Leave and absence management for enterprise buyers
Asked as “leave management software”, and as “PTO tracking tool”, on behalf of an enterprise B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
24%
Contested · Rippling 22%
24Workday22Rippling06ADP Workforce Now48others
24% of first choices, contested.
Since October 2026▼−14Since October 2026: 38% → 24%, −14 points. Past the 13-point floor: movement.Workday held the lead, −14 points on 38%, 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
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.Standing →Enterprise
Workday24%Contested▼−14Since October 2026: 38% → 24%, −14 points. Past the 13-point floor: movement.This page
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.Standing →EnterpriseWorkday24%Contested▼−14Since October 2026: 38% → 24%, −14 points. Past the 13-point floor: movement.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Workday24%16%49accepted challenger▼−14Since October 2026: 38% → 24%, −14 points. Past the 13-point floor: movement.38% → 24%
Workday24%16%49accepted challenger▼−14Since October 2026: 38% → 24%, −14 points. Past the 13-point floor: movement.38% → 24%02
Rippling22%4%28accepted challenger▲+20Since October 2026: 2% → 22%, +20 points. Past the 13-point floor: movement.2% → 22%
Rippling22%4%28accepted challenger▲+20Since October 2026: 2% → 22%, +20 points. Past the 13-point floor: movement.2% → 22%03
UKG Pro6%0%20accepted challenger▼−4Since October 2026: 10% → 6%, −4 points. Inside the 13-point floor: within noise.10% → 6%
UKG Pro6%0%20accepted challenger▼−4Since October 2026: 10% → 6%, −4 points. Inside the 13-point floor: within noise.10% → 6%04
AbsenceSoft6%5%21accepted challenger▼−2Since October 2026: 8% → 6%, −2 points. Inside the 13-point floor: within noise.8% → 6%
AbsenceSoft6%5%21accepted challenger▼−2Since October 2026: 8% → 6%, −2 points. Inside the 13-point floor: within noise.8% → 6%05
ADP Workforce Now6%13%15accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 13-point floor: within noise.4% → 6%
ADP Workforce Now6%13%15accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 13-point floor: within noise.4% → 6%06SAP SuccessFactors Employee Central – Time Off4%16%25accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise.2% → 4%
07
Deel2%0%11accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
Deel2%0%11accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%08
Calamari2%18%11accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%
Calamari2%18%11accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%09
BambooHR2%48%31criticized challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise.4% → 2%
BambooHR2%48%31criticized challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise.4% → 2%Show the three products at 0%, ordered by negative rate
12
Vacation Tracker0%53%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Vacation Tracker0%53%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%11
Oracle Fusion Cloud Absence Management0%27%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Oracle Fusion Cloud Absence Management0%27%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%10
Dayforce0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Dayforce0%9%11accepted 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 enterprise.
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 →
0102030405S06
070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Workday24%
Workday24%02Rippling22%
Rippling22%03UKG Pro6%
UKG Pro6%04AbsenceSoft6%
AbsenceSoft6%05ADP Workforce Now6%
ADP Workforce Now6%06SAP SuccessFactors Employee Central – Time Off4%
07Deel2%
Deel2%08Calamari2%
Calamari2%09BambooHR2%
BambooHR2%10Dayforce0%
Dayforce0%11Oracle Fusion Cloud Absence Management0%
Oracle Fusion Cloud Absence Management0%12Vacation Tracker0%
Vacation Tracker0%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 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, 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.
BambooHR48%
15 of 31 labels negative · 10 of 14 models · 3 hard negative
“Mid-Market / SMB HRIS Platforms (e.g., BambooHR, Gusto, Zenefits, Personio) ... Avoid using their native leave modules as the core enterprise leave system” Gemini 3.5 Flash, negative prompt
Workday16%
8 of 49 labels negative · 7 of 14 models
“Workday's own documentation notes that being on leave does not automatically prevent a worker from entering time” GPT-6 Luna, negative prompt
Vacation Tracker53%
8 of 15 labels negative · 5 of 14 models · 3 hard negative
“Excellent for small teams or Slack/Teams integrations but not built for enterprise complexity... Avoid if you need custom policies across locations” Grok 4.20, negative prompt
Timetastic100%
4 of 4 labels negative · 4 of 14 models · 2 hard negative
“"Best for Small Businesses: Timetastic" ... they lack the enterprise features many large employers need” Muse Glimmer 30B, 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. 902 links across 254 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.
29 answers · 44 citations · 11 models
25 answers · 40 citations · 8 models
25 answers · 32 citations · 12 models
25 answers · 25 citations · 10 models
vendor site · HONO23 answers · 26 citations · 11 models
vendor site · G221 answers · 28 citations · 11 models
vendor site · actiPLANS20 answers · 27 citations · 10 models
vendor site · Keka19 answers · 19 citations · 10 models
vendor site · Desklog18 answers · 18 citations · 9 models
16 answers · 16 citations · 10 models
16 answers · 16 citations · 9 models
vendor site · AbsenceSoft15 answers · 18 citations · 9 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.
24 answers · 10 models
23 answers · 11 models
19 answers · 10 models
18 answers · 9 models
17 answers · 9 models
16 answers · 9 models
16 answers · 10 models
16 answers · 9 models
15 answers · 8 models
13 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 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 |
|---|---|---|---|---|---|---|---|---|
| Workday workday.com | 24% | 352 | 1,220,000 | 23,848 | 2,213,450 | 80 | ||
| Rippling rippling.com | 22% | 1438 | 301,000 | 17,886 | 712,399 | $42,013 | 115 | |
| UKG Pro ukg.com | 6% | 259 | 90,500 | 1,257 | 310,168 | $11,996 | 120 | |
| AbsenceSoft absencesoft.com | 6% | 33 | 3,600 | 22 | 21,616 | 25 | 4 | |
| ADP parent site ADP Workforce Now 6% | 6% | 508 | 2,740,000 | 23,897 | ||||
| actiPLANS actiplans.com | 6% | 25 | 90 | 0 | 6,660 | |||
| SAP parent site SAP SuccessFactors Employee Central – Time Off 4% | 4% | 26 | 135,000 | 74,309 | ||||
| Stiira stiira.com | 4% | 4 | ||||||
| TimeOff.Management timeoff.management | 4% | 10 | 93,840 | |||||
| Keka keka.com | 4% | 26 | 8,100 | 232 | 259,449 | 8 |
Google's top ten for the three searches hold 12 sites; 2 of them are among the sites the models cited here (absencesoft.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 an enterprise B2B company?”Paraphrase“Which PTO tracking tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade leave management tools and how do they differ?”Budget-constrained“What is the best leave management software for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a leave management software. What should we look at?”Negative“Which leave management tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5RipplingWorkdayChangedWorkdayUKG Pro, Workdayno first choiceagainst: Calamari, SAP SuccessFactors Employee Central – Time Off, WP ERP
Four alternatives
Absence.io, Cocoon, HROne, WorkdayFour alternatives
ADP Workforce Now, BambooHR, Lattice, SuccessFactorsThree alternatives
ADP Workforce Now, Dayforce, SAP SuccessFactors Employee Central – Time OffOne alternative
DayforceGPT-5.4 miniAbsenceSoftWorkdayChangedagainst: Microsoft-focused PTO toolsWorkdayCare Rosteragainst: Day Offno first choicenothing named
Three alternatives
Rippling, SAP SuccessFactors Employee Central – Time Off, WorkdayFour alternatives
ADP, ADP Workforce Now, AbsenceSoft, UKG ProFour alternatives
Dayforce, Oracle Fusion Cloud Absence Management, SAP Absence and Leave Management by WorkForce Software, UKG ProOne alternative
HR365Gemini 3.5 FlashRipplingRippling, WorkdayChangedAbsenceSoft, CocoonAbsenceSoftno first choiceagainst: BambooHR, Day Off, Flamingo, Gusto, Personio, Vacation Tracker, Zenefits
Six alternatives
Calamari, Factorial, Personio, SAP SuccessFactors Employee Central – Time Off, Vacation Tracker, WorkdayThree alternatives
Replicon, UKG Pro, Vacation TrackerFive alternatives
Dayforce, Oracle Fusion Cloud Absence Management, SAP SuccessFactors Time & Absence Management, UKG Pro / UKG Ready, WorkdayThree alternatives
Rippling, UKG Pro / UKG Ready, WorkdayPerplexity SonarRipplingagainst: Vacation TrackerWorkdayChangedagainst: Vacation TrackerSAP SuccessFactors Time Tracking, WorkdayactiPLANSagainst: Kekano first choiceagainst: AbsenceSoft, JJ Keller Leave Manager, Timetastic, Vacation Tracker, WhosOff, Workday
Two alternatives
AbsenceSoft, DeelThree alternatives
ADP Workforce Now, Replicon, Time Off Manager 365Six alternatives
AbsenceSoft, BambooHR, Calamari, Rippling, UKG Pro / UKG Ready, Vacation TrackerTwo alternatives
Time Off Manager 365, ZimyoGrok 4.20WorkdayADPChangedagainst: BambooHR, HiBobUKG Pro, Workdayagainst: HONO, Oracle Fusion Cloud Absence Management, SAP SuccessFactors Employee Central – Time OffactiPLANSagainst: BambooHR, Calamari, Keka, Oracle Fusion Cloud Absence Management, SAP SuccessFactors Employee Central – Time Off, Vacation Tracker, Workday, ZotrackRipplingagainst: BambooHRagainst: BambooHR, Humanity, Oracle Fusion Cloud Absence Management, Oracle PeopleSoft HCM, PurelyHR, Sage HR, Timetastic, Vacation Tracker, Zoho People
Three alternatives
Oracle Fusion Cloud Absence Management, Rippling, SAP SuccessFactors Employee Central – Time OffTwo alternatives
UKG Pro, WorkdayThree alternatives
BambooHR, Rippling, Zoho PeopleOne alternative
Time Off Manager 365Four alternatives
Oracle Fusion Cloud Absence Management, SAP SuccessFactors Employee Central – Time Off, UKG Pro, WorkdayMistral SmallBambooHR, RipplingUKG Pro, WorkdayChangedWorkdayagainst: BambooHR, Zoho PeopleKeka, Ripplingagainst: Workdayno first choiceagainst: Ascent HCM, LeavePro, Namely, PeopleWorks, greytHR
One alternative
DeelSeven alternatives
AbsenceSoft, Darwinbox, Deel, HROne, Rippling, SAP SuccessFactors Employee Central – Time Off, e-daysOne alternative
BambooHRDeepSeek V4 FlashRipplingADP Workforce NowChangedUKG ProSAP SuccessFactors Employee Central – Time Off, TimeOff.Managementno first choiceagainst: ADP Workforce Now, BambooHR, Excel, Factorial, Google Sheets, Gusto, Leave Dates, LeaveBoard, TimeOut, Vacation Tracker, Workday
Five alternatives
ADP, Absence.io, Calamari, Keka, WorkdayFour alternatives
Deel, Rippling, SAP SuccessFactors Employee Central – Time Off, WorkdayFour alternatives
Oracle Fusion Cloud HCM – Absence Management, Rippling, SAP SuccessFactors Employee Central – Time Off, WorkdayTwo alternatives
UKG Pro, WorkdayLlama 4 MaverickOfficeTimerJibbleChangedno first choiceKekaagainst: BambooHR, Rippling, Workdayno first choiceagainst: BambooHR, Connecteam, Freshworks, Microsoft Dynamics 365 Human Resources
Three alternatives
ADP, Paycom, Zoho PeopleThree alternatives
ADP, Factorial, Vacation TrackerTwo alternatives
Absence.io, OfficeTimerQwen 3.7 FlashRipplingRipplingHeldagainst: BambooHRSAP SuccessFactors Employee Central – Time Off, WorkdayRipplingno first choiceagainst: Airtable, BambooHR, Clockify, Monday.com, Notion, QuickBooks Time, TimeCamp, Zenefits
Four alternatives
BambooHR, Deel, Oracle Fusion Cloud Absence Management, UKG ProThree alternatives
ADP Workforce Now, Deel, UKG ProSix alternatives
BambooHR, Dayforce, HiBob, Oracle Fusion HCM, Rippling, UKG Pro / UKG DimensionsFour alternatives
BambooHR, Keka HR, UKG Pro, WorkdayKimi K2SAP SuccessFactors Employee Central – Time Off, WorkdayUKG Pro, WorkdayChangedWorkdayagainst: BambooHRRedstone HRno first choiceagainst: Ceridian, Dayforce
One alternative
RipplingFour alternatives
ADP, ADP Workforce Now, Dayforce, SAP SuccessFactors Employee Central – Time OffFour alternatives
Dayforce, Oracle Fusion Cloud Absence Management, SAP SuccessFactors Employee Central – Time Off, UKG ProThree alternatives
AbsenceSoft, LeaveBoard, ZotrackGLM 4.7 FlashXWorkdayADP Workforce Now, WorkdayChangedWorkdayTimeOff.Managementagainst: BambooHRno first choicenothing named
Four alternatives
ADP Workforce Now, HiBob, Oracle Fusion Cloud Absence Management, SAP SuccessFactors Employee Central – Time OffThree alternatives
AbsenceSoft, DATABASICS, DayforceSix alternatives
Absence.io, Dayforce, Deputy, HONO, Oracle Fusion HCM, SAP SuccessFactors Employee Central – Time OffThree alternatives
LeaveBoard, Rippling, StiiraMiniMax M2.5RipplingADP Workforce NowChangedno first choiceagainst: WorkdayLeaveBoard, actiPLANSagainst: Oracle Fusion Cloud Absence Management, SAP SuccessFactors Employee Central – Time Off, Workday, Zotrackno first choiceagainst: ADP Workforce Now, BambooHR, UKG Ready
Two alternatives
Calamari, actiPLANSThree alternatives
Factorial, HR Cloud, Zoho PeopleOne alternative
TimeOff.ManagementGPT-6 LunaAbsenceSoftWorkdayChangedno first choiceStiirano first choiceagainst: LeaveBoard, Timetastic, UKG Workforce Central, Vacation Tracker, Workday
Two alternatives
UKG Pro Absence, WorkdayTwo alternatives
AbsenceSoft, UKG Pro AbsenceSeven alternatives
ADP Total Absence Management, AbsenceSoft, Dayforce Absence Management, Oracle Fusion Cloud Absence Management, SAP SuccessFactors Employee Central – Time Off, UKG Pro Absence, WorkdayOne alternative
Alight LeaveProMuse Glimmer 30BCalamari, DeelWorkdayChangedagainst: BambooHRWorkday HCM Absence ManagementStiirano first choiceagainst: Leave Dates, Opensoft eLeave / Krowme eLeave, PTO by Roots, formerly PTO Ninja, Timetastic
Four alternatives
BambooHR, Factorial, Justworks, OfficeTimerOne alternative
ADP Workforce NowSix alternatives
ADP Workforce Now, AbsenceSoft, Deel, HONO, SAP SuccessFactors Employee Central Absence Management, UKG Pro / UKG DimensionsOne alternative
LeaveCalcBold 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 09:47 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:44 | yes | 2 | 4 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 10:42 | no | 0 | 14 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:41 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:15 | yes | 12 | 32 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:41 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:55 | yes | 22 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:23 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:39 | yes | 5 | 17 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:42 | yes | 14 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:49 | yes | 23 | 31 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:16 | yes | 5 | 28 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:00 | yes | 5 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:43 | yes | 11 | 15 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:52 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:21 | yes | 1 | 7 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 10:38 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:32 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:28 | yes | 9 | 30 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:02 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:36 | yes | 23 | 20 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:17 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:55 | yes | 5 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:34 | yes | 24 | 56 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:56 | yes | 15 | 69 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:43 | yes | 10 | 20 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:08 | yes | 3 | 9 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:34 | yes | 15 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:46 | yes | 17 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:47 | yes | 5 | 15 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 11:59 | yes | 10 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 08:58 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:20 | yes | 10 | 32 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:38 | yes | 9 | 25 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:57 | yes | 25 | 32 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:29 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:19 | yes | 10 | 39 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:48 | yes | 25 | 35 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:14 | yes | 24 | 113 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:43 | yes | 10 | 36 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:10 | yes | 7 | 13 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:54 | yes | 24 | 46 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:09 | yes | 17 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:31 | yes | 3 | 9 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 10:08 | yes | 8 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:29 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:22 | yes | 19 | 33 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:11 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:18 | yes | 23 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:43 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:12 | yes | 13 | 71 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:14 | yes | 21 | 37 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:47 | yes | 21 | 50 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:59 | yes | 18 | 78 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:08 | yes | 2 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:37 | yes | 18 | 31 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:50 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:53 | yes | 2 | 13 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 11:56 | no | 0 | 21 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:25 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:07 | yes | 15 | 34 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:14 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:40 | yes | 20 | 31 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:31 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:54 | no | 0 | 34 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:24 | yes | 14 | 33 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:02 | yes | 10 | 163 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:38 | no | 0 | 13 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:38 | yes | 2 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:25 | yes | 13 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:23 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:23 | yes | 3 | 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 10:13 | no | 0 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:49 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:10 | yes | 14 | 39 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:58 | yes | 15 | 27 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:38 | yes | 24 | 34 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:05 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:52 | no | 0 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:36 | yes | 24 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:52 | yes | 24 | 71 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:04 | yes | 19 | 69 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:32 | yes | 3 | 25 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:20 | yes | 24 | 25 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
Ceridian Dayforce read as Dayforce
Deel HR read as Deel
Oracle read as Oracle Fusion Cloud Absence Management
Oracle Fusion Cloud HCM read as Oracle Fusion Cloud Absence Management
Oracle Fusion Cloud HCM (Absence Management) read as Oracle Fusion Cloud Absence Management
Oracle HCM read as Oracle Fusion Cloud Absence Management
Oracle HCM Cloud read as Oracle Fusion Cloud Absence Management
PeopleSoft read as Oracle PeopleSoft HCM
SAP SuccessFactors read as SAP SuccessFactors Employee Central – Time Off
SAP SuccessFactors (Part of SAP HCM) read as SAP SuccessFactors Employee Central – Time Off
Workday HCM read as Workday
Workday Human Capital Management (HCM) read as Workday
Unresolved, counted raw
ADP Leave Management
Absence Management by WorkForce Software
AbsencePlus
Alight LeavePro
Ascent HCM
Care Roster
DATABASICS
Dayforce Absence Management
FMLA Tracker
Freshworks
HR365
Humaans
Microsoft-focused PTO tools
Opensoft eLeave / Krowme eLeave
Oracle Fusion Cloud HCM – Absence Management
PTO by Roots, formerly PTO Ninja
PayNW
PeopleWorks
Redstone HR
SAP Absence and Leave Management by WorkForce Software
SAP SuccessFactors Employee Central Absence Management
SAP SuccessFactors Time & Absence Management
Sedgwick
Shiftee
The Hartford
TimeOut
Workday HCM Absence Management
Discontinued, still offered
No shut-down product was recommended here.