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. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
67%
Clear leader
67UKG Pro Workforce Management16Workday Workforce Management06Dayforce10others
67% of first choices, clear leader.
Since October 2026▲+11Since October 2026: 56% → 67%, +11 points. Inside the 13-point floor: within noise.UKG Pro Workforce Management held the lead, +11 points on 56%, 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
Homebase31%Contested▼−14Since October 2026: 45% → 31%, −14 points. Past the 13-point floor: movement.Standing →Mid-marketHomebase17%Contested↗new leaderNew leader since October 2026: Homebase (17%) replaces Rippling (17% then, 16% now), 1 point clear, inside the 13-point floor.Standing →Enterprise
UKG Pro Workforce Management67%Clear leader▲+11Since October 2026: 56% → 67%, +11 points. Inside the 13-point floor: within noise.This page
Homebase31%Contested▼−14Since October 2026: 45% → 31%, −14 points. Past the 13-point floor: movement.Standing →Mid-marketHomebase17%Contested↗new leaderNew leader since October 2026: Homebase (17%) replaces Rippling (17% then, 16% now), 1 point clear, inside the 13-point floor.Standing →EnterpriseUKG Pro Workforce Management67%Clear leader▲+11Since October 2026: 56% → 67%, +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 Management67%7%68endorsed leader▲+11Since October 2026: 56% → 67%, +11 points. Inside the 13-point floor: within noise.56% → 67%
UKG Pro Workforce Management67%7%68endorsed leader▲+11Since October 2026: 56% → 67%, +11 points. Inside the 13-point floor: within noise.56% → 67%02
Workday Workforce Management16%11%56accepted challenger▲+10Since October 2026: 6% → 16%, +10 points. Inside the 13-point floor: within noise.6% → 16%
Workday Workforce Management16%11%56accepted challenger▲+10Since October 2026: 6% → 16%, +10 points. Inside the 13-point floor: within noise.6% → 16%03
Dayforce6%6%49accepted challenger▼−4Since October 2026: 10% → 6%, −4 points. Inside the 13-point floor: within noise.10% → 6%
Dayforce6%6%49accepted challenger▼−4Since October 2026: 10% → 6%, −4 points. Inside the 13-point floor: within noise.10% → 6%04
WorkForce Software2%8%24accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
WorkForce Software2%8%24accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%05
ADP Workforce Now2%18%33accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%
ADP Workforce Now2%18%33accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%06
Oracle Fusion Cloud HCM2%18%22accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%
Oracle Fusion Cloud HCM2%18%22accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%Show the three products at 0%, ordered by negative rate
09
Rippling0%60%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Rippling0%60%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%07SAP SuccessFactors WFM0%20%35accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
08
Verint Workforce Management0%20%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Verint Workforce Management0%20%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%The floor is 13 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
Homebase vs ConnecteamHomebase vs UKG Pro Workforce ManagementHomebase vs Workforce.comHomebase vs UKG ReadyDeputy vs RipplingDeputy vs When I WorkDeputy vs ConnecteamDeputy vs UKG Pro Workforce ManagementDeputy vs Workforce.comDeputy vs UKG ReadyRippling vs When I WorkRippling vs ConnecteamRippling vs UKG Pro Workforce ManagementRippling vs Workforce.comRippling vs UKG ReadyWhen I Work vs ConnecteamWhen I Work vs UKG Pro Workforce ManagementWhen I Work vs Workforce.comWhen I Work vs UKG ReadyConnecteam vs UKG Pro Workforce ManagementConnecteam vs Workforce.comConnecteam vs UKG ReadyUKG Pro Workforce Management vs Workforce.comUKG Pro Workforce Management vs UKG ReadyWorkforce.com vs UKG Ready
One product takes 67% of first choices here, so the chart would put eight 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. One product carries a negative rate above 25% in this category.
What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Grok 4.20, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, 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.
SAP SuccessFactors WFM
20%
7 of 35 labels negative · 6 of 14 models · 1 hard negative
“generic "traditional" WFM like pre-cloud Oracle/SAP modules ... Best avoided if: Scaling for distributed/global workforces” Grok 4.20, negative prompt
UKG Pro Workforce Management7%
5 of 68 labels negative · 5 of 14 models · 3 hard negative
“Avoid platforms with poor security track records – the UKG breach demonstrates the operational and legal risk of trusting a single vendor with critical payroll infrastructure.” MiniMax M2.5, negative prompt
ADP Workforce Now18%
6 of 33 labels negative · 5 of 14 models · 2 hard negative
“Avoid ADP Workforce Now if scheduling complexity and labor analytics are priorities” Kimi K2, paraphrase prompt
Rippling60%
6 of 10 labels negative · 5 of 14 models
“Be cautious if you have many countries, intricate union or labor rules, or sophisticated forecasting and optimization needs.” GPT-6 Luna, 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
76 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. 935 links across 264 sites, every framing counted. Ranked by the number of answers carrying the site or page. 12 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.
25 answers · 44 citations · 10 models
23 answers · 26 citations · 9 models
19 answers · 22 citations · 12 models
vendor site · Guideflow19 answers · 19 citations · 10 models
17 answers · 32 citations · 10 models
vendor site · G216 answers · 26 citations · 8 models
vendor site · Assembled15 answers · 21 citations · 7 models
15 answers · 16 citations · 7 models
vendor site · Rework14 answers · 15 citations · 10 models
14 answers · 14 citations · 9 models
vendor site · Soon14 answers · 14 citations · 10 models
vendor site · Oracle13 answers · 18 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.
19 answers · 9 models
14 answers · 8 models
14 answers · 10 models
13 answers · 7 models
13 answers · 9 models
12 answers · 9 models
11 answers · 9 models
10 answers · 6 models
10 answers · 8 models
9 answers · 8 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 Ready ukg.com UKG Pro Workforce Management 67%, UKG Ready 0% | 67% | 267 | 18,100 | 215 | 310,168 | $11,996 | 120 | |
| Workday parent site Workday Workforce Management 16% | 16% | 118 | 1,220,000 | 23,848 | ||||
| Ceridian dayforce.com Dayforce 6% | 6% | 339 | 450,000 | 2,983 | 208,252 | 38 | ||
| WorkForce Software workforce.com | 2% | 44 | 1,000 | 162 | 349,603 | 0 | 3 | |
| ADP parent site ADP Workforce Now 2%, ADP WorkForce Suite 0%, ADP Vantage HCM 0%, ADP Workforce Management 0% | 2% | 508 | 2,740,000 | 23,897 | ||||
| Oracle parent site Oracle Fusion Cloud HCM 2%, Oracle Workforce Management 0% | 2% | 310 | 450,000 | 66,611 | ||||
| Nextra | 2% | |||||||
| WorkForce Software WorkForce Suite | 2% | |||||||
| SAP parent site SAP SuccessFactors WFM 0% | 0% | 53 | 135,000 | 74,309 | ||||
| Verint verint.com Verint Workforce Management 0% | 0% | 33 | 390 | 3 | 410,685 company | 5 |
Google's top ten for the three searches hold 26 sites; 4 of them are among the sites the models cited here (g2.com, peoplemanagingpeople.com, research.isg-one.com, soon.works). 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 4.5no first choiceDayforce, UKG Pro Workforce ManagementChangedNICE CXoneUKG Pro Workforce Managementno first choicenothing named
Two alternatives
ADP Workforce Now, Workday Workforce ManagementSix alternatives
Aspect WFM, Dayforce, SAP SuccessFactors WFM, UKG Pro Workforce Management, Verint Workforce Management, Workday Workforce ManagementTwo alternatives
Dayforce, Workday Workforce ManagementGPT-5.4 miniUKG Pro Workforce ManagementUKG Pro Workforce ManagementHeldUKG Pro Workforce ManagementUKG Pro Workforce Managementno first choiceagainst: ADP WorkForce Suite, Legion Workforce Management Platform, WorkForce Software
Three alternatives
ADP WorkForce Suite, ADP Workforce Management, Oracle Workforce ManagementThree alternatives
Dayforce, Oracle Fusion Cloud HCM, Workday Workforce ManagementFour alternatives
Dayforce, Oracle Workforce Management, SAP Workforce Management, Workday Workforce ManagementThree alternatives
ADP Workforce Management, ADP Workforce Now, SAP SuccessFactors HCMGemini 3.5 FlashUKG Pro Workforce Management, Workday Workforce ManagementUKG Pro Workforce ManagementChangedUKG Pro Workforce Management, WorkForce SoftwareDayforceno first choiceagainst: 7shifts, BambooHR, Connecteam, Deputy, Gusto, Homebase, Legacy Kronos Workforce Central, Paycom, Paycor, Paylocity, Planday, Rippling, Sling, When I Work
Five alternatives
Assembled, Certinia, Kantata, NICE CXone, Verint Workforce ManagementFour alternatives
Dayforce, Legion WFM, WorkForce Software, Workday Workforce ManagementSix alternatives
Dayforce, NICE Workforce Management, Oracle Fusion Cloud HCM, SAP SuccessFactors WFM, Verint Workforce Management, Workday Workforce ManagementFour alternatives
UKG Pro Workforce Management, Verint Workforce Management, WorkForce Software, Workday Workforce ManagementPerplexity SonarUKG Pro Workforce Managementagainst: Dayforce, SAP SuccessFactors WFMUKG Pro Workforce ManagementHeldUKG Pro Workforce Management, UKG ReadyUKG Pro Workforce Managementagainst: Deputyno first choiceagainst: ADP Workforce Now, Aspect WFM, Assembled, Lorikeet Workforce Manager, NICE IEX, Oracle Fusion Cloud HCM, Playvox WFM, Rippling, SAP SuccessFactors WFM, Workday Workforce Management, Zendesk WFM
Three alternatives
ADP Workforce Now, WorkForce Software, Workday Workforce ManagementThree alternatives
Dayforce, Legion WFM, Workday Workforce ManagementEight alternatives
Calabrio ONE, Dayforce, Genesys Cloud WFM, NICE Workforce Management, Oracle Workforce Management, SAP SuccessFactors WFM, Verint Workforce Management, Workday Workforce ManagementThree alternatives
Dayforce, Legion WFM, Workday Workforce ManagementGrok 4.20UKG Pro Workforce Management, Workday Workforce Managementagainst: RipplingUKG Pro Workforce ManagementChangedUKG Pro Workforce Management, WorkForce Softwareagainst: Deputy, Homebase, When I Work, Workforce.comUKG Pro Workforce Managementagainst: Deputy, Legion WFM, RipplingUKG Pro Workforce Managementagainst: ADP Workforce Now, Calabrio ONE, Oracle Fusion Cloud HCM, SAP SuccessFactors WFM, UKG Pro Workforce Management, Verint Workforce Management
Five alternatives
ADP Vantage HCM or Workforce Now, Dayforce, Oracle Fusion Cloud HCM, SAP SuccessFactors WFM, WorkForce SoftwareFour alternatives
Dayforce, WorkForce Software, Workday Workforce Management, Workforce.comFour alternatives
Dayforce, Oracle HCM Cloud Workforce Management, SAP SuccessFactors Workforce Management, Workday Workforce ManagementThree alternatives
ADP Workforce Now, WorkForce Software, Workday Workforce ManagementFour alternatives
ADP Workforce Now, Dayforce, WorkForce Software, Workday Workforce ManagementMistral SmallWorkday Workforce ManagementUKG Pro Workforce Management, WorkForce SoftwareChangedOracle Fusion Cloud HCMUKG Pro Workforce Managementagainst: Deputy, Ripplingno first choiceagainst: Aspect WFM, NICE Workforce Management
Five alternatives
ADP Workforce Now, Dayforce, Oracle Fusion Cloud HCM, SAP SuccessFactors WFM, UKG Pro Workforce ManagementTwo alternatives
ADP WorkForce Suite, Workday Workforce ManagementNine alternatives
ADP Workforce Now, Blue Yonder Workforce Management, Dayforce, Infor Workforce Management, Quinyx, SAP SuccessFactors WFM, UKG Pro Workforce Management, WorkForce Software, Workday Workforce ManagementTwo alternatives
Legion WFM, QuinyxDeepSeek V4 FlashUKG Pro Workforce ManagementUKG Pro Workforce ManagementHeldagainst: ADP WorkForce Suite, ADP Workforce NowOracle Fusion Cloud HCM, UKG Pro Workforce ManagementWorkday Workforce Managementno first choiceagainst: ADP Workforce Now, Dayforce, Oracle Workforce Management, UKG Pro Workforce Management, UKG Workforce Central, WorkForce Software
Five alternatives
Dayforce, Oracle Fusion Cloud HCM, SAP SuccessFactors WFM, Verint Workforce Management, Workday Workforce ManagementThree alternatives
Dayforce, Legion WFM, WorkForce SoftwareSeven alternatives
ADP Workforce Now, Blue Yonder WFM, Dayforce, Infor Workforce Management, SAP SuccessFactors WFM, WorkForce Software, Workday Workforce ManagementThree alternatives
ADP Workforce Now, Dayforce, UKG Pro Workforce ManagementLlama 4 Maverickno first choiceUKG Pro Workforce ManagementChangedno first choiceUKG Pro Workforce Managementno first choiceagainst: Genesys Cloud WFM, Verint Workforce Management
Two alternatives
Dayforce, Workforce.comThree alternatives
ADP Workforce Now, Rippling HR, Workday Workforce ManagementQwen 3.7 FlashWorkday Workforce ManagementUKG Pro Workforce ManagementChangedUKG Pro Workforce ManagementNextrano first choiceagainst: PeopleSoft HCM, SAP SuccessFactors WFM, UKG Pro Workforce Management, Workday Workforce Management
Six alternatives
Assembled, Dayforce, Nice Inc., Oracle Fusion Cloud HCM, SAP SuccessFactors WFM, UKG (Ultimate Kronos Group) – specifically UKG ProFour alternatives
ADP Workforce Now, Paylocity, SAP SuccessFactors WFM, Workday Workforce ManagementFour alternatives
ADP Workforce Now, Blue Yonder Workforce Management, Oracle Fusion Cloud HCM, Workday Workforce ManagementFour alternatives
Dayforce, Oracle Fusion Cloud HCM, UKG Pro Workforce Management, Workday Workforce ManagementKimi K2UKG Pro Workforce ManagementUKG Pro Workforce ManagementHeldagainst: ADP Workforce NowUKG Pro Workforce ManagementUKG Pro Workforce Managementno first choiceagainst: SAP SuccessFactors WFM, UKG Workforce Central, Workday Workforce Management
Three alternatives
Dayforce, SAP SuccessFactors WFM, Workday Workforce ManagementTwo alternatives
Dayforce, Workday Workforce ManagementSix alternatives
ADP Workforce Now, Calabrio WFM, Dayforce, NICE Workforce Management, Verint Workforce Management, WorkForce SoftwareOne alternative
SAP SuccessFactors with Workforce Forecasting & SchedulingGLM 4.7 FlashXWorkday Workforce ManagementUKG Pro Workforce ManagementChangedno first choiceADP Workforce Now, UKG Pro Workforce Managementagainst: Dayforceno first choiceagainst: ADP WorkMarket, ADP Workforce Now, Aspect WFM, Legacy Versions of NICE/Verint, Oracle Fusion Cloud HCM, UKG Workforce Central
Five alternatives
ADP Vantage HCM, Dayforce, Oracle Fusion Cloud HCM, SAP SuccessFactors WFM, UKG Pro Workforce ManagementOne alternative
ADP WorkForce SuiteSeven alternatives
ADP Workforce Now, Dayforce, Oracle Fusion Cloud HCM, Quinyx, UKG Pro Workforce Management, WorkForce Software, Workday Human CapitalOne alternative
Workday Workforce ManagementMiniMax M2.5UKG Pro Workforce ManagementDayforce, UKG Pro Workforce ManagementChangedagainst: Workday Workforce ManagementUKG Pro Workforce ManagementWorkday Workforce Managementno first choiceagainst: SAP SuccessFactors WFM, UKG Pro Workforce Management, Workday Workforce Management
Five alternatives
Dayforce, Oracle Fusion Cloud HCM, SAP SuccessFactors WFM, WorkForce Software, Workday Workforce ManagementOne alternative
Workforce.comSix alternatives
ADP Workforce Now, Dayforce, Infor Workforce Management, Reflexis, SAP SuccessFactors WFM, Workday Workforce ManagementThree alternatives
Oracle Fusion Cloud HCM, SAP SuccessFactors WFM, UKG Pro / DimensionsGPT-6 LunaUKG Pro Workforce ManagementUKG Pro Workforce ManagementHeldno first choiceUKG Pro Workforce Managementno first choiceagainst: OneAdvanced Time and Attendance, Oracle Fusion Cloud HCM, Paycom, Paylocity, Rippling, SAP SuccessFactors WFM, UKG Pro Workforce Management, Workday Workforce Management
Three alternatives
Kantata, SAP SuccessFactors WFM, Workday Workforce ManagementTwo alternatives
Oracle Workforce Management, Workday Workforce ManagementNine alternatives
ADP WorkForce Suite, Dayforce, Infor Workforce Management, NICE Workforce Management, Oracle Workforce Management, SAP SuccessFactors WFM, UKG Pro Workforce Management, Verint Workforce Management, Workday Workforce ManagementTwo alternatives
Dayforce, Workday Workforce ManagementMuse Glimmer 30BOracle Fusion Cloud HCMUKG Pro Workforce ManagementChangedOracle Workforce ManagementUKG Pro Workforce Management, WorkForce Software WorkForce Suite, Workday Workforce Managementno first choiceagainst: Alvaria WEM, Aspect WFM, NICE Workforce Management, Verint Workforce Management
Five alternatives
ADP Workforce Now, SAP SuccessFactors HCM, UKG Pro Workforce Management, UKG Ready, Workday Workforce ManagementThree alternatives
Dayforce, Legion WFM, Workday Workforce ManagementNine alternatives
ADP WorkForce Software, ADP Workforce Now, Blue Yonder Workforce Management, Dayforce, Infor Workforce Management, NICE Workforce Management, UKG Pro Workforce Management, Verint Workforce Management, Workday Workforce ManagementTwo alternatives
Connecteam Operations, RotageekBold 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 11:14 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:44 | yes | 5 | 6 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 12:23 | yes | 8 | 17 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 08:59 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:08 | yes | 5 | 31 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:57 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:16 | yes | 22 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:28 | yes | 5 | 4 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:59 | yes | 5 | 23 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:21 | yes | 10 | 36 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:37 | yes | 19 | 75 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:55 | yes | 5 | 66 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:22 | yes | 2 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:14 | yes | 14 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:58 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:39 | yes | 5 | 6 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 09:18 | yes | 12 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:52 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:30 | yes | 5 | 32 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:25 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:31 | yes | 21 | 36 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:49 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:19 | no | 0 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:24 | yes | 19 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:34 | yes | 23 | 40 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:38 | yes | 10 | 47 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:43 | yes | 4 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:35 | yes | 14 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:00 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:37 | yes | 6 | 12 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 10:49 | yes | 8 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:55 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:07 | yes | 5 | 34 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:49 | yes | 10 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:34 | yes | 20 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:34 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:05 | yes | 10 | 40 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:51 | yes | 17 | 37 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:17 | yes | 24 | 54 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:39 | yes | 20 | 53 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:13 | yes | 9 | 19 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:38 | yes | 25 | 44 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:55 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:12 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:31 | no | 0 | 16 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:14 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:06 | yes | 5 | 33 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:05 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:11 | yes | 25 | 29 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:48 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:47 | yes | 21 | 111 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:29 | yes | 25 | 50 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:00 | yes | 14 | 89 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:50 | yes | 11 | 74 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:58 | yes | 4 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:17 | yes | 13 | 35 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:49 | yes | 19 | 11 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:37 | no | 0 | 6 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 08:55 | no | 0 | 22 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 08:58 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:06 | yes | 15 | 33 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:11 | no | 0 | 11 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:02 | yes | 24 | 33 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:35 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:45 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:42 | yes | 18 | 60 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:33 | yes | 24 | 72 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:58 | no | 0 | 14 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:07 | yes | 6 | 28 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:12 | yes | 15 | 29 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:34 | yes | 25 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:45 | yes | 4 | 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 10:10 | yes | 8 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:34 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:18 | yes | 24 | 34 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:22 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:19 | yes | 25 | 31 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:14 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:43 | yes | 10 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:37 | yes | 22 | 79 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:31 | yes | 24 | 41 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:28 | yes | 25 | 87 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:06 | yes | 2 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:00 | yes | 23 | 29 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 (ADP Workforce Now & ADP WorkForce Software) read as ADP Workforce Now
ADP (Vantage HCM / Workforce Now) read as ADP Workforce Now
ADP (Workforce Software / ADP WFM) read as ADP Workforce Now
ADP Vantage read as ADP Vantage HCM
Aspect read as Aspect WFM
Aspect (Alvaria) read as Aspect WFM
Blue Yonder read as Blue Yonder Workforce Management
Calabrio read as Calabrio ONE
Calabrio (Calabrio ONE) read as Calabrio ONE
Ceridian Dayforce read as Dayforce
Ceridian Dayforce (WFM module) read as Dayforce
Dayforce Workforce Management read as Dayforce
Genesys read as Genesys Cloud WFM
Infor read as Infor Workforce Management
Kronos read as UKG Workforce Central
Kronos (now UKG) read as UKG Workforce Central
Kronos Workforce Central (UKG) read as UKG Workforce Central
Legion read as Legion WFM
NICE read as NICE Workforce Management
NICE (NICE WFM / IEX Cloud WFM) read as NICE Workforce Management
NiCE read as NICE Workforce Management
Oracle read as Oracle Fusion Cloud HCM
Oracle (WFM Suite) 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 read as SAP SuccessFactors WFM
SAP SuccessFactors (WFM components) read as SAP SuccessFactors WFM
SAP SuccessFactors Time Tracking read as SAP SuccessFactors WFM
UKG read as UKG Pro Workforce Management
UKG (Kronos) read as UKG Pro Workforce Management
UKG (Pro/Ready) read as UKG Pro Workforce Management
UKG (UKG Pro / Dimensions) read as UKG Pro Workforce Management
UKG (Ultimate Kronos Group) read as UKG Pro Workforce Management
UKG (formerly Kronos) read as UKG Pro Workforce Management
UKG (formerly Kronos/UKG Pro Workforce Management) read as UKG Pro Workforce Management
UKG Pro read as UKG Pro Workforce Management
UKG Pro (Ultimate 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/Kronos (Workforce Central) read as UKG Workforce Central
Verint read as Verint Workforce Management
Workday read as Workday Workforce Management
Workday (HCM + WFM) read as Workday Workforce Management
Workday (WFM/Time & Scheduling) read as Workday Workforce Management
Workday HCM read as Workday Workforce Management
Workday Human Capital Management read as Workday Workforce Management
Unresolved, counted raw
ADP Vantage HCM or Workforce Now
Active Network
Alvaria WEM
Blue Yonder WFM
Connecteam Operations
Legacy Kronos Workforce Central (WFC)
Legacy Versions of NICE/Verint
Legion Workforce Management Platform
Lorikeet Workforce Manager
Nextra
Nice Inc. (CXone)
OneAdvanced Time and Attendance
PeopleSoft HCM (Oracle)
Playvox WFM
Rippling HR
SAP SuccessFactors with Workforce Forecasting & Scheduling (by WorkForce Software)
SmartSchedule
SogoEX
UKG (Ultimate Kronos Group) – specifically UKG Pro
WorkForce Software WorkForce Suite
Workday Human Capital
WorkforceOS
Discontinued, still offered
No shut-down product was recommended here.