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. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
25%
Contested · Vacation Tracker 21%
25Timetastic21Vacation Tracker13LeaveBoard42others
25% of first choices, contested.
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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three products at 0%, ordered by negative rate
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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-one head-to-head pages: the top seven products, each against each
BambooHR vs ConnecteamBambooHR vs TimetasticBambooHR vs Day OffVacation Tracker vs RipplingVacation Tracker vs LeaveBoardVacation Tracker vs ConnecteamVacation Tracker vs TimetasticVacation Tracker vs Day OffRippling vs LeaveBoardRippling vs ConnecteamRippling vs TimetasticRippling vs Day OffLeaveBoard vs ConnecteamLeaveBoard vs TimetasticLeaveBoard vs Day OffConnecteam vs TimetasticConnecteam vs Day OffTimetastic vs Day Off
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 →
01
02
03
04
05
06
07
08
09
10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Timetastic25%
Timetastic25%02Vacation Tracker21%
Vacation Tracker21%03LeaveBoard13%
LeaveBoard13%04Day Off6%
Day Off6%05Gusto6%
Gusto6%06PurelyHR6%
PurelyHR6%07BambooHR6%
BambooHR6%08Calamari2%
Calamari2%09Connecteam0%
Connecteam0%10actiPLANS0%
actiPLANS0%11Rippling0%
Rippling0%What they warned about
Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 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.
BambooHR36%
14 of 39 labels negative · 8 of 12 models · 3 hard negative
“Unless you have massive scaling plans... avoid these. They are much more expensive and take weeks to set up” Gemini 3.5 Flash, comparative prompt
Workday100%
9 of 9 labels negative · 7 of 12 models · 7 hard negative
“Why to avoid: These platforms are the industry gold standards for companies with thousands of employees, but they are highly toxic to small business efficiency.” Gemini 3.5 Flash, negative prompt
UKG Ready100%
6 of 6 labels negative · 6 of 12 models · 6 hard negative
“Tools to Avoid (Generally Not Suitable for Small Businesses):- Enterprise/HRIS Heavyweights like UKG Ready (formerly Kronos)” Grok 4.20, negative prompt
ADP Workforce Now100%
6 of 6 labels negative · 6 of 12 models · 4 hard negative
“Enterprise HRIS | UKG Ready, ADP Workforce Now, Rippling | High setup cost, complexity, overkill features” Grok 4.20, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
64 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 894 links across 175 sites, every framing counted. Ranked by the number of answers carrying the site or page.
45 answers · 50 citations · 11 models
40 answers · 42 citations · 10 models
37 answers · 37 citations · 10 models
vendor site · Vacation Tracker28 answers · 49 citations · 11 models
vendor site · AttendanceBot27 answers · 32 citations · 10 models
vendor site · Connecteam27 answers · 28 citations · 9 models
27 answers · 27 citations · 9 models
vendor site · PurelyHR21 answers · 22 citations · 10 models
vendor site · actiPLANS20 answers · 30 citations · 8 models
vendor site · CharlieHR20 answers · 20 citations · 9 models
vendor site · TracefyHR19 answers · 20 citations · 10 models
16 answers · 20 citations · 8 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
40 answers · 10 models
39 answers · 11 models
37 answers · 10 models
27 answers · 9 models
23 answers · 10 models
20 answers · 9 models
19 answers · 10 models
15 answers · 7 models
14 answers · 7 models
12 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 |
|---|---|---|---|---|---|---|---|
| Timetastic timetastic.co.uk | 25% | 69 | 1,000 | 8 | 114,719 | 3 | |
| Vacation Tracker vacationtracker.io | 21% | 103 | 2,400 | 49 | 30,775 | 7 | |
| LeaveBoard leaveboard.com | 13% | 70 | 720 | 0 | 110,901 | ||
| Day Off day-off.app | 6% | 27 | 9,900 | 36,414 | 41,164 | 0 | |
| Gusto gusto.com | 6% | 742 | 673,000 | 10,560 | 1,629,483 | 118 | |
| PurelyHR purelyhr.com | 6% | 7 | 8,100 | 32 | 15,260 | 22 | |
| BambooHR bamboohr.com | 6% | 1074 | 90,500 | 551 | 1,055,247 | $44,698 | 106 |
| AttendanceBot attendancebot.com | 4% | 9 | 140 | 2 | 142,873 | ||
| Calamari calamari.io | 2% | 77 | 201,000 | 8,684 | 2,256 | 3 | |
| Buddy Punch buddypunch.com | 2% | 72 | 9,900 | 48 | 39,250 | 5 |
Google's top ten for the three searches hold 12 sites; 3 of them are among the sites the models cited here (apps365.com, peoplemanagingpeople.com, technologyadvice.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 4.5PurelyHRBambooHR, Buddy PunchChangedTimetasticagainst: CalamariTimetasticno first choiceagainst: HiBob, Timetastic
Four alternatives
Gusto, Homebase, Timetastic, TracefyHRTwo alternatives
Day Off, GustoThree alternatives
BambooHR, Gusto, PurelyHRThree alternatives
Homebase, Vacation Tracker, Zoho PeopleGPT-5.4 miniCalamariVacation TrackerChangedTimetastic, Vacation TrackerVacation Trackeragainst: Stiirano first choiceagainst: Pause
Four alternatives
BambooHR, Deputy, Vacation Tracker, Zoho PeopleThree alternatives
Calamari, Day Off, TrackSmart AttendanceFour alternatives
BambooHR, Calamari, Factorial, JibbleTwo alternatives
Calamari, HomebaseGemini 3.5 FlashVacation Trackeragainst: BambooHRVacation TrackerHeldVacation Trackeragainst: BambooHR, DeelAbsenca, BreezeLeaveagainst: BambooHR, RipplingAttendanceBot, Vacation Trackeragainst: SAP SuccessFactors Employee Central – Time Off, Workdayagainst: ADP Workforce Now, AbsenceSoft, Cocoon, Excel, Google Sheets, Oracle Fusion Cloud Absence Management, Paychex, SAP SuccessFactors Employee Central – Time Off, Tilt, UKG Pro/Ready, Workday
Five alternatives
AttendanceBot, Gusto, LeaveBoard, Rippling, TimetasticFour alternatives
AttendanceBot, Calamari, Flamingo, GustoFour alternatives
AttendanceBot, Connecteam, PurelyHR, TimetasticThree alternatives
Day Off, TalentHR, TimetasticFive alternatives
Absenca, BambooHR, Factorial, LeaveBoard, TimetasticPerplexity SonarTimetasticBambooHRChangedVacation Trackeragainst: AbsenceSoftDay Off, LeaveBoardno first choiceagainst: BambooHR, Deel, Flamingo, Homebase
Five alternatives
BambooHR, Factorial, LeaveBoard, PurelyHR, Vacation TrackerThree alternatives
Gusto, Timetastic, Vacation TrackerSix alternatives
BambooHR, Calamari, Factorial, Gusto, LeaveBoard, TimetasticThree alternatives
AttendanceBot, Leave Dates, Vacation TrackerGrok 4.20Vacation TrackerVacation TrackerHeldLeaveBoard, Timetastic, Vacation Trackeragainst: BambooHR, CalamariJibbleagainst: TimeOff.Management, Vacation Trackerno first choiceagainst: ADP Workforce Now, BambooHR, Replicon, Rippling, UKG Ready, Vacation Tracker, Zenefits
Two alternatives
BambooHR, TimetasticThree alternatives
AttendanceBot, Time Off Manager 365, TimetasticTwo alternatives
Day Off, actiPLANSFour alternatives
Day Off, LeaveBoard, Pebb, actiPLANSMistral SmallPurelyHRGustoChangedVacation TrackerLeaveBoard, Timetasticno first choiceagainst: UKG Ready, Workday
One alternative
Vacation TrackerThree alternatives
BambooHR, Buddy Punch, Time Off Manager 365Three alternatives
BambooHR, Buddy Punch, Day OffTwo alternatives
Day Off, Vacation TrackerDeepSeek V4 FlashBambooHRTimetasticChangedTimetasticagainst: Day OffTimetasticagainst: Calamari, Vacation TrackerLeaveBoard, Timetastic, Vacation Trackeragainst: AbsenceSoft, BambooHR, Cocoon, Leapsome, Ripplingagainst: ADP Workforce Now, BambooHR, Calamari, Rippling, Timetastic, UKG Ready, Vacation Tracker
Five alternatives
Calamari, Connecteam, Day Off, LeaveBoard, TimetasticThree alternatives
Calamari, LeaveBoard, Vacation TrackerThree alternatives
Calamari, LeaveBoard, Vacation TrackerFour alternatives
Absenca, Connecteam, Gusto, LeaveBoardLlama 4 MaverickTimetasticno first choiceChangedno first choiceDay Off, SimpleLeaveno first choiceagainst: BambooHR, UKG Ready, Workday
Two alternatives
LeaveBoard, Vacation TrackerFour alternatives
LeaveBoard, Timetastic, TracefyHR, Vacation TrackerQwen 3.7 FlashTimetasticagainst: Asana, Monday.com, TrelloGustoChangedDeputy, When I WorkLeaveBoard, Timetasticno first choiceagainst: Oracle PeopleSoft HCM, Workdayagainst: Excel, Google Sheets, Jira, SAP SuccessFactors Employee Central – Time Off, Trello, Workday
Three alternatives
BambooHR, Gusto, TimebookThree alternatives
BambooHR, QuickBooks Time, RipplingThree alternatives
LeaveWise, Plannr, Zoho PeopleThree alternatives
TracefyHR, Vacation Tracker, Zoho PeopleKimi K2PurelyHRGustoChangedDay OffLeaveBoard, Simple LeaveLeaveBoard, Vacation Trackeragainst: ADP Workforce Now, BambooHR, SAP SuccessFactors Employee Central – Time Off, UKG Pro, Workday, Zoho People
Three alternatives
BambooHR, Day Off, LeaveBoardThree alternatives
BambooHR, Connecteam, OnTheClockFour alternatives
AttendanceBot, LeaveBoard, Vacation Tracker, actiPLANSThree alternatives
Leave Dates, TimeOff.Management, actiPLANSThree alternatives
BambooHR, Buddy Punch, ConnecteamGLM 4.7 FlashXDay OffAttendanceBot, TimetasticChangedDay Off, Vacation Trackeragainst: BambooHRVacation Trackerno first choiceagainst: ADP Workforce Now, BambooHR, Deel, Rippling, UKG Ready, Workday, Zoho People
Four alternatives
BambooHR, Leave Dates, LeaveBoard, TimetasticThree alternatives
Connecteam, Gusto, JibbleOne alternative
Buddy PunchThree alternatives
Clockify, Day Off, LeaveBoardMiniMax M2.5Timetastic, Vacation Trackeragainst: BambooHRTime Off Manager 365, TimetasticChangedVacation TrackerLeaveBoard, Timetasticagainst: BambooHRno first choiceagainst: ADP Workforce Now, UKG Ready, Workday
Two alternatives
LeaveBoard, TracefyHROne alternative
ClickUpFour alternatives
BambooHR, Day Off, Deel, TimetasticOne alternative
Zoho PeopleBold 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.
Seventy-two 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 | 2026-09-17 19:41 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:15 | yes | 4 | 8 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:57 | yes | 10 | 43 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 19:32 | yes | 20 | 7 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:36 | yes | 38 | 18 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:57 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:33 | yes | 10 | 18 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:14 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:18 | no | 0 | 24 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:59 | yes | 9 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:23 | yes | 22 | 62 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:59 | yes | 11 | 31 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:01 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:46 | yes | 5 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 20:00 | yes | 13 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 21:05 | yes | 20 | 6 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:04 | yes | 25 | 14 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:12 | yes | 8 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:08 | yes | 14 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:26 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:30 | no | 0 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:39 | yes | 10 | 38 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:35 | yes | 27 | 215 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:23 | yes | 6 | 37 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:17 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:49 | yes | 6 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:53 | yes | 9 | 40 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 21:08 | yes | 19 | 12 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 21:04 | yes | 21 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:12 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 18:04 | yes | 25 | 65 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:29 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:20 | no | 0 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:17 | yes | 9 | 25 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:56 | yes | 23 | 54 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:45 | yes | 24 | 48 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:07 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:43 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:18 | yes | 34 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 19:38 | yes | 20 | 5 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:27 | yes | 25 | 15 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:42 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:44 | yes | 14 | 15 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:16 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:20 | yes | 5 | 18 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:50 | yes | 10 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:42 | yes | 25 | 100 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:05 | yes | 5 | 12 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:41 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:57 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:39 | yes | 11 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 21:03 | yes | 20 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:08 | yes | 13 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:13 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 18:32 | yes | 18 | 50 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:09 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:03 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:37 | yes | 9 | 73 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:14 | yes | 17 | 60 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:43 | yes | 10 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:24 | yes | 14 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:52 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 22:08 | yes | 26 | 53 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 18:16 | yes | 20 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 19:58 | yes | 30 | 19 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:57 | yes | 8 | 9 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:16 | yes | 24 | 33 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:55 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:47 | no | 0 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:01 | yes | 19 | 55 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:17 | yes | 22 | 97 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:04 | 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.
ShowHide
Category-scoped readings
Excel templates read as Excel
Oracle Cloud HCM read as Oracle Fusion Cloud Absence Management
PeopleSoft read as Oracle PeopleSoft HCM
SAP read as SAP SuccessFactors Employee Central – Time Off
SAP SuccessFactors read as SAP SuccessFactors Employee Central – Time Off
Unresolved, counted raw
BreezeLeave
Evolia
LeaveWise
Plannr
Simple Leave (UK-focused)
SimpleLeave
Timebook
TrackSmart Attendance
Vacancy (vacancy.io)
Discontinued, still offered
No shut-down product was recommended here.