9 models
vendor site · actiPLANS15 answers · 17 citations · 8 models
14 answers · 22 citations · 8 models
14 answers · 15 citations · 7 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
34 answers · 12 models
18 answers · 8 models
17 answers · 8 models
17 answers · 10 models
12 answers · 6 models
12 answers · 8 models
12 answers · 7 models
11 answers · 7 models
11 answers · 7 models
11 answers · 7 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best 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 | Best Google position |
|---|---|---|---|---|---|---|---|---|
| LeaveBoard leaveboard.com | 18% | 70 | 720 | 0 | 110,901 | |||
| Vacation Tracker vacationtracker.io | 16% | 103 | 2,400 | 49 | 30,775 | 7 | ||
| BambooHR bamboohr.com | 14% | 1074 | 90,500 | 551 | 1,055,247 | $44,698 | 106 | |
| Rippling rippling.com | 14% | 1438 | 301,000 | 17,886 | 712,399 | $42,013 | 115 | |
| Calamari calamari.io | 6% | 77 | 201,000 | 8,684 | 2,256 | 3 | ||
| AbsenceSoft absencesoft.com | 4% | 33 | 3,600 | 22 | 21,616 | 25 | 4 | |
| Connecteam connecteam.com | 4% | 693 | 49,500 | 288 | 312,449 | $13,504 | 120 | |
| Zoho parent site Zoho People 2% | 2% | 309 | 6,600 | 50 | ||||
| Timetastic timetastic.co.uk | 2% | 69 | 1,000 | 8 | 114,719 | 3 | ||
| Factorial factorialhr.com | 2% | 124 | 27,100 | 304,748 | 141,409 | 1 |
Google's top ten for the three searches hold 12 sites; 1 of them are among the sites the models cited here (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 mid-market B2B company?”Paraphrase“Which PTO tracking tool would you recommend to a mid-sized B2B company?”Comparative“What are the top leave management tools and how do they differ?”Budget-constrained“What is the best leave management software for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a leave management software. What should we look at?”Negative“Which leave management tools should I avoid or be cautious about?”
Claude Haiku 4.5Paycorno first choiceChangedCocoonAbsencano first choiceagainst: Absence.io, BambooHR, Day Off, Deputy, Grove HR, Homebase, PlanMyLeave, Timetastic, Vacation Tracker
Three alternatives
HiBob, Personio, RipplingFive alternatives
AbsenceSoft, BambooHR, Deputy, J. Keller Leave Manager, Vacation TrackerSeven alternatives
Calamari, Leave Dates, LeaveBoard, TalentHR, Timetastic, Vacation Tracker, Zoho PeopleGPT-5.4 miniAbsenceSoftBambooHRChangedno first choiceCalamari, Vacation Trackerno first choiceagainst: LeaveManager, Pause, PurelyHR, isolved
Three alternatives
BambooHR, Sparrow, WorkzoomTwo alternatives
ADP, Vacation TrackerEight alternatives
AbsenceSoft, BambooHR, HROne, Keka, Rippling, Sparrow, Workday, greytHROne alternative
Zoho PeopleGemini 3.5 FlashRipplingRipplingHeldno first choiceConnecteam, Jibbleno first choiceagainst: Excel, Google Sheets, Microsoft Teams, Slack
Five alternatives
AbsenceSoft, AttendanceBot, BambooHR, HiBob, Vacation TrackerThree alternatives
BambooHR, Roots, Vacation TrackerTen alternatives
AbsenceSoft, BambooHR, Calamari, Cocoon, Deel/Remote, Factorial, Gusto, Rippling, Timetastic, Vacation TrackerFour alternatives
LeaveBoard, Timetastic, Vacation Tracker, Zoho PeoplePerplexity SonarBambooHRVacation TrackerChangedno first choiceLeaveBoardno first choicenothing named
Six alternatives
AbsenceSoft, Deel, Factorial, Rippling, Vacation Tracker, Zoho PeopleFour alternatives
BambooHR, Calamari, Time Off Manager 365, TimetasticTen alternatives
AbsenceSoft, BambooHR, Calamari, Connecteam, Deel, LeaveBoard, Rippling, Timetastic, Vacation Tracker, WorkdayTwo alternatives
Timetastic, Zoho PeopleGrok 4.20RipplingVacation TrackerChangedagainst: WorkdayBambooHRLeaveBoardagainst: BambooHR, Calamari, Factorialno first choiceagainst: Deputy, Employee Leave Management India, Factorial, Leave Management Solutions, Workday
Three alternatives
BambooHR, Calamari, Vacation TrackerSeven alternatives
BambooHR, Calamari, Clockify, Connecteam, Jibble, PurelyHR, Zoho PeopleSix alternatives
Calamari, LeaveBoard, Replicon, Timetastic, Vacation Tracker, Zoho PeopleThree alternatives
Leave Dates, TimeOff, Vacation TrackerMistral SmallAbsence.io, HiBobBambooHR, Zoho PeopleChangedno first choiceLeaveBoard, Vacation Trackerno first choiceagainst: BambooHR, Day Off, LeaveBoard
Two alternatives
Jorani, TimetasticTwo alternatives
Clockify, JibbleThree alternatives
PlanMyLeave, Timetastic, actiPLANSDeepSeek V4 FlashRipplingBambooHRChangedagainst: ADP, WorkdayBambooHRLeaveBoardno first choiceagainst: Absence.io, Planleave, PurelyHR, RotaCloud, Tilt, Workday
Three alternatives
BambooHR, Vacation Tracker, Zoho PeopleFour alternatives
Factorial, Rippling, Vacation Tracker, actiPLANSSeven alternatives
Calamari, Deel, LeaveBoard, Replicon, Rippling, Timetastic, Vacation TrackerFour alternatives
Jibble, Leave Dates, Timetastic, Vacation TrackerLlama 4 Maverickno first choiceHomebaseChangedno first choiceVacation Trackerno first choicenothing named
Two alternatives
Vacation Tracker, Zoho PeopleThree alternatives
Calamari, LeaveBoard, TimetasticQwen 3.7 FlashFactorial, RipplingBambooHRChangedno first choiceConnecteam, Timetasticagainst: Bitrix24no first choiceagainst: SAP SuccessFactors Employee Central – Time Offagainst: BambooHR, Employee Leave Management India, Workday
Three alternatives
BambooHR, HiBob, Zoho PeopleThree alternatives
Connecteam, Deputy, Zoho PeopleSix alternatives
BambooHR, Calamari, LeaveBoard, Timetastic, Vacation Tracker, Zoho PeopleTwo alternatives
Deputy, Zoho PeopleKimi K2RipplingBambooHRChangedno first choiceLeaveBoardno first choiceagainst: BambooHR, Leave Management Solutions, Leavetrack, Tilt, TriNet, UKG Ready, Workday
Two alternatives
BambooHR, PersonioTwo alternatives
Day Off, Zoho PeopleTwo alternatives
Timetastic, Vacation TrackerGLM 4.7 FlashXCalamari, Vacation TrackerDay OffChangedno first choiceLeaveBoardno first choiceagainst: BambooHR, Employee Leave Management India, Gusto, Rippling, Tilt, Zoho People
Two alternatives
BambooHR, RipplingTwo alternatives
BambooHR, FactorialSix alternatives
AttendanceBot, Bitrix24, Connecteam, Day Off, Factorial, TimetasticMiniMax M2.5RipplingBambooHRChangedCalamariLeaveBoardno first choicenothing named
Three alternatives
BambooHR, Calamari, TalentHRThree alternatives
Gusto, Vacation Tracker, Zoho PeopleSeven alternatives
Absence.io, BambooHR, Leapsome, LeaveBoard, Timetastic, Workday, Zoho PeopleTwo alternatives
PlanMyLeave, Vacation TrackerGPT-6 LunaAbsenceSoftCalamariChangedno first choiceagainst: RipplingLeaveBoardno first choicenothing named
Two alternatives
Cocoon, RipplingOne alternative
BambooHRSix alternatives
AbsenceSoft, BambooHR, Deputy, Gusto, JJ Keller Leave Manager, SparrowOne alternative
Zoho PeopleMuse Glimmer 30BTalentHR, Vacation TrackerVacation TrackerChangedBambooHRLeaveBoardno first choiceagainst: BrightHR, Leave Dates, Paycom
Five alternatives
BambooHR, Calamari, Deel, Rippling, Zoho PeopleThree alternatives
BambooHR, Jibble, Zoho PeopleEight alternatives
ADP Total Absence Management, Clockify, Deel, Factorial, Justworks, Vacation Tracker, Workday, Zoho PeopleFour alternatives
PlanMyLeave, TimeOff.Management, Timetastic, 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.
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 11:35 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:31 | yes | 2 | 6 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 11:18 | yes | 7 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:19 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:23 | yes | 9 | 35 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:48 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:50 | yes | 24 | 21 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:58 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:37 | yes | 8 | 46 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:39 | yes | 14 | 29 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:04 | yes | 11 | 23 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:14 | yes | 8 | 71 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:58 | yes | 2 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:56 | yes | 18 | 29 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:38 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:43 | yes | 3 | 5 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 11:44 | no | 0 | 14 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:17 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:08 | yes | 5 | 30 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:44 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:07 | yes | 22 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:39 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:12 | yes | 5 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:44 | yes | 10 | 16 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:04 | yes | 24 | 55 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:32 | yes | 13 | 37 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:55 | yes | 2 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:07 | yes | 18 | 27 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:43 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:23 | yes | 4 | 7 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 12:40 | yes | 7 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:51 | yes | 10 | 4 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:11 | yes | 5 | 33 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:09 | yes | 5 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:54 | yes | 23 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:28 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:23 | yes | 5 | 21 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:14 | yes | 19 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:30 | yes | 20 | 54 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:43 | yes | 5 | 17 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:54 | yes | 7 | 18 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:32 | yes | 25 | 40 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:34 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:39 | yes | 2 | 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 09:31 | yes | 13 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:08 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:25 | yes | 5 | 32 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:41 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:33 | yes | 19 | 15 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:15 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:32 | no | 0 | 25 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:33 | yes | 14 | 40 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:08 | yes | 10 | 55 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:44 | yes | 5 | 33 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:39 | yes | 2 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:49 | yes | 14 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:59 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:45 | 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 09:44 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:09 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:11 | yes | 12 | 33 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:39 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:55 | yes | 19 | 33 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:47 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:56 | yes | 5 | 25 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:39 | no | 0 | 53 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:37 | yes | 19 | 41 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:49 | no | 0 | 23 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:16 | yes | 3 | 12 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:14 | no | 0 | 4 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:29 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:03 | yes | 5 | 6 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 10:28 | yes | 8 | 18 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:21 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:12 | yes | 10 | 32 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:12 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:27 | yes | 25 | 32 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:19 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:50 | yes | 10 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:50 | yes | 25 | 66 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:33 | yes | 25 | 67 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:55 | yes | 18 | 49 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:46 | yes | 3 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:51 | yes | 23 | 34 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
SAP SuccessFactors read as SAP SuccessFactors Employee Central – Time Off
Workday HCM read as Workday
Unresolved, counted raw
Deltasalesapp
Five Employee Portal
Grove HR
J. Keller Leave Manager
Kissflow HR Cloud
LeaveManager
Planleave
RotaCloud
TIMEOFF.GURU
Talygen
TimeOff (by CharlieHR)
VacationTracker
Zelt HR / CharlieHR
elapseit
Discontinued, still offered
No shut-down product was recommended here.