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. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
32%
Contested · UKG Pro Workforce Management 24%
32UKG Pro24UKG Pro Workforce Management10Dayforce34others
32% of first choices, contested.
Since September 2026▼−7Since September 2026: 42% → 35%, −7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.UKG Pro held the lead, −7 points on 42%, 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
Homebase45%Clear leader↗new leaderNew leader since September 2026: Homebase (42%) replaces When I Work (18% then, 6% now), 37 points clear, past the 13-point floor.Standing →Mid-market
Rippling17%Contested↗new leaderNew leader since September 2026: Rippling (18%) replaces ADP Workforce Now (19% then, 14% now), 5 points clear, inside the 13-point floor.Standing →Enterprise
UKG Pro32%Contested▼−7Since September 2026: 42% → 35%, −7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.This page
Homebase45%Clear leader↗new leaderNew leader since September 2026: Homebase (42%) replaces When I Work (18% then, 6% now), 37 points clear, past the 13-point floor.Standing →Mid-marketRippling17%Contested↗new leaderNew leader since September 2026: Rippling (18%) replaces ADP Workforce Now (19% then, 14% now), 5 points clear, inside the 13-point floor.Standing →EnterpriseUKG Pro32%Contested▼−7Since September 2026: 42% → 35%, −7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.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 September 2026
01UKG Pro32%11%44endorsed leader▼−7Since September 2026: 42% → 35%, −7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.42% → 35%
UKG Pro32%11%44endorsed leader▼−7Since September 2026: 42% → 35%, −7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.42% → 35%02
UKG Pro Workforce Management24%5%19accepted challenger▲+11Since September 2026: 12% → 23%, +11 points. Inside the 13-point floor: within noise. Read over the models both editions asked.12% → 23%
UKG Pro Workforce Management24%5%19accepted challenger▲+11Since September 2026: 12% → 23%, +11 points. Inside the 13-point floor: within noise. Read over the models both editions asked.12% → 23%03
Dayforce10%3%39accepted challenger▼−3Since September 2026: 12% → 9%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.12% → 9%
Dayforce10%3%39accepted challenger▼−3Since September 2026: 12% → 9%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.12% → 9%04
Workday Workforce Management6%19%42accepted challenger▼−6Since September 2026: 12% → 7%, −6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.12% → 7%
Workday Workforce Management6%19%42accepted challenger▼−6Since September 2026: 12% → 7%, −6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.12% → 7%05
Oracle Fusion Cloud HCM2%20%30accepted challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 2%
Oracle Fusion Cloud HCM2%20%30accepted challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 2%06
ADP Workforce Now2%24%29accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%
ADP Workforce Now2%24%29accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%07
Infor Workforce Management2%20%10accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%
Infor Workforce Management2%20%10accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%08
Deputy2%67%12criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%
Deputy2%67%12criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%Show the five products at 0%, ordered by negative rate
13
Aspect WFM0%92%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Aspect WFM0%92%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%12
NICE Workforce Management0%56%16criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
NICE Workforce Management0%56%16criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%11
Verint Workforce Management0%42%19criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Verint Workforce Management0%42%19criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%10
SAP SuccessFactors0%33%36criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%
SAP SuccessFactors0%33%36criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%09
WorkForce Software0%5%19accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
WorkForce Software0%5%19accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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.
All twenty-eight head-to-head pages: the top eight products, each against each
Rippling vs Workforce.comRippling vs DeputyRippling vs DayforceRippling vs ConnecteamADP Workforce Now vs HomebaseADP Workforce Now vs Zoho PeopleADP Workforce Now vs Workforce.comADP Workforce Now vs DeputyADP Workforce Now vs DayforceADP Workforce Now vs ConnecteamHomebase vs Zoho PeopleHomebase vs Workforce.comHomebase vs DeputyHomebase vs DayforceHomebase vs ConnecteamZoho People vs Workforce.comZoho People vs DeputyZoho People vs DayforceZoho People vs ConnecteamWorkforce.com vs DeputyWorkforce.com vs DayforceWorkforce.com vs ConnecteamDeputy vs DayforceDeputy vs ConnecteamDayforce 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 →
01020304050607080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01UKG Pro32%
UKG Pro32%02UKG Pro Workforce Management24%
UKG Pro Workforce Management24%03Dayforce10%
Dayforce10%04Workday Workforce Management6%
Workday Workforce Management6%05Oracle Fusion Cloud HCM2%
Oracle Fusion Cloud HCM2%06ADP Workforce Now2%
ADP Workforce Now2%07Infor Workforce Management2%
Infor Workforce Management2%08Deputy2%
Deputy2%09WorkForce Software0%
WorkForce Software0%10SAP SuccessFactors0%
SAP SuccessFactors0%11Verint Workforce Management0%
Verint Workforce Management0%12NICE Workforce Management0%
NICE Workforce Management0%13Aspect WFM0%
Aspect WFM0%What they warned about
Six of fourteen models held their first choice under the paraphrase. Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Aspect WFM92%
11 of 12 labels negative · 9 of 14 models · 10 hard negative
“Aspect is a legacy enterprise platform, but user reviews highlight specific functional gaps that can be problematic for complex operations.” GLM 4.7 FlashX, negative prompt
NICE Workforce Management56%
9 of 16 labels negative · 9 of 14 models · 7 hard negative
“Older on-premises versions of Verint, NICE, or Alvaria (formerly Aspect) – These are flagged as suites to avoid” Mistral Small, negative prompt
Verint Workforce Management42%
8 of 19 labels negative · 8 of 14 models · 7 hard negative
“Older on-premises versions of Verint, NICE, or Alvaria (formerly Aspect) – These are flagged as suites to avoid” Mistral Small, negative prompt
Deputy67%
8 of 12 labels negative · 8 of 14 models · 5 hard negative
“may claim enterprise features but lack the fundamentals required for large-scale, complex operations” Mistral Small, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
79 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. 1136 links across 298 sites, every framing counted. Ranked by the number of answers carrying the site or page. 27 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.
vendor site · Guideflow34 answers · 48 citations · 12 models
vendor site · Darwinbox26 answers · 27 citations · 9 models
22 answers · 26 citations · 10 models
vendor site · Nowsta22 answers · 23 citations · 9 models
vendor site · Rippling21 answers · 25 citations · 9 models
vendor site · Intervue21 answers · 21 citations · 9 models
vendor site · Workforce.com20 answers · 24 citations · 10 models
vendor site · Assembled19 answers · 26 citations · 10 models
19 answers · 20 citations · 10 models
16 answers · 25 citations · 8 models
16 answers · 21 citations · 10 models
vendor site · FirstHR16 answers · 18 citations · 9 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
22 answers · 12 models
21 answers · 9 models
21 answers · 9 models
20 answers · 8 models
17 answers · 10 models
17 answers · 8 models
17 answers · 9 models
15 answers · 9 models
15 answers · 9 models
14 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 |
|---|---|---|---|---|---|---|---|
| UKG Pro ukg.com UKG Pro 32%, UKG Pro Workforce Management 24%, UKG Workforce Central 4%, UKG Pro / Dimensions 2% and 1 more | 64% | 457 | 90,500 | 1,257 | 310,168 | $11,996 | 120 |
| Ceridian dayforce.com Dayforce 10% | 10% | 278 | 450,000 | 2,983 | 208,252 | 38 | |
| Workday parent site Workday Workforce Management 6% | 6% | 128 | 1,220,000 | 23,848 | |||
| UKG Pro Suite | 4% | ||||||
| Oracle parent site Oracle Fusion Cloud HCM 2%, Oracle Workforce Management 0% | 2% | 283 | 450,000 | 66,611 | |||
| ADP parent site ADP Workforce Now 2%, ADP Workforce Management 0% | 2% | 592 | 2,740,000 | 23,897 | |||
| Infor Workforce Management infor.com | 2% | 14 | 1,300 | 23 | 313,194 | $15,428 | 48 |
| Synerion synerion.com | 2% | 5 | |||||
| UKG (Ultimate Kronos Group) – Specifically UKG Pro | 2% | ||||||
| Connecteam connecteam.com | 2% | 573 | 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 (firsthr.app, peoplemanagingpeople.com, workforce.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 4.5UKG ProUKG ProHeldUKG ProUKG Prono first choiceagainst: Aspect WFM, Assembled, NICE Workforce Management
Three alternatives
Dayforce, Rippling, Workday Workforce ManagementThree alternatives
ADP Workforce Now, Dayforce, RipplingThree alternatives
Dayforce, SAP SuccessFactors, Workday Workforce ManagementTwo alternatives
Dayforce, WorkForce SoftwareGPT-5.4 miniUKG Pro Workforce ManagementUKG Pro Workforce ManagementHeldOracle Workforce Management, UKG Pro Workforce ManagementUKG Pro Workforce Managementno first choiceagainst: SAP SuccessFactors, UKG Pro
Two alternatives
ADP Workforce Now, Oracle Workforce ManagementOne alternative
DayforceSix alternatives
ADP Workforce Management, Dayforce, Infor Workforce Management, SAP SuccessFactors, WorkForce Software, Workday Workforce ManagementOne alternative
ADP Workforce NowGemini 3.5 FlashUKG Pro Workforce ManagementUKG Pro Workforce ManagementHeldagainst: Workday Workforce ManagementUKG Pro, Verint Workforce ManagementConnecteamagainst: Oracle Fusion Cloud HCM, SAP SuccessFactorsno first choiceagainst: 7shifts, Calabrio ONE, Deputy, Homebase, Infor Workforce Management, NICE Workforce Management, Oracle Cloud Time & Labor, SAP SuccessFactors, Sling, UKG Pro, UKG Workforce Central, Verint Workforce Management, When I Work, Workday Time Tracking
Six alternatives
Certinia, Dayforce, Infor Workforce Management, Kantata, Rocketlane, Workday Workforce ManagementTwo alternatives
Dayforce, Legion WFMEight alternatives
Assembled, Dayforce, Genesys Cloud CX WFM, Infor Workforce Management, NICE Workforce Management, Quinyx, SAP SuccessFactors, Workday Workforce ManagementThree alternatives
Darwinbox, UKG Pro, Workday Workforce ManagementPerplexity SonarUKG Pro Workforce ManagementUKG Pro Workforce ManagementHeldagainst: SAP SuccessFactorsUKG ProUKG Proagainst: Workday Workforce Managementno first choiceagainst: Aspect WFM, NICE Workforce Management, Verint Workforce Management
Three alternatives
ADP Workforce Management, WorkForce Software, Workday Workforce ManagementThree alternatives
Dayforce, Oracle Fusion Cloud HCM, WorkForce SoftwareEight alternatives
Blue Yonder Workforce Management, Dayforce, NICE IEX, Oracle Fusion Cloud HCM, SAP SuccessFactors, Verint Workforce Management, WorkForce Software, Workday Workforce ManagementTwo alternatives
ADP Workforce Now, DayforceGrok 4.1 FastUKG ProUKG ProHeldagainst: ADP Workforce Nowno first choiceUKG Proagainst: Deputy, Homebaseno first choiceagainst: ADP Workforce Now, Infor Workforce Management, Oracle Fusion Cloud HCM, SAP SuccessFactors, UKG Pro, Workday Workforce Management
Five alternatives
ADP Workforce Now, Dayforce, Oracle Fusion Cloud HCM, SAP SuccessFactors, Workday Workforce ManagementFour alternatives
Dayforce, Infor Workforce Management, Oracle Fusion Cloud HCM, WorkForce SoftwareFive alternatives
ADP Workforce Now, Dayforce, Oracle Fusion Cloud HCM, SAP SuccessFactors, Workday Workforce ManagementMistral SmallDayforceOracle Fusion Cloud HCMChangedWorkForce SoftwareUKG Pro, Workday Workforce Managementno first choiceagainst: ADP WFM, Aspect WFM, Connecteam, Deputy, Homebase, NICE Workforce Management, Oracle Fusion Cloud HCM, Verint Workforce Management, When I Work
Three alternatives
SAP SuccessFactors, UKG Ready, Workday Workforce ManagementTwo alternatives
Dayforce, UKG ProTwo alternatives
Dayforce, UKG ProOne alternative
Workforce.comDeepSeek V4 FlashUKG ProUKG Pro Workforce ManagementChangedagainst: SAP SuccessFactorsUKG ProUKG Proagainst: SAP SuccessFactors, Workday Workforce Managementno first choiceagainst: Aspect WFM, CXone, NICE Workforce Management, Verint Open Platform, Verint Workforce Management
Three alternatives
SAP SuccessFactors, WorkForce Software, Workday Workforce ManagementThree alternatives
Dayforce, Oracle Fusion Cloud HCM, WorkForce SoftwareFive alternatives
ADP Workforce Now, NICE CXone, Oracle Fusion Cloud HCM, SAP SuccessFactors, Workday Workforce ManagementOne alternative
ADP VantageLlama 4 Maverickno first choiceUKG ProChangedUKG Prono first choiceUKG Workforce Centralagainst: NICE IEX, Oracle Fusion Cloud HCM, SAP SuccessFactors, UKG Pro
One alternative
SynerionThree alternatives
Deel HR, Deputy, MangoAppsQwen 3.7 FlashUKG (Ultimate Kronos Group) – Specifically UKG ProDayforce, UKG ProChangedUKG ProDayforceagainst: SAP SuccessFactorsno first choiceagainst: ADP Workforce Now, Aspect WFM, Buddy Punch, Connecteam, Deputy, Homebase, NICE Workforce Management, Oracle Fusion Cloud HCM, SAP SuccessFactors, Verint Workforce Management, When I Work
Five alternatives
ADP Workforce Now, Deputy, Oracle Fusion Cloud HCM, Replicon, SAP SuccessFactorsOne alternative
Oracle Fusion Cloud HCMFive alternatives
ADP Workforce Now, Dayforce, Oracle Fusion Cloud HCM, SAP SuccessFactors Workforce Management, Workday Human Capital ManagementTwo alternatives
UKG Pro, Workday Workforce ManagementKimi K2UKG Pro, UKG Workforce Central, Workday Workforce ManagementUKG Pro Workforce ManagementChangedagainst: Workday Workforce ManagementNICE Workforce Managementagainst: Aspect Workforce ManagementUKG Pro, Workday Workforce Managementagainst: ADP Workforce Now, SAP SuccessFactorsno first choiceagainst: ADP Workforce Now, Aspect WFM, BambooHR, Deputy, Homebase, NICE Workforce Management, Oracle Fusion Cloud HCM, Rippling, SAP SuccessFactors, UKG Workforce Central, Verint Workforce Management, When I Work
One alternative
SAP SuccessFactorsTwo alternatives
ADP Workforce Now, DayforceThree alternatives
Calabrio ONE, UKG Pro Workforce Management, Verint Workforce ManagementFour alternatives
7shifts, Connecteam, Homebase, ShiftboardOne alternative
UKG ProGLM 4.7 FlashXUKG Pro SuiteUKG Pro Workforce ManagementChangedUKG Pro SuiteADP Workforce Nowno first choiceagainst: Aspect WFM, Deputy, Genesys WFM, Legion WFM
Four alternatives
Dayforce, Oracle HCM Cloud Workforce Management, WorkForce Software, Workday Workforce ManagementThree alternatives
Deputy, SAP SuccessFactors, Workday Workforce ManagementFour alternatives
ADP Workforce Now, NICE Workforce Management, Oracle Workforce Management, Verint Workforce ManagementTwo alternatives
Dayforce, UKG ProMiniMax M2.5Infor Workforce Management, UKG Pro SuiteDayforce, UKG ProChangedagainst: Workday Workforce Managementno first choiceHomebaseUKG Pro / Dimensionsagainst: ADP Workforce Now, Aspect WFM, BambooHR, Connecteam, Dayforce, Deputy, Homebase, NICE Workforce Management, Rippling, Verint Workforce Management, When I Work
Two alternatives
Darwinbox, RipplingTwo alternatives
ADP Workforce Now, Infor CloudSuiteFive alternatives
Dayforce, Oracle Fusion Cloud HCM, SAP SuccessFactors, UKG Pro, Workday Workforce ManagementThree alternatives
HiBob, Hubstaff, Oracle Fusion Cloud HCMGPT-6 LunaUKG Pro Workforce ManagementUKG Pro Workforce ManagementHeldADP WorkForce Suite, Oracle Fusion Cloud HCM, UKG ProSynerionno first choiceagainst: SAP SuccessFactors Time, UKG Pro Workforce Management, Workday Workforce Management
Three alternatives
SAP SuccessFactors, Verint Workforce Management, Workday Workforce ManagementThree alternatives
Dayforce, Legion WFM, Workday Workforce ManagementTen alternatives
Blue Yonder Workforce Management, Calabrio ONE, Dayforce, Infor Workforce Management, Legion WFM, NICE Workforce Management, Quinyx, SAP SuccessFactors, Verint Workforce Management, Workday Workforce ManagementTwo alternatives
UKG Pro Workforce Management, Workday Workforce ManagementMuse Glimmer 30BDayforce, UKG Pro / UKG DimensionsUKG ProChangedNICE CXone Workforce Management, UKG Pro, Workday Workforce ManagementDeputyagainst: ADP Workforce Now, UKG Pro, WorkForce Software, Workday Workforce Managementno first choiceagainst: Aspect WFM, Connecteam, Deputy, Homebase, NICE Workforce Management, Verint Workforce Management, When I Work
Three alternatives
ADP Workforce Management, ADP Workforce Now, Workday Workforce ManagementTwo alternatives
Dayforce, Oracle Fusion Cloud HCMThree alternatives
Genesys Cloud WFM, Verint Workforce Engagement and Optimization, WorkForce SoftwareOne alternative
RipplingBold 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-01 11:32 | yes | 9 | 6 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:39 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:19 | yes | 20 | 29 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 11:33 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:13 | yes | 19 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:41 | yes | 12 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:39 | yes | 24 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:10 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:32 | no | 0 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:23 | yes | 10 | 16 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:40 | yes | 15 | 15 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:33 | yes | 5 | 12 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:00 | yes | 3 | 11 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:22 | yes | 23 | 34 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:43 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:41 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:48 | yes | 14 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:03 | yes | 18 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:42 | yes | 21 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:07 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:30 | yes | 22 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:16 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:54 | yes | 5 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:13 | yes | 17 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:54 | yes | 24 | 94 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:54 | yes | 13 | 37 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:08 | yes | 4 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:07 | yes | 15 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:05 | yes | 17 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:09 | yes | 6 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:24 | yes | 22 | 35 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:41 | yes | 18 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:48 | yes | 24 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:32 | yes | 11 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:03 | yes | 25 | 69 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:52 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:55 | yes | 9 | 26 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:56 | yes | 18 | 25 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:25 | yes | 25 | 69 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:12 | yes | 13 | 16 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:45 | yes | 9 | 33 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:15 | yes | 25 | 45 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:43 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:36 | yes | 4 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:18 | yes | 19 | 36 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 11:50 | yes | 17 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:43 | yes | 22 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:20 | yes | 12 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:55 | yes | 24 | 30 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:02 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:07 | no | 0 | 30 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:40 | yes | 18 | 35 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:41 | yes | 25 | 43 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:21 | yes | 19 | 54 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:18 | yes | 3 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:15 | yes | 23 | 39 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:40 | yes | 18 | 22 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:44 | yes | 5 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:40 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 07:29 | yes | 19 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:35 | yes | 25 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:48 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:54 | yes | 20 | 36 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:27 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:56 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:06 | yes | 24 | 46 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:19 | yes | 15 | 17 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:40 | yes | 5 | 15 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:53 | yes | 3 | 20 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:03 | yes | 14 | 32 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:00 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:26 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:17 | yes | 14 | 33 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 10:28 | yes | 17 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:25 | yes | 25 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:45 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:03 | yes | 23 | 34 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:56 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:48 | yes | 10 | 54 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:48 | yes | 23 | 36 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:54 | yes | 22 | 39 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:03 | yes | 23 | 73 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:11 | yes | 3 | 25 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:08 | yes | 22 | 30 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
ADP read as ADP Workforce Now
ADP (Workforce Now) read as ADP Workforce Now
Aspect (formerly Alvaria / Aspect Software) read as Aspect WFM
Aspect (now part of Alvaria) read as Aspect WFM
Blue Yonder read as Blue Yonder Workforce Management
Calabrio read as Calabrio ONE
Ceridian Dayforce read as Dayforce
Ceridian Dayforce (Dayforce) read as Dayforce
Dayforce Workforce Management read as Dayforce
Infor read as Infor Workforce Management
Kronos Workforce Central 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 CXone WFM) read as NICE Workforce Management
NICE (legacy) read as NICE Workforce Management
NiCE read as NICE Workforce Management
Oracle read as Oracle Fusion Cloud HCM
Oracle HCM read as Oracle Fusion Cloud HCM
Oracle HCM Cloud read as Oracle Fusion Cloud HCM
Oracle HCM Cloud (Workforce Management) read as Oracle Fusion Cloud HCM
SAP read as SAP SuccessFactors
SAP SuccessFactors Time Management read as SAP SuccessFactors
SAP SuccessFactors Time Tracking read as SAP SuccessFactors
Verint read as Verint Workforce Management
Workday read as Workday Workforce Management
Workday (Workday Scheduling & Time Tracking) read as Workday Workforce Management
Workday HCM read as Workday Workforce Management
Unresolved, counted raw
ADP WFM
Aspect Workforce Management
Aspect Workforce, now Alvaria Workforce
Atoss Software
CXone
Genesys Cloud WFM
Infor CloudSuite
Infor CloudSuite WFM
NICE CXone Workforce Management
Oracle Cloud Time & Labor
SAP SuccessFactors Time
TrackForce
UKG (Ultimate Kronos Group) – Specifically UKG Pro
UKG Pro Suite
UKG Pro Suite (Ultimate Kronos Group)
Verint Open Platform
Verint Workforce Engagement and Optimization
Zebra
Discontinued, still offered
No shut-down product was recommended here.