Workforce scheduling for enterprise buyers
Asked as “employee scheduling software”, and as “shift scheduling tool”, on behalf of an enterprise B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
25%
Contested · Workday Workforce Management 16%
25UKG Pro Workforce Management16Workday Workforce Management08Deputy51others
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 an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the two 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 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 →
01
02
03
04
05
06
07
08Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01UKG Pro Workforce Management25%
UKG Pro Workforce Management25%02Workday Workforce Management16%
Workday Workforce Management16%03Deputy8%
Deputy8%04Shiftboard6%
Shiftboard6%05Dayforce2%
Dayforce2%06Rippling2%
Rippling2%07Acuity Scheduling0%
Acuity Scheduling0%08Calendly0%
Calendly0%What they warned about
One of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, 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.
Calendly55%
11 of 20 labels negative · 11 of 12 models · 8 hard negative
“Why to avoid: While popular for individuals and small teams, Calendly lacks the complexity, compliance, and integration capabilities required by large enterprises.” Mistral Small, negative prompt
Acuity Scheduling45%
5 of 11 labels negative · 5 of 12 models · 3 hard negative
“Missing enterprise features like advanced routing, compliance, and multi-department controls” Grok 4.20, negative prompt
Deputy25%
5 of 20 labels negative · 3 of 12 models · 3 hard negative
“I would not pick lighter tools like Deputy or When I Work as the primary platform for a very large enterprise” GPT-5.4 mini, paraphrase prompt
Doodle60%
3 of 5 labels negative · 3 of 12 models · 3 hard negative
“Doodle: Free tiers display advertising to invitees, has no CRM integration, no routing/round-robin logic, and weak admin controls—unacceptable for customer-facing enterprise use.” Kimi K2, 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
69 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. 1140 links across 343 sites, every framing counted. Ranked by the number of answers carrying the site or page.
39 answers · 70 citations · 11 models
vendor site · G229 answers · 33 citations · 9 models
vendor site · Zapier26 answers · 26 citations · 10 models
vendor site · Guideflow25 answers · 35 citations · 11 models
vendor site · Cal.com19 answers · 25 citations · 11 models
18 answers · 28 citations · 8 models
vendor site · Nowsta17 answers · 22 citations · 9 models
16 answers · 18 citations · 9 models
14 answers · 14 citations · 8 models
13 answers · 33 citations · 8 models
vendor site · G213 answers · 18 citations · 7 models
13 answers · 14 citations · 11 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.
29 answers · 9 models
24 answers · 10 models
20 answers · 9 models
17 answers · 9 models
16 answers · 10 models
16 answers · 9 models
15 answers · 8 models
13 answers · 8 models
12 answers · 11 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 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 Ready ukg.com UKG Pro Workforce Management 25%, UKG Ready 2%, UKG Shiftboard 2% | 29% | 267 | 18,100 | 215 | 310,168 | $11,996 | 120 | |
| Workday parent site Workday Workforce Management 16%, Workday HCM 2%, Workday GO 2% | 20% | 211 | 1,220,000 | 23,848 | ||||
| Deputy deputy.com | 8% | 356 | 40,500 | 17,000 | 45,127 | $3,222 | 32 | 3 |
| ADP parent site ADP WorkForce Suite 4%, ADP Workforce Now 4% | 8% | 508 | 2,740,000 | 23,897 | ||||
| Shiftboard shiftboard.com | 6% | 26 | 12,100 | 72 | 21,163 | |||
| Quinyx quinyx.com | 6% | 30 | 2,400 | 38 | 1,659 | 0 | ||
| Blue Yonder blueyonder.com Blue Yonder Workforce Management 4% | 4% | 15 | 20,207 company | 26 | ||||
| Workforce.com workforce.com | 4% | 50 | 1,000 | 10 | 349,603 | 0 | ||
| Ceridian dayforce.com Dayforce 2% | 2% | 339 | 450,000 | 2,983 | 208,252 | 38 | ||
| Rippling rippling.com | 2% | 1438 | 301,000 | 17,886 | 712,399 | $42,013 | 115 |
Google's top ten for the three searches hold 22 sites; 3 of them are among the sites the models cited here (business.com, peoplemanagingpeople.com, zapier.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 4.5ADP Workforce NowADP Workforce Now, UKG Pro Workforce ManagementChangedDayforceQuinyxno first choiceagainst: Calendly
Two alternatives
Connecteam, PaycorTwo alternatives
Deputy, NowstaTwo alternatives
ADP Workforce Now, PaychexFour alternatives
Paylocity, Shiftboard, UKG Pro Workforce Management, Workday Workforce ManagementGPT-5.4 miniUKG Pro Workforce ManagementADP WorkForce Suite, Workday Workforce ManagementChangedagainst: Deputy, When I WorkCalendlyWorkday GO, Workday Workforce Managementno first choicenothing named
One alternative
Dayforce Workforce ManagementSix alternatives
Acuity Scheduling, Doodle, Google Calendar, Google Workspace, Microsoft 365, Microsoft OutlookOne alternative
UKG Pro Workforce ManagementGemini 3.5 FlashAssembled, Chili PiperUKG Pro Workforce ManagementChangedCalendlyUKG Shiftboard, Workforce.comno first choiceagainst: Acuity Scheduling, Cal.com, Calendly, Doodle, X.ai
Five alternatives
Cal.com, Calendly, Dayforce, UKG Pro Workforce Management, Zendesk WFMFive alternatives
Dayforce, Deputy, Shiftboard, Skedulo, Workday Workforce ManagementSix alternatives
ActiveBatch, BMC Control-M, Chili Piper, Redwood RunMyJobs, Stonebranch, Timify EnterpriseThree alternatives
7shifts, Connecteam, HomebasePerplexity SonarWorkday Workforce ManagementShiftboard, Workday Workforce ManagementChangedShiftboardConnecteamno first choiceagainst: Calendly, Microsoft Project, Oracle ASCP, SAP APO/IBP, Siemens Opcenter
Two alternatives
Deputy, ShiftboardOne alternative
SAP SuccessFactors Workforce SchedulingThree alternatives
Deputy, Rippling, UKG Pro Workforce ManagementTwo alternatives
Rippling, ShiftboardGrok 4.20UKG Pro Workforce Managementagainst: Deputy, ShiftboardUKG Pro Workforce ManagementHeldagainst: Deputy, Homebase, RipplingUKG Pro Workforce ManagementUKG Pro Workforce Managementagainst: EpicShiftsRippling, Workforce.comagainst: 7shifts, Acuity Scheduling, Calendly, Doodle, Homebase, When I Work, YouCanBookMe
Four alternatives
ADP WorkForce Suite, Dayforce, Oracle HCM Cloud, Workday Workforce ManagementFour alternatives
Dayforce, Oracle HCM Cloud, Shiftboard, Workday Workforce ManagementThree alternatives
ADP Workforce Now, Shiftboard, Workday Workforce ManagementTwo alternatives
Rippling, Zoho PeopleTwo alternatives
Deputy, When I WorkMistral SmallQuinyx, UKG Pro Workforce ManagementQuinyxChangedResource GuruEpicShiftsagainst: Ripplingno first choiceagainst: Calendly, HotSchedules
Three alternatives
Dayforce, Shiftboard, Workday Adaptive PlanningTwo alternatives
Indeavor, ShiftboardTwo alternatives
Clockwise, ShiftboardTwo alternatives
7shifts, HomebaseDeepSeek V4 FlashUKG Pro Workforce ManagementBlue Yonder Workforce Management, Workday Workforce ManagementChangedDeputyWhen I Workagainst: EpicShifts, Oracle Workforce Management, SAP, Sling, UKG Pro Workforce Management, Workforce.comno first choiceagainst: Calendly, Excel, Google Sheets, SAP, Workday Workforce Management
Three alternatives
ADP WorkForce Suite, Quinyx, Workday Workforce ManagementTwo alternatives
Quinyx, ShiftboardThree alternatives
Connecteam, Rippling, ShiftboardOne alternative
DeputyLlama 4 MaverickDeputyShiftboardChangedno first choiceno first choiceno first choiceagainst: Calendly, Opsgenie
One alternative
IndeavorQwen 3.7 FlashWorkday Workforce ManagementUKG ReadyChangedno first choiceagainst: Redwood RunMyJobsDeputy, Workday HCMno first choiceagainst: Acuity Scheduling, Calendly, Cron, Microsoft Bookings, Motion, Quartz, Reclaim.ai, When2meet, Windows Task Scheduler
Three alternatives
ADP Time and Labor Management, Deputy, UKG Pro Workforce ManagementTwo alternatives
Dayforce, RipplingTwo alternatives
UKG Pro Workforce Management, User SolutionsKimi K2Deputy, ShiftboardDayforce, UKG Pro Workforce ManagementChangedagainst: Deputy, When I WorkCalendly, Oracle Primavera P6against: Microsoft BookingsHumanity, UKG Pro Workforce Managementagainst: Deputy, Homebase, When I WorkUKG Pro Workforce Managementagainst: Acuity Scheduling, Appointlet, Calendly, Doodle
One alternative
ADP Time and Labor ManagementThree alternatives
Blue Yonder Workforce Management, SAP SuccessFactors Workforce Scheduling, Workday HCMThree alternatives
Chili Piper, Microsoft Project, SmartsheetTwo alternatives
EpicShifts, ShiftboardFive alternatives
ADP WorkForce Suite, Shiftboard, Smartsheet, TCP Software, Workday Workforce ManagementGLM 4.7 FlashXWorkday Workforce ManagementBlue Yonder Workforce ManagementChangedShiftboardDeputyno first choiceagainst: Acuity Scheduling, Asana, Calendly, Findmyshift, Jira, Setmore, ZoomShift
Five alternatives
ADP WorkForce Suite, Blue Yonder Workforce Management, Dayforce, Rippling, UKG Pro Workforce ManagementThree alternatives
Nowsta, Shiftboard, UKG Pro / DayforceFour alternatives
Acuity Scheduling, Calendly, Monday.com, Resource GuruTwo alternatives
Dayforce, UKG Pro Workforce ManagementMiniMax M2.5ADP WorkForce Suite, Workday Workforce ManagementUKG Pro Workforce ManagementChangedUKG Pro Workforce ManagementUKG Pro Workforce Managementagainst: Schedaddleno first choiceagainst: Calendly
Two alternatives
Humanity, Microsoft Teams ShiftThree alternatives
ADP Workforce Now, Dayforce, RipplingThree alternatives
Dayforce, Oracle Workforce Management, SAP SuccessFactors Workforce SchedulingTwo alternatives
Legion WFM, When I WorkBold 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 21:39 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:35 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:55 | yes | 12 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 20:57 | yes | 20 | 6 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 21:33 | yes | 39 | 16 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:08 | yes | 14 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:50 | yes | 23 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:12 | yes | 6 | 4 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:39 | yes | 5 | 17 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:04 | yes | 10 | 40 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:19 | yes | 13 | 114 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:43 | yes | 8 | 27 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:32 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:03 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:43 | yes | 19 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 21:02 | yes | 18 | 5 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 21:03 | yes | 37 | 21 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:41 | yes | 19 | 15 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:52 | yes | 8 | 11 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:03 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:47 | yes | 10 | 38 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:08 | yes | 19 | 34 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:01 | yes | 26 | 137 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:42 | yes | 10 | 32 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:50 | yes | 17 | 14 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:25 | yes | 8 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:13 | yes | 25 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 19:41 | yes | 20 | 14 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 20:16 | yes | 42 | 19 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:13 | yes | 10 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:04 | yes | 17 | 24 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:33 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:12 | yes | 5 | 24 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:11 | yes | 14 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:57 | yes | 25 | 88 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:00 | yes | 10 | 48 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:39 | yes | 17 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:11 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:44 | yes | 23 | 30 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 18:37 | yes | 20 | 6 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 20:37 | yes | 37 | 26 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:35 | yes | 14 | 9 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:12 | yes | 26 | 45 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:41 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:14 | yes | 31 | 87 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:37 | yes | 19 | 34 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:06 | yes | 27 | 169 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:41 | yes | 19 | 71 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:12 | yes | 18 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:46 | yes | 5 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:54 | yes | 7 | 37 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 19:08 | yes | 20 | 9 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 19:16 | yes | 15 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:29 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:45 | yes | 19 | 21 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:15 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:34 | no | 0 | 34 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:15 | yes | 20 | 43 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:03 | yes | 13 | 94 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:36 | no | 0 | 15 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:13 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:39 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 20:06 | yes | 16 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 19:35 | yes | 20 | 7 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 20:40 | yes | 39 | 18 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:02 | yes | 9 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:37 | yes | 23 | 24 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:14 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:31 | yes | 22 | 69 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:58 | yes | 30 | 65 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:49 | yes | 27 | 69 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:07 | yes | 19 | 35 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
ADP Workforce Management read as ADP WorkForce Suite
Acuity read as Acuity Scheduling
Blue Yonder read as Blue Yonder Workforce Management
Blue Yonder (formerly JDA) read as Blue Yonder Workforce Management
Ceridian Dayforce read as Dayforce
Legion read as Legion WFM
Oracle read as Oracle Workforce Management
RunMyJobs by Redwood read as Redwood RunMyJobs
SAP SuccessFactors read as SAP SuccessFactors Workforce Scheduling
UKG read as UKG Pro Workforce Management
UKG (Kronos) read as UKG Pro Workforce Management
UKG (Ultimate Kronos Group) read as UKG Pro Workforce Management
UKG (Ultimate Kronos) read as UKG Pro Workforce Management
UKG (formerly Kronos) read as UKG Pro Workforce Management
UKG Pro read as UKG Pro Workforce Management
UKG Pro (Ultimate Kronos Group) read as UKG Pro Workforce Management
UKG Pro (formerly Kronos) read as UKG Pro Workforce Management
Workday read as Workday Workforce Management
Unresolved, counted raw
Amelia
Apache Airflow
Broadcom AutoSys
IBM Z Workload Scheduler
Opsgenie
Quartz
SAP APO/IBP
SchedPro
Schedaddle
Schedly
Siemens Opcenter
SubItUp
Synchronize Pro
Teamsly
Tidal Workload Automation
Timify Enterprise
Trackforce
UKG Shiftboard
User Solutions (RMDB)
Workload Automation by Automic
Discontinued, still offered
No shut-down product was recommended here.