Workforce management suites
Asked as “workforce management software”, and as “WFM platform for an hourly workforce”, on behalf of a mid-market B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
19%
Contested · Homebase 15%
19ADP Workforce Now15Homebase15UKG Ready51others
19% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the five 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 head
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
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09
10
11
12
13
14S15
16Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01ADP Workforce Now19%
ADP Workforce Now19%02UKG Ready15%
UKG Ready15%03Homebase15%
Homebase15%04Zoho People11%
Zoho People11%05Deputy6%
Deputy6%06Rippling6%
Rippling6%07When I Work6%
When I Work6%08Connecteam6%
Connecteam6%09Workforce.com4%
Workforce.com4%10Dayforce2%
Dayforce2%11BambooHR2%
BambooHR2%12Paylocity0%
Paylocity0%13UKG Pro Workforce Management0%
UKG Pro Workforce Management0%14Workday Workforce Management0%
Workday Workforce Management0%15SAP SuccessFactors WFM0%
16Verint Workforce Management0%
Verint Workforce Management0%What they warned about
Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Grok 4.20, 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.
UKG Pro Workforce Management40%
10 of 25 labels negative · 6 of 12 models · 3 hard negative
“Avoid enterprise platforms like UKG Pro or Workday until you're well into the hundreds of employees” DeepSeek V4 Flash, budget prompt
Verint Workforce Management50%
5 of 10 labels negative · 5 of 12 models · 1 hard negative
“Avoid Verint/Alvaria unless you have a dedicated center of excellence.” Qwen 3.7 Flash, negative prompt
Aspect WFM67%
4 of 6 labels negative · 4 of 12 models · 2 hard negative
“Be Most Cautious With (Frequent Complaints on Complexity, Support, UI): Aspect WFM (Alvaria)... Steep learning curve” Grok 4.20, negative prompt
ADP Workforce Now12%
4 of 33 labels negative · 4 of 12 models
“End-user reviews for employee-facing portals (like UKG or ADP) are often plagued with complaints” Gemini 3.5 Flash, 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
66 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. 941 links across 227 sites, every framing counted. Ranked by the number of answers carrying the site or page.
39 answers · 43 citations · 11 models
vendor site · Guideflow33 answers · 37 citations · 11 models
vendor site · Gartner24 answers · 43 citations · 11 models
vendor site · G222 answers · 23 citations · 11 models
21 answers · 24 citations · 10 models
18 answers · 18 citations · 9 models
vendor site · Rippling17 answers · 19 citations · 9 models
17 answers · 18 citations · 9 models
vendor site · G216 answers · 41 citations · 8 models
16 answers · 18 citations · 9 models
vendor site · Assembled14 answers · 32 citations · 9 models
14 answers · 16 citations · 7 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.
38 answers · 11 models
27 answers · 10 models
22 answers · 11 models
18 answers · 9 models
18 answers · 9 models
17 answers · 9 models
16 answers · 9 models
12 answers · 9 models
11 answers · 9 models
11 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 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 |
|---|---|---|---|---|---|---|---|---|
| ADP parent site ADP Workforce Now 19% | 19% | 508 | 2,740,000 | 23,897 | ||||
| UKG Ready ukg.com UKG Ready 15%, UKG Pro Workforce Management 0% | 15% | 267 | 18,100 | 215 | 310,168 | $11,996 | 120 | |
| Homebase joinhomebase.com | 15% | 353 | 201,000 | 3,839 | 472,253 | $793 | 120 | |
| Zoho parent site Zoho People 11% | 11% | 309 | 6,600 | 50 | ||||
| Deputy deputy.com | 6% | 356 | 40,500 | 17,000 | 45,127 | $3,222 | 32 | |
| Rippling rippling.com | 6% | 1438 | 301,000 | 17,886 | 712,399 | $42,013 | 115 | |
| When I Work wheniwork.com | 6% | 267 | 110,000 | 5,608 | 218,244 | $20 | 34 | |
| Connecteam connecteam.com | 6% | 693 | 49,500 | 288 | 312,449 | $13,504 | 120 | |
| Paycor paycor.com | 4% | 178 | 673,000 | 1,818 | 1,002,900 | 120 | ||
| Workforce.com workforce.com Workforce.com 4%, WorkForce Software 0% | 4% | 50 | 1,000 | 10 | 349,603 | 0 | 3 |
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 a mid-market B2B company?”Paraphrase“Which WFM platform for an hourly workforce would you recommend to a mid-sized B2B company?”Comparative“What are the top WFM suites and how do they differ?”Budget-constrained“What is the best workforce management software for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a workforce management software. What should we look at?”Negative“Which WFM suites should I avoid or be cautious about?”
Claude Haiku 4.5no first choiceDeputy, PaycorChangedDayforce, UKG Pro Workforce ManagementHomebaseno first choiceagainst: Verint Workforce Management
Four alternatives
ADP Workforce Now, Deputy, Paycor, SynerionTwo alternatives
ADP Workforce Now, UKG ReadyFive alternatives
ADP WorkForce Suite, Paylocity, Rippling, SAP SuccessFactors WFM, Workday Adaptive PlanningFour alternatives
Connecteam, Desklog, When I Work, Zoho PeopleGPT-5.4 miniUKG ReadyUKG ReadyHeldagainst: Connecteam, Homebase, NICE Workforce Management, Verint Workforce ManagementUKG Pro Workforce Management / UKG ReadyHomebaseno first choicenothing named
Three alternatives
Dayforce, Oracle Fusion Cloud HCM, Workday Workforce ManagementOne alternative
ADP Workforce NowEight alternatives
ADP Workforce Now, Blue Yonder Workforce Management, Dayforce, Infor Workforce Management, NICE Workforce Management, Oracle Fusion Cloud HCM, SAP SuccessFactors WFM, Workday Workforce ManagementThree alternatives
Connecteam, When I Work, WorkforceHubGemini 3.5 FlashKantataRipplingChangedagainst: UKG Pro Workforce ManagementNICE Workforce Management, UKG Pro Workforce ManagementConnecteamno first choiceagainst: ADP Workforce Now, Aspect WFM, Assembled, Dialpad, Genesys Cloud WFM, Infor Workforce Management, NICE Workforce Management, Solvvy, Soon, Talkdesk, UKG Pro Workforce Management, Verint Workforce Management
Ten alternatives
ADP Workforce Now, BambooHR, Float, Paycor, Paylocity, Productive.io, Rippling, Runn, Scoro, UKG ReadyThree alternatives
Connecteam, Paycor, UKG ReadyFour alternatives
Dayforce, Genesys Cloud WFM, Verint Workforce Management, Workday Workforce ManagementFour alternatives
Clockify, Homebase, Sling, When I WorkPerplexity SonarADP Workforce NowADP Workforce NowHeldno first choiceHomebaseno first choiceagainst: Calabrio ONE, Genesys Cloud WFM
Five alternatives
Deputy, HiBob, Paylocity, UKG Pro Workforce Management, When I WorkTwo alternatives
Deputy, NowstaThree alternatives
Jibble, When I Work, Zoho PeopleGrok 4.20ADP Workforce NowUKG ReadyChangedDayforce, UKG Pro/Readyagainst: Infor Workforce Management, WorkForce SoftwareHomebase, Zoho Peopleagainst: BambooHR, Deputyno first choiceagainst: Aspect WFM, UKG Pro Workforce Management, Workday Workforce Management, Workforce.com
Two alternatives
Rippling, UKG ReadyThree alternatives
ADP Workforce Now, Deputy, Workforce.comTwo alternatives
ADP Workforce Management, RipplingTwo alternatives
Connecteam, When I WorkMistral SmallADP Workforce NowADP Workforce Now, DeputyChangedUKG Pro Workforce ManagementHomebase, When I Workno first choicenothing named
Two alternatives
Dayforce, PaylocityTwo alternatives
Paycor, UKG ReadyFour alternatives
Dayforce, Rippling, WorkForce Software, Workforce.comTwo alternatives
Connecteam, Zoho PeopleDeepSeek V4 FlashUKG ReadyDeputyChangedagainst: Homebase, When I Workno first choiceagainst: ADP Workforce Now, Oracle Fusion Cloud HCM, SAP SuccessFactors WFM, Workday Workforce ManagementConnecteam, Homebaseagainst: UKG Pro Workforce Management, Workday Workforce Managementno first choiceagainst: BambooHR, Workday Workforce Management, Zoho Peopleagainst: Aspect WFM, Calabrio ONE, Genesys Cloud WFM, NICE CXone, SAP SuccessFactors WFM, UKG Pro Workforce Management, Verint Workforce Management
Three alternatives
ADP Workforce Now, Deputy, RipplingOne alternative
UKG ReadyThree alternatives
Deputy, When I Work, Zoho PeopleLlama 4 Maverickno first choiceWorkforce.comChangedDeputyZoho Peopleno first choicenothing named
Three alternatives
ADP Workforce Now, Paycor, UKG ReadyFour alternatives
Assembled, Calabrio ONE, NICE CXone, Verint Workforce ManagementTwo alternatives
Deputy, RipplingQwen 3.7 FlashADP Workforce NowRippling, When I WorkChangedagainst: UKG ReadyDayforce, UKG Pro Workforce ManagementConnecteamADP Workforce Now, Dayforce, UKG Readyagainst: UKG Pro Workforce Management, Workday Dayforceagainst: Aspect WFM, Calabrio ONE, NICE CXone, SAP SuccessFactors WFM, UKG Pro Workforce Management, Verint Workforce Management, Zendesk WFM
Four alternatives
Dayforce, Deputy, HiBob, UKG Pro Workforce ManagementOne alternative
DeputyEight alternatives
ADP Workforce Now, BambooHR, Deel, Paylocity, QuickBooks Time, Remote, Rippling, Workday Workforce ManagementFour alternatives
BambooHR, Deputy, When I Work, Zoho PeopleSix alternatives
7shifts, Personio, Rippling, ServiceMax, When I Work, ZenefitsKimi K2ADP Workforce Now, BambooHRWorkforce.comChangedagainst: UKG Pro Workforce ManagementDayforce, UKG Pro Workforce ManagementHomebase, Zoho Peopleno first choiceagainst: ADP Workforce Now, UKG Pro Workforce Management
Three alternatives
Dayforce, HiBob, UKG Pro / UKG DimensionsTwo alternatives
ADP Workforce Now, ConnecteamSix alternatives
ADP Workforce Now, Genesys Workforce Management, NICE Workforce Management, SAP SuccessFactors WFM, Verint Workforce Management, Workday Workforce ManagementThree alternatives
Deputy, TimeTrex, When I WorkGLM 4.7 FlashXRipplingUKG ReadyChangedno first choiceZoho Peopleno first choiceagainst: ADP Workforce Now, Infor Workforce Management, Oracle Fusion Cloud HCM, SAP SuccessFactors WFM, UKG Pro Workforce Management, Workday Workforce Management
Four alternatives
ADP Workforce Now, Deputy, Paylocity, UKG ReadySix alternatives
Connecteam, Deputy, Homebase, Paycor, Rippling, Workforce.comFive alternatives
Connecteam, Deputy, Homebase, Keka HR, When I WorkMiniMax M2.5ADP Workforce NowPaycor, UKG ReadyChangedno first choiceWhen I Work, Zoho Peopleno first choicenothing named
Three alternatives
BambooHR, Paylocity, UKG Pro Workforce ManagementTwo alternatives
ADP Workforce Now, PaylocityTwo alternatives
Deputy, HomebaseBold 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 19:36 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:52 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:59 | yes | 14 | 54 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 18:28 | 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 19:47 | yes | 39 | 18 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:17 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:09 | yes | 14 | 17 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:33 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:53 | yes | 5 | 22 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:28 | yes | 9 | 42 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:36 | yes | 27 | 49 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:42 | yes | 8 | 15 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:19 | yes | 15 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:51 | yes | 4 | 7 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:56 | yes | 9 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 19:28 | yes | 20 | 7 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 20:08 | yes | 34 | 19 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:10 | yes | 7 | 8 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:55 | yes | 18 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:35 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:18 | no | 0 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:41 | yes | 8 | 42 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:07 | yes | 13 | 57 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:59 | yes | 8 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:37 | yes | 15 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:06 | yes | 8 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 20:17 | yes | 24 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 20:36 | yes | 20 | 11 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 18:46 | yes | 30 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:22 | yes | 9 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:47 | yes | 19 | 21 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:34 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:49 | yes | 10 | 35 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:49 | yes | 13 | 35 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:12 | yes | 10 | 22 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:13 | yes | 5 | 56 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:28 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:05 | yes | 4 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 20:14 | yes | 17 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 21:26 | yes | 20 | 5 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 19:40 | yes | 14 | 13 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:26 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:05 | yes | 14 | 14 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:26 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:07 | yes | 5 | 23 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:17 | yes | 10 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:46 | yes | 10 | 106 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:03 | yes | 5 | 26 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:57 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:22 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 22:04 | no | 0 | 39 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 21:26 | yes | 20 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 19:53 | yes | 14 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:46 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 20:15 | yes | 19 | 44 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:58 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:12 | yes | 10 | 24 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:14 | yes | 15 | 65 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:23 | yes | 13 | 85 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:18 | yes | 5 | 15 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:07 | yes | 35 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:00 | no | 0 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:38 | yes | 23 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 21:42 | yes | 20 | 8 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 18:15 | yes | 47 | 20 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:54 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:54 | yes | 29 | 24 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:45 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:21 | yes | 21 | 104 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:09 | yes | 28 | 32 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:16 | yes | 27 | 256 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:09 | 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.
ShowHide
Category-scoped readings
ADP read as ADP Workforce Now
ADP Workforce Manager read as ADP Workforce Management
ADP Workforce Now WFM read as ADP Workforce Now
Blue Yonder read as Blue Yonder Workforce Management
Calabrio read as Calabrio ONE
Ceridian Dayforce read as Dayforce
Genesys read as Genesys Cloud WFM
Genesys Cloud read as Genesys Cloud WFM
Kronos read as UKG Workforce Central
Legion read as Legion WFM
NICE read as NICE Workforce Management
NICE WFM (Workforce Management) read as NICE Workforce Management
NICE WFM (formerly IEX) read as NICE Workforce Management
Oracle read as Oracle Fusion Cloud HCM
Oracle Cloud HCM read as Oracle Fusion Cloud HCM
Oracle HCM Cloud read as Oracle Fusion Cloud HCM
QuickBooks read as QuickBooks Time
SAP SuccessFactors read as SAP SuccessFactors WFM
UKG read as UKG Pro Workforce Management
UKG (Kronos) read as UKG Pro Workforce Management
UKG (Pro and Ready) read as UKG Pro Workforce Management
UKG (Ultimate Kronos Group) read as UKG Pro Workforce Management
UKG (Workforce Central / UKG Pro WFM) 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 (Workforce Management) read as UKG Pro Workforce Management
UKG Pro (formerly Kronos) 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
Unresolved, counted raw
Genesys Cloud Workforce Engagement (WEM)
Genesys Cloud Workforce Engagement (WEM) and Workforce Management
Genesys Workforce Management
Infor CloudSuite (HSM)
Oracle Field Service
Retain
Solvvy
Talkdesk
Teleopti WFM
WhenToWork
Workday Dayforce
inSchedule
Discontinued, still offered
No shut-down product was recommended here.