Workforce scheduling for enterprise buyers
Asked as “employee scheduling software”, and as “shift scheduling tool”, on behalf of an enterprise B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
40%
Contested · Deputy 17%
40UKG Pro Workforce Management17Deputy09Connecteam34others
40% of first choices, contested.
Since October 2026▲+11Since October 2026: 29% → 40%, +11 points. Inside the 13-point floor: within noise.UKG Pro Workforce Management held the lead, +11 points on 29%, inside the 13-point 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
Connecteam26%Contested↗new leaderNew leader since October 2026: Connecteam (26%) replaces Homebase (26% then, 24% now), 2 points clear, inside the 13-point floor.Standing →Mid-market
Deputy29%Contested▼−8Since October 2026: 37% → 29%, −8 points. Inside the 13-point floor: within noise.Standing →Enterprise
UKG Pro Workforce Management40%Contested▲+11Since October 2026: 29% → 40%, +11 points. Inside the 13-point floor: within noise.This page
Connecteam26%Contested↗new leaderNew leader since October 2026: Connecteam (26%) replaces Homebase (26% then, 24% now), 2 points clear, inside the 13-point floor.Standing →Mid-marketDeputy29%Contested▼−8Since October 2026: 37% → 29%, −8 points. Inside the 13-point floor: within noise.Standing →EnterpriseUKG Pro Workforce Management40%Contested▲+11Since October 2026: 29% → 40%, +11 points. Inside the 13-point floor: within noise.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
01UKG Pro Workforce Management40%0%38endorsed leader▲+11Since October 2026: 29% → 40%, +11 points. Inside the 13-point floor: within noise.29% → 40%
UKG Pro Workforce Management40%0%38endorsed leader▲+11Since October 2026: 29% → 40%, +11 points. Inside the 13-point floor: within noise.29% → 40%02Deputy17%12%34accepted challenger▲+10Since October 2026: 7% → 17%, +10 points. Inside the 13-point floor: within noise.7% → 17%
Deputy17%12%34accepted challenger▲+10Since October 2026: 7% → 17%, +10 points. Inside the 13-point floor: within noise.7% → 17%03
Workday Workforce Management9%3%30accepted challenger▲+2Since October 2026: 7% → 9%, +2 points. Inside the 13-point floor: within noise.7% → 9%
Workday Workforce Management9%3%30accepted challenger▲+2Since October 2026: 7% → 9%, +2 points. Inside the 13-point floor: within noise.7% → 9%04Connecteam9%19%21accepted challenger▲+9Since October 2026: 0% → 9%, +9 points. Inside the 13-point floor: within noise.0% → 9%
Connecteam9%19%21accepted challenger▲+9Since October 2026: 0% → 9%, +9 points. Inside the 13-point floor: within noise.0% → 9%05
Shiftboard6%6%17accepted challenger▼−3Since October 2026: 9% → 6%, −3 points. Inside the 13-point floor: within noise.9% → 6%
Shiftboard6%6%17accepted challenger▼−3Since October 2026: 9% → 6%, −3 points. Inside the 13-point floor: within noise.9% → 6%06
Dayforce4%0%15accepted challenger▼−5Since October 2026: 9% → 4%, −5 points. Inside the 13-point floor: within noise.9% → 4%
Dayforce4%0%15accepted challenger▼−5Since October 2026: 9% → 4%, −5 points. Inside the 13-point floor: within noise.9% → 4%07
ADP WorkForce Suite2%0%11accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%
ADP WorkForce Suite2%0%11accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%08
Workforce.com2%0%12accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%
Workforce.com2%0%12accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%09
Rotageek2%10%10accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
Rotageek2%10%10accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%10
When I Work2%35%23criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
When I Work2%35%23criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%Show the three products at 0%, ordered by negative rate
13
Calendly0%69%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Calendly0%69%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%11
Quinyx0%8%12accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
Quinyx0%8%12accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%12
ADP Workforce Now0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
ADP Workforce Now0%0%10accepted 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 ten head-to-head pages: the top five products, each against each
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 →
01020304050607080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01UKG Pro Workforce Management40%
UKG Pro Workforce Management40%02Deputy17%
Deputy17%03Workday Workforce Management9%
Workday Workforce Management9%04Connecteam9%
Connecteam9%05Shiftboard6%
Shiftboard6%06Dayforce4%
Dayforce4%07ADP WorkForce Suite2%
ADP WorkForce Suite2%08Workforce.com2%
Workforce.com2%09Rotageek2%
Rotageek2%10When I Work2%
When I Work2%11Quinyx0%
Quinyx0%12ADP Workforce Now0%
ADP Workforce Now0%13Calendly0%
Calendly0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 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.
Calendly69%
9 of 13 labels negative · 9 of 14 models · 5 hard negative
“"Simplicity-First" External Scheduling Tools (e.g., Calendly, Doodle) ... often recommended against for core enterprise HR/Interviewing workflows at scale.” Qwen 3.7 Flash, negative prompt
When I Work35%
8 of 23 labels negative · 5 of 14 models · 3 hard negative
“free versions of scheduling apps like Calendly, Acuity, or WhenIWork free tiers ... Why avoid them:” DeepSeek V4 Flash, negative prompt
Windows Task Scheduler
100%
5 of 5 labels negative · 5 of 14 models · 3 hard negative
“Windows Task Scheduler excels at basic scheduling tasks but encounters significant limitations when workflows span multiple systems” Claude Haiku 4.5, negative prompt
Cron100%
4 of 4 labels negative · 4 of 14 models · 2 hard negative
“Basic OS-Built or Simple Job Schedulers (e.g., Cron, Windows Task Scheduler, SQL Server Agent) ... Why avoid or be cautious?” Grok 4.20, 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
72 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. 860 links across 275 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.
31 answers · 41 citations · 10 models
vendor site · Lead Change Group23 answers · 24 citations · 10 models
19 answers · 32 citations · 10 models
vendor site · G219 answers · 25 citations · 12 models
17 answers · 22 citations · 8 models
16 answers · 24 citations · 9 models
vendor site · Cal.com16 answers · 18 citations · 11 models
14 answers · 14 citations · 8 models
vendor site · Rework11 answers · 13 citations · 7 models
vendor site · Workday11 answers · 13 citations · 6 models
vendor site · Synerion11 answers · 11 citations · 9 models
10 answers · 16 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.
22 answers · 8 models
20 answers · 10 models
12 answers · 7 models
12 answers · 6 models
11 answers · 9 models
10 answers · 8 models
10 answers · 9 models
9 answers · 8 models
9 answers · 7 models
9 answers · 6 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best employee scheduling software”, “employee scheduling software”, “scheduling 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 |
|---|---|---|---|---|---|---|---|---|
| UKG Pro Workforce Management ukg.com | 40% | 267 | 720 | 4 | 310,168 | $11,996 | 120 | |
| Deputy deputy.com | 17% | 356 | 40,500 | 17,000 | 45,127 | $3,222 | 32 | 3 |
| Workday parent site Workday Workforce Management 9% | 9% | 118 | 1,220,000 | 23,848 | ||||
| Connecteam connecteam.com | 9% | 693 | 49,500 | 288 | 312,449 | $13,504 | 120 | |
| Shiftboard shiftboard.com | 6% | 26 | 12,100 | 72 | 21,163 | |||
| Ceridian dayforce.com Dayforce 4% | 4% | 339 | 450,000 | 2,983 | 208,252 | 38 | ||
| Rippling rippling.com | 4% | 1438 | 301,000 | 17,886 | 712,399 | $42,013 | 115 | |
| ADP parent site ADP WorkForce Suite 2%, ADP Workforce Now 0% | 2% | 508 | 2,740,000 | 23,897 | ||||
| Workforce.com workforce.com | 2% | 50 | 1,000 | 10 | 349,603 | 0 | ||
| Rotageek rotageek.com | 2% | 21 |
Google's top ten for the three searches hold 22 sites; 1 of them are among the sites the models cited here (peoplemanagingpeople.com). The first result for “best employee scheduling software” is buddypunch.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best employee scheduling software for an enterprise B2B company?”Paraphrase“Which shift scheduling tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade scheduling tools and how do they differ?”Budget-constrained“What is the best employee scheduling 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 an employee scheduling software. What should we look at?”Negative“Which scheduling tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceno first choiceHeldDeputyagainst: Chili PiperShiftboardno first choiceagainst: Calendly, Windows Task Scheduler
Two alternatives
Paylocity, TimeTrexThree alternatives
ADP WorkForce Suite, UKG Pro Workforce Management, Workday Workforce ManagementGPT-5.4 miniUKG Pro Workforce ManagementUKG Pro Workforce ManagementHeldUKG Pro Workforce Managementagainst: Microsoft Teams ShiftsWorkforce.comagainst: Snap Scheduleno first choiceagainst: GitHub Actions
Three alternatives
Dayforce, Verint Workforce Management, Workday Workforce ManagementTwo alternatives
Dayforce, Workday Workforce SchedulingTen alternatives
ADP Workforce Manager / ADP WorkForce Suite, ATOSS, Dayforce Workforce Management, Legion WFM, NICE Workforce Management, Oracle Workforce Management, Quinyx, SAP SuccessFactors Workforce Scheduling, UKG Shiftboard, Workday Workforce ManagementOne alternative
ConnecteamGemini 3.5 FlashDeputy, UKG Pro Workforce ManagementUKG Pro Workforce ManagementChangedUKG Pro Workforce ManagementDayforce, UKG Pro Workforce Managementno first choiceagainst: 7shifts, Acuity Scheduling, Calendly, Doodle, Homebase, MeetingPulse, Microsoft Cortana/Scheduler, Sling, Square Appointments, StrawPoll, When I Work, X.ai, YouCanBookMe
Five alternatives
Float, Kantata, Salesforce Field Service, Skedulo, Workday Workforce ManagementFive alternatives
Deputy, Quinyx, Skedulo, WorkForce Software, Workday Workforce ManagementThree alternatives
Kantata, Resource Guru, SmartsheetTwo alternatives
Legion WFM, ShiftboardPerplexity SonarWorkday Workforce ManagementShiftboardChangedagainst: Homebase, When I WorkUKG Pro Workforce ManagementConnecteamagainst: Humanity, Synerionno first choiceagainst: Asana, Calendly, Google Calendar, Outlook, Trello
Three alternatives
ADP WorkForce Suite, Deputy, UKG Pro Workforce ManagementFour alternatives
Humanity, MangoApps, Quinyx, shyftplanOne alternative
When I WorkGrok 4.20UKG Pro Workforce Managementagainst: Connecteam, Deputy, Legion WFM, QuinyxRotageek, SynerionChangedagainst: 7shifts, Connecteam, HomebaseRedwood RunMyJobsWorkday Workforce Managementagainst: Connecteam, Deputy, Rotageek, TCP Software, When I Workno first choiceagainst: Calendly, Cron, Google Calendar, Microsoft Bookings, SQL Server Agent, Windows Task Scheduler
Two alternatives
ADP Workforce Now, Workday HCM with Workforce ManagementThree alternatives
Factorial, monday.com AI Workspace, shyftplanSix alternatives
ActiveBatch, BMC Control-M, Broadcom CA Automic, Fortra JAMS Scheduler, IBM Workload Automation, Stonebranch Universal Automation CenterThree alternatives
ADP WorkForce Suite, UKG Pro Workforce Management, Workforce.comMistral SmallDeputy, RipplingUKG Pro Workforce ManagementChangedno first choiceDeputy, When I Workno first choiceagainst: ADP Time and Labor Management, GoodTime, ModernLoop, Paradox, UKG Ready
Three alternatives
ADP WorkForce Suite, Connecteam, Workday Workforce ManagementFour alternatives
Humanity, Quinyx, When I Work, Workday Adaptive PlanningDeepSeek V4 FlashUKG Pro Workforce ManagementUKG Pro Workforce ManagementHeldDayforce, UKG Pro Workforce Managementagainst: NowstaUKG Pro Workforce Managementagainst: Connecteam, Deputy, Homebase, Humanity, TCP Software, When I WorkUKG Pro Workforce Managementagainst: Acuity Scheduling, Aspect, Calendly, Cron, Excel, HotSchedules, Jira, Microsoft Project, Oracle Workforce Management, SAP PP-DS, SQL Server Agent, Trello, Verint, When I Work, Windows Task Scheduler
Four alternatives
ADP WorkForce Suite, Deputy, Oracle Workforce Management, Workday Workforce ManagementFour alternatives
ADP WorkForce Suite, Deputy, Quinyx, Workday Workforce ManagementFive alternatives
ADP Workforce Now, Deputy, Oracle HCM Cloud, SAP SuccessFactors Workforce Scheduling, Workday Workforce ManagementThree alternatives
ADP Workforce Manager, Dayforce, Workforce.comSix alternatives
ADP Scheduling, Celayix, Deputy, Quinyx, Rotageek, Workday Workforce ManagementLlama 4 Maverickno first choiceShiftboardChangedno first choiceDeputyno first choiceagainst: HotSchedules, Microsoft Project, Shiftboard
Three alternatives
Deputy, MangoApps, QuinyxSix alternatives
7shifts, Connecteam, Planday, TCP Humanity, When I Work, Workforce.comQwen 3.7 FlashUKG Pro Workforce ManagementDeputyChangedBMC Control-MUKG Pro Workforce Management, Workday Timekeepingagainst: Oracle Workforce Managementno first choiceagainst: Calendly, Doodle
Four alternatives
ADP Workforce Now, ConnectWise Manage, Deputy, RepliconTwo alternatives
Synerion, Workforce.comFive alternatives
Hexagon (formerly Micro Focus) AutoSys, JAMS Scheduler, Redwood Software – AUTOMIC Automation, Redwood Software – ActiveBatch, Redwood Software – RunMyJobsTwo alternatives
Deputy, When I WorkKimi K2Dayforce, UKG Pro Workforce ManagementUKG Pro Workforce ManagementChangedagainst: Kronos Workforce CentralUKG Pro / UKG ReadyConnecteamno first choiceagainst: Calendly
Two alternatives
Rippling, Workday Workforce ManagementTwo alternatives
Quinyx, ShiftboardFour alternatives
ADP Workforce Now, Oracle HCM Cloud, SAP SuccessFactors Workforce Scheduling, Workday HCMThree alternatives
Deputy, Shiftboard, TimelyGLM 4.7 FlashXConnecteam, DeputyADP WorkForce Suite, Workday Workforce ManagementChangedPlandayDeputyno first choiceagainst: Acumatica, BMC Control-M, Broadcom AutoSys, Cron, Genesys, IBM TWS, Infor, Kronos Workforce Central, Oracle HCM Cloud, Redwood RunMyJobs, SAP Cloud ERP, SAP SuccessFactors Workforce Scheduling, SQL Server Agent, UKG Pro / Dimensions, Velocity, Verint, Windows Task Scheduler, Workday Workforce Management
Three alternatives
ADP WorkForce Suite, When I Work, Workday Workforce ManagementTwo alternatives
DecisionBrain, ShiftboardFour alternatives
7shifts, Deputy, Shiftboard, Snap ScheduleTwo alternatives
Shiftboard, When I WorkMiniMax M2.5Rippling, UKG Pro Workforce ManagementDeputy, Workday Workforce ManagementChangedUKG Pro Workforce ManagementConnecteamno first choiceagainst: AutoSys, Control-M, Tidal
Three alternatives
Connecteam, Dayforce, DeputyThree alternatives
DecisionBrain, Planday, When I WorkSeven alternatives
7shifts, Dayforce, Oracle HCM Cloud, QGenda, SAP SuccessFactors Workforce Scheduling, Shiftboard, Workday Workforce ManagementTwo alternatives
UKG Pro Workforce Management, Workforce.comGPT-6 LunaUKG Pro Workforce ManagementUKG Pro Workforce ManagementHeldUKG Pro Workforce ManagementUKG Pro Workforce Managementno first choiceagainst: Calendly, Doodle
Two alternatives
Kantata, Workday Workforce ManagementTwo alternatives
Legion WFM, Workday Workforce ManagementSeven alternatives
Calendly, Microsoft Bookings, Oracle Primavera P6, Oracle Workforce Management, Planview, Salesforce Scheduler, Workday Workforce ManagementTwo alternatives
Dayforce, ShiftForceMuse Glimmer 30BDeputy, UKG Pro Workforce ManagementUKG Pro Workforce Management, Workday Workforce ManagementChangedagainst: Deputy, When I WorkUKG Pro Workforce Management, Workday Workforce Managementagainst: When I WorkConnecteamno first choiceagainst: Calendly, Chili Piper, Cron, Doodle, GoodTime, ModernLoop, Paradox, SQL Server, Salesforce Scheduler, When I Work, Windows Task Scheduler, YouCanBookMe
Seven alternatives
ADP WorkForce Suite, Connecteam, Dayforce, Rippling, Rotageek, When I Work, Workday Workforce ManagementFour alternatives
ADP WorkForce Suite, ADP Workforce Now, Quinyx, ShiftboardFour alternatives
ADP Workforce Now, Deputy, Quinyx, Workforce.comFour alternatives
7shifts, ADP WorkForce Suite, Rotageek, Workday Workforce ManagementBold 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 09:24 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:33 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:53 | no | 0 | 17 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:26 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:22 | yes | 15 | 54 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:29 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:24 | yes | 25 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:39 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:15 | no | 0 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:52 | yes | 5 | 12 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:37 | yes | 15 | 323 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:25 | yes | 5 | 28 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:25 | yes | 3 | 43 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:34 | yes | 14 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:22 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:45 | 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 12:46 | no | 0 | 13 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:23 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:27 | yes | 5 | 30 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:56 | no | 0 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:05 | yes | 23 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:00 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:26 | yes | 5 | 17 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:00 | yes | 20 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:47 | yes | 14 | 18 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:46 | yes | 5 | 27 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:15 | yes | 3 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:45 | yes | 12 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:19 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:10 | yes | 7 | 10 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 11:10 | yes | 10 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:44 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:06 | yes | 10 | 37 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:04 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:07 | yes | 25 | 72 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:32 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:45 | yes | 10 | 41 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:42 | yes | 15 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:52 | yes | 23 | 65 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:05 | yes | 10 | 72 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:38 | yes | 8 | 18 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:16 | yes | 15 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:10 | yes | 20 | 11 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:46 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:01 | yes | 6 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:01 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:20 | yes | 15 | 35 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:00 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:21 | yes | 25 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:27 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:48 | no | 0 | 26 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:56 | yes | 25 | 43 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:34 | yes | 24 | 22 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:37 | yes | 25 | 59 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:44 | yes | 3 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:49 | yes | 22 | 37 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:45 | yes | 19 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:57 | no | 0 | 5 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 11:58 | no | 0 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 08:48 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:23 | yes | 10 | 42 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:43 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:25 | yes | 25 | 34 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:52 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:57 | yes | 5 | 25 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:36 | yes | 20 | 104 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:25 | yes | 15 | 65 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:38 | no | 0 | 18 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:19 | yes | 4 | 21 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:56 | yes | 15 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:47 | yes | 19 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:46 | yes | 2 | 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 10:32 | no | 0 | 18 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:35 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:27 | yes | 5 | 31 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:25 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:45 | yes | 24 | 57 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:20 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:27 | yes | 24 | 75 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:23 | yes | 25 | 23 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:49 | yes | 20 | 76 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:44 | yes | 17 | 42 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:15 | yes | 1 | 13 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:17 | yes | 15 | 24 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
ADP read as ADP Workforce Now
ADP Workforce Management read as ADP WorkForce Suite
Acuity read as Acuity Scheduling
Blue Yonder read as Blue Yonder Workforce Management
Blue Yonder (JDA) read as Blue Yonder Workforce Management
Legion read as Legion WFM
Oracle read as Oracle Workforce Management
Oracle Cloud HCM read as Oracle HCM Cloud
Oracle Fusion Cloud HCM read as Oracle HCM Cloud
Oracle Primavera P6 / Primavera Cloud read as Oracle Primavera P6
RunMyJobs by Redwood read as Redwood RunMyJobs
SAP SuccessFactors read as SAP SuccessFactors Workforce Scheduling
SAP SuccessFactors (WFM) read as SAP SuccessFactors Workforce Scheduling
UKG read as UKG Pro Workforce Management
UKG (Kronos/Workforce Dimensions) read as UKG Pro Workforce Management
UKG (UKG Pro / UKG Ready) read as UKG Pro Workforce Management
UKG (Ultimate Kronos Group) read as UKG Pro Workforce Management
UKG Pro read as UKG Pro Workforce Management
UKG Pro (Kronos) read as UKG Pro Workforce Management
UKG Pro (Workforce Management) read as UKG Pro Workforce Management
UKG Pro (formerly Kronos) read as UKG Pro Workforce Management
UKG Pro (formerly UKG Dimensions / Kronos) read as UKG Pro Workforce Management
Workday read as Workday Workforce Management
Workday (Time & Attendance / Scheduling) read as Workday Workforce Management
Unresolved, counted raw
ADP Scheduling
ADP Workforce Manager
ADP Workforce Manager / ADP WorkForce Suite
Acumatica (APS/Production Scheduling)
Apache Airflow
Aspect
Automic Automation
Broadcom AutoSys (formerly CA AutoSys)
Broadcom CA Automic & CA Workload Automation (AutoSys)
Broadcom CA Automic (or CA Workload Automation / AutoSys)
Envoy / Robin
Epicor Kinetic
Fortra JAMS Scheduler
Fortra Robot Scheduler & JAMS
GitHub Actions
Hexagon (formerly Micro Focus) AutoSys
IBM TWS (Tivoli Workload Scheduler)
JAMS
Kestra
MeetingPulse
Microsoft Cortana/Scheduler
Microsoft Teams Shifts
Oracle Primavera
Oracle Time & Labor
PlanetTogether
Planview Enterprise One / Portfolios
Redwood Software – AUTOMIC Automation
Redwood Software – ActiveBatch
Redwood Software – RunMyJobs
SAP Cloud ERP (APS/Production Scheduling)
SAP PP-DS
SQL Server
ShiftForce
Siemens Opcenter
Soon Works
Stonebranch Universal Automation Center (UAC)
StrawPoll
UC4
UC4 Enterprise Automation
UKG Shiftboard
Velocity
Visual Planning
WhenWorks
WhentoWork
Workday HCM with Workforce Management
Workday Timekeeping
Workday Workforce Scheduling
Workmate Scheduler
Zebra
monday.com AI Workspace
Discontinued, still offered
No shut-down product was recommended here.