Workforce management suites for enterprise buyers
Asked as “workforce management software”, and as “WFM platform for an hourly workforce”, on behalf of an enterprise B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
54%
Clear leader
54UKG Pro Workforce Management12Dayforce12Workday Workforce Management21others
54% of first choices, clear leader.
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 four 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 twenty-eight head-to-head pages: the top eight products, each against each
ADP Workforce Now vs DeputyADP Workforce Now vs RipplingADP Workforce Now vs When I WorkADP Workforce Now vs ConnecteamUKG Ready vs HomebaseUKG Ready vs Zoho PeopleUKG Ready vs DeputyUKG Ready vs RipplingUKG Ready vs When I WorkUKG Ready vs ConnecteamHomebase vs Zoho PeopleHomebase vs DeputyHomebase vs RipplingHomebase vs When I WorkHomebase vs ConnecteamZoho People vs DeputyZoho People vs RipplingZoho People vs When I WorkZoho People vs ConnecteamDeputy vs RipplingDeputy vs When I WorkDeputy vs ConnecteamRippling vs When I WorkRippling vs ConnecteamWhen I Work vs Connecteam
One product takes 54% of first choices here, so the chart would put nine markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Three products carry a negative rate above 25% in this category.
What they warned about
Five of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, 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.
UKG Workforce Central83%
5 of 6 labels negative · 5 of 12 models · 4 hard negative
“Kronos WFC end-of-life (on-prem support ends March 2027)... an urgent reason to evaluate alternatives.” Claude Haiku 4.5, negative prompt
Aspect WFM71%
5 of 7 labels negative · 5 of 12 models · 3 hard negative
“Suites to avoid: Older on-premises versions of Verint, NICE, or Alvaria (formerly Aspect)” Gemini 3.5 Flash, negative prompt
UKG Pro Workforce Management9%
5 of 58 labels negative · 5 of 12 models
“support and release-quality concerns; that doesn't mean avoid it outright, but it does justify extra diligence” GPT-5.4 mini, negative prompt
Workday Workforce Management23%
10 of 43 labels negative · 5 of 12 models
“Caution: Implementation costs can be 1.0\u20131.5x first-year license fees, making TCO less predictable initially” Kimi K2, budget 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
67 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. 1046 links across 278 sites, every framing counted. Ranked by the number of answers carrying the site or page.
33 answers · 43 citations · 11 models
30 answers · 41 citations · 9 models
vendor site · Guideflow28 answers · 41 citations · 11 models
vendor site · Gartner20 answers · 26 citations · 8 models
vendor site · Rippling19 answers · 24 citations · 9 models
19 answers · 21 citations · 10 models
vendor site · G217 answers · 30 citations · 10 models
17 answers · 17 citations · 8 models
15 answers · 19 citations · 7 models
15 answers · 19 citations · 8 models
vendor site · G215 answers · 15 citations · 10 models
15 answers · 15 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.
25 answers · 11 models
25 answers · 9 models
21 answers · 10 models
18 answers · 9 models
18 answers · 10 models
16 answers · 8 models
15 answers · 10 models
15 answers · 8 models
13 answers · 6 models
13 answers · 9 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 workforce management software”, “wfm suites”, “workforce management software”. 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 / UKG Ready ukg.com UKG Pro Workforce Management 54%, UKG Pro / UKG Ready 2%, UKG Pro / Dimensions 0% | 56% | 267 | 720 | 4 | 310,168 | $11,996 | 120 | |
| Ceridian dayforce.com Dayforce 12% | 12% | 339 | 450,000 | 2,983 | 208,252 | 38 | ||
| Workday parent site Workday Workforce Management 12% | 12% | 118 | 1,220,000 | 23,848 | ||||
| Oracle parent site Oracle Fusion Cloud HCM 4%, Oracle Workforce Management 0% | 4% | 310 | 450,000 | 66,611 | ||||
| SAP parent site SAP SuccessFactors WFM 2% | 2% | 53 | 135,000 | 74,309 | ||||
| ADP parent site ADP WorkForce Suite 2%, ADP Workforce Now 0% | 2% | 508 | 2,740,000 | 23,897 | ||||
| Rippling rippling.com | 2% | 1438 | 301,000 | 17,886 | 712,399 | $42,013 | 115 | |
| Workforce.com workforce.com Workforce.com 2%, WorkForce Software 0% | 2% | 50 | 1,000 | 10 | 349,603 | 0 | 3 | |
| Planday | 2% | 1,000 | 17 | |||||
| Connecteam connecteam.com | 2% | 693 | 49,500 | 288 | 312,449 | $13,504 | 120 |
Google's top ten for the three searches hold 26 sites; 3 of them are among the sites the models cited here (g2.com, gartner.com, peoplemanagingpeople.com). The first result for “best workforce management software” is amplifai.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 workforce management software for an enterprise B2B company?”Paraphrase“Which WFM platform for an hourly workforce would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade WFM suites and how do they differ?”Budget-constrained“What is the best workforce 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 workforce management software. What should we look at?”Negative“Which WFM suites should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Rippling, UKG Pro Workforce ManagementUKG Pro Workforce ManagementChangedno first choiceConnecteam, Plandayagainst: ADP Workforce Now, UKG Pro Workforce Managementno first choiceagainst: UKG Workforce Central
One alternative
TalentDeskThree alternatives
ADP Workforce Now, Deputy, PaycorGPT-5.4 miniUKG Pro Workforce ManagementUKG Pro Workforce ManagementHeldUKG Pro Workforce ManagementDayforceagainst: ADP Workforce Nowno first choiceagainst: ADP Workforce Now, NICE Workforce Management, UKG Pro Workforce Management, UKG Ready, Verint Workforce Management
Three alternatives
Dayforce, Oracle Workforce Management, Workday Workforce ManagementThree alternatives
ADP WorkForce Software, Dayforce, Workday Workforce ManagementSeven alternatives
ADP Workforce Now, Blue Yonder Workforce Management, Dayforce, Legion WFM, Oracle Workforce Management, SAP SuccessFactors WFM, Workday Workforce ManagementOne alternative
Workday Workforce ManagementGemini 3.5 FlashWorkday Workforce ManagementUKG Pro Workforce ManagementChangedagainst: BambooHR, Deputy, Rippling, When I WorkDayforceDayforceno first choiceagainst: Aspect WFM, Blue Yonder Workforce Management, Calabrio ONE, Deputy, Homebase, Legion WFM, NICE Workforce Management, Oracle Fusion Cloud HCM, QuickBooks Time, SAP SuccessFactors WFM, Sling, UKG Workforce Central, Verint Workforce Management, When I Work
Six alternatives
Certinia, Dayforce, Kantata, NICE Workforce Management, Rippling, Verint Workforce ManagementThree alternatives
Blue Yonder Workforce Management, Dayforce, Legion WFMFive alternatives
ADP WorkForce Suite, Legion WFM, UKG Pro Workforce Management, Workday Workforce Management, Zebra ReflexisThree alternatives
Connecteam, Rippling, WorkForce SoftwarePerplexity SonarUKG Pro Workforce ManagementUKG Pro Workforce ManagementHeldagainst: Workday Workforce Managementno first choiceUKG Pro Workforce Managementno first choiceagainst: Connecteam, Deputy, Homebase, When I Work
One alternative
RipplingOne alternative
Workforce.comTwo alternatives
ADP Workforce Now, Workday Workforce ManagementGrok 4.20UKG Pro Workforce ManagementUKG Pro Workforce ManagementHeldagainst: Workday Workforce ManagementUKG Pro / DimensionsUKG Pro Workforce Managementagainst: SAP SuccessFactors WFM, Workday Workforce Managementno first choiceagainst: Genesys Cloud WFM, Homebase, Infor Workforce Management, Oracle PeopleSoft, UKG Pro Workforce Management, UKG Workforce Central, When I Work, Workday Workforce Management, isolved
Three alternatives
Dayforce, SAP SuccessFactors WFM, Workday Workforce ManagementThree alternatives
ADP Workforce Now, Dayforce, Oracle Fusion Cloud HCMFour alternatives
ADP Workforce Now, Dayforce, WorkForce Software, Workday Workforce ManagementTwo alternatives
ADP Workforce Now / Vantage, DayforceMistral SmallUKG Pro Workforce ManagementOracle Fusion Cloud HCMChangedUKG Pro Workforce ManagementUKG Pro Workforce Management, Workday Workforce Managementno first choicenothing named
Two alternatives
Dayforce, RipplingThree alternatives
Dayforce, UKG Pro Workforce Management, Workday Workforce ManagementSix alternatives
ADP Workforce Now, Dayforce, Oracle Workforce Management, Quinyx, Verint Workforce Management, Workday Workforce ManagementOne alternative
SAP SuccessFactors WFMDeepSeek V4 FlashWorkday Workforce ManagementUKG Pro Workforce ManagementChangedUKG Pro Workforce Management, WorkForce Softwareagainst: Oracle Fusion Cloud HCM, SAP SuccessFactors WFM, Workday Workforce ManagementDeputyagainst: Workday Workforce Managementno first choiceagainst: Aspect WFM, Buddy Punch, Homebase, NICE Workforce Management, UKG Workforce Central, Verint Workforce Management, When I Work, Workday Workforce Management
Three alternatives
Dayforce, Rippling, UKG Pro Workforce ManagementTwo alternatives
Dayforce, Oracle Fusion Cloud HCMThree alternatives
Dayforce, Quinyx, Verint Workforce ManagementOne alternative
UKG Pro Workforce ManagementLlama 4 MaverickUKG Pro Workforce ManagementUKG Pro Workforce ManagementHeldno first choiceWorkday Workforce Managementno first choicenothing named
One alternative
Zoho PeopleTwo alternatives
ADP Workforce Now, UKG Pro Workforce ManagementQwen 3.7 FlashDayforceUKG Pro Workforce ManagementChangedno first choiceWorkday Workforce Managementno first choiceagainst: ADP Workforce Now, Aspect WFM, NICE inContact / NICE WFM, Oracle Fusion Cloud HCM, Oracle Workforce Management, SAP SuccessFactors WFM, UKG Workforce Central
Three alternatives
UKG Pro Workforce Management, Wave, Workday Workforce ManagementThree alternatives
Dayforce, When I Work, Workday Workforce ManagementTwo alternatives
ADP Workforce Now, UKG Pro Workforce ManagementKimi K2UKG Pro Workforce ManagementUKG Pro Workforce ManagementHeldDayforce, UKG Pro Workforce ManagementDayforceagainst: Workday Workforce ManagementUKG Pro Workforce Managementagainst: Workday Workforce Managementagainst: Aspect WFM, Infor Workforce Management, Legion WFM, UKG Pro Workforce Management
Three alternatives
SAP SuccessFactors WFM, WorkForce Software, Workday Workforce ManagementTwo alternatives
Dayforce, Oracle Fusion Cloud HCMSix alternatives
Blue Yonder Workforce Management, NICE Workforce Management, Oracle PeopleSoft, Verint Workforce Management, WorkForce Software, Workday Workforce ManagementOne alternative
UKG Pro Workforce ManagementFour alternatives
ADP Workforce Management, ADP Workforce Now, Dayforce, SAP SuccessFactors WFMGLM 4.7 FlashXADP WorkForce Suite, UKG Pro Workforce ManagementUKG Pro Workforce ManagementChangedDayforce, UKG Pro Workforce Managementagainst: Oracle Fusion Cloud HCM, Oracle PeopleSoftUKG Pro Workforce Managementagainst: Ripplingno first choiceagainst: 7shifts, NICE CXone, Quinyx, Toast, UKG Pro Workforce Management, Workday Workforce Management
Four alternatives
Quinyx, SAP SuccessFactors WFM, WorkForce Software, Workday Workforce ManagementFour alternatives
ADP WorkForce Suite, Dayforce, Infor Workforce Management, Oracle Fusion Cloud HCMThree alternatives
ADP WorkForce Suite, Quinyx, Workday Workforce ManagementOne alternative
Workday Workforce ManagementMiniMax M2.5Dayforce, UKG Pro Workforce ManagementUKG Pro Workforce Management, Workforce.comChangedDayforce, UKG Pro Workforce ManagementDayforce, UKG Pro / UKG Readyagainst: RipplingOracle Fusion Cloud HCM, SAP SuccessFactors WFM, UKG Pro Workforce Management, Workday Workforce Managementagainst: Aspect WFM, NICE Workforce Management, WorkForce Software
One alternative
WorkForce SoftwareOne alternative
PaycomThree alternatives
ADP Workforce Now, Rippling, Workday Workforce ManagementOne alternative
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.
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 19:26 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:21 | yes | 5 | 9 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:03 | yes | 11 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 19:08 | yes | 18 | 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 20:59 | yes | 32 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:22 | yes | 23 | 15 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 20:30 | yes | 22 | 50 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:10 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:37 | yes | 5 | 18 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:21 | yes | 14 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:09 | yes | 24 | 54 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:02 | yes | 18 | 38 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:57 | yes | 9 | 12 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:27 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 22:00 | yes | 13 | 54 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 18:07 | yes | 20 | 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 20:37 | yes | 30 | 18 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:55 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:09 | yes | 17 | 17 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:27 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:48 | no | 0 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:46 | yes | 10 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:31 | yes | 28 | 266 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:23 | yes | 5 | 29 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:47 | yes | 17 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:18 | yes | 4 | 12 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:49 | yes | 23 | 37 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 19:07 | yes | 18 | 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 20:08 | yes | 33 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:45 | yes | 13 | 14 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:46 | yes | 26 | 65 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:04 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:53 | no | 0 | 31 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:16 | yes | 10 | 80 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:30 | yes | 28 | 44 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:48 | yes | 14 | 33 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:37 | yes | 16 | 11 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:00 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 22:06 | yes | 18 | 60 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 21:13 | yes | 20 | 7 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 19:08 | yes | 17 | 15 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:39 | yes | 5 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:14 | yes | 27 | 35 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:37 | yes | 5 | 4 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:45 | yes | 10 | 49 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:15 | yes | 20 | 52 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:43 | yes | 30 | 104 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:00 | yes | 21 | 57 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:27 | yes | 18 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:14 | yes | 2 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:20 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 18:05 | yes | 17 | 11 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 19:35 | yes | 18 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:50 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 19:23 | yes | 19 | 65 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:57 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:15 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:42 | yes | 24 | 75 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:27 | yes | 14 | 84 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:22 | yes | 5 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:53 | yes | 31 | 14 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:55 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:07 | yes | 17 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 20:05 | yes | 20 | 10 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 21:08 | yes | 24 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:06 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:12 | yes | 25 | 37 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:21 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:28 | yes | 5 | 22 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:39 | yes | 26 | 42 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:50 | yes | 33 | 188 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:25 | yes | 14 | 26 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 read as ADP Workforce Now
Aspect read as Aspect WFM
Blue Yonder read as Blue Yonder Workforce Management
Calabrio read as Calabrio ONE
Ceridian Dayforce read as Dayforce
Dayforce Workforce Management read as Dayforce
Genesys read as Genesys Cloud WFM
Genesys (Cloud WFM) read as Genesys Cloud WFM
Infor read as Infor Workforce Management
Kronos read as UKG Workforce Central
Kronos Workforce Central read as UKG Workforce Central
Kronos pre-UKG merger read as UKG Workforce Central
Legion read as Legion WFM
NICE read as NICE Workforce Management
NICE (NICE inContact) read as NICE Workforce Management
NICE IEX WFM read as NICE Workforce Management
NICE WFM read as NICE Workforce Management
Oracle read as Oracle Fusion Cloud HCM
Oracle Cloud HCM read as Oracle Fusion Cloud HCM
Oracle Fusion Cloud Workforce Management read as Oracle Workforce Management
Oracle HCM read as Oracle Fusion Cloud HCM
Oracle HCM Cloud read as Oracle Fusion Cloud HCM
SAP read as SAP SuccessFactors WFM
SAP SuccessFactors read as SAP SuccessFactors WFM
SAP SuccessFactors / SAP Workforce Management read as SAP SuccessFactors WFM
SAP SuccessFactors Time Tracking read as SAP SuccessFactors WFM
UKG read as UKG Pro Workforce Management
UKG (Dayforce) read as UKG Pro Workforce Management
UKG (Kronos) read as UKG Pro Workforce Management
UKG (Pro / Dimensions) read as UKG Pro Workforce Management
UKG (UKG Pro & Workforce Central) read as UKG Pro Workforce Management
UKG (Ultimate Kronos Group) read as UKG Pro Workforce Management
UKG (UltimateOne) read as UKG Pro Workforce Management
UKG (Workday & Dayforce) 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 (UltiPro) read as UKG Pro Workforce Management
UKG Pro (Ultimate Kronos Group) read as UKG Pro Workforce Management
UKG Pro (formerly Kronos/Ultimate Software) read as UKG Pro Workforce Management
Verint read as Verint Workforce Management
Workday read as Workday Workforce Management
Workday HCM read as Workday Workforce Management
Zebra Workcloud (formerly Reflexis) read as Zebra Reflexis
Unresolved, counted raw
Almanac Systems
ConnectWise
Genesys Workforce Engagement
Infor modern cloud
NICE inContact / NICE WFM
Nextra
Peopleware
SAP Oracle modules
Toast
Workscape/Deputy
Discontinued, still offered
No shut-down product was recommended here.