Workforce management suites for small business buyers
Asked as “workforce management software”, and as “WFM platform for an hourly workforce”, on behalf of a small B2B company. 58 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
45%
Clear leader
45Homebase10Zoho People09Connecteam36others
45% of first choices, clear leader.
Since September 2026↗new leaderNew leader since September 2026: Homebase (42%) replaces When I Work (18% then, 6% now), 37 points clear, past the 13-point floor.Homebase leads at 42%, replacing When I Work, which led at 18% and stands at 6% now: 37 points clear, past the floor. The verdict moved from contested to clear leader.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
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.This pageMid-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.Standing →
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.This pageMid-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.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Homebase45%2%57endorsed leader▲+26Since September 2026: 16% → 42%, +26 points. Past the 13-point floor: movement. Read over the models both editions asked.16% → 42%
Homebase45%2%57endorsed leader▲+26Since September 2026: 16% → 42%, +26 points. Past the 13-point floor: movement. Read over the models both editions asked.16% → 42%02
Zoho People10%4%23accepted challenger▲+2Since September 2026: 10% → 12%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.10% → 12%
Zoho People10%4%23accepted challenger▲+2Since September 2026: 10% → 12%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.10% → 12%03
Connecteam9%0%42accepted challenger▼−4Since September 2026: 14% → 10%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.14% → 10%
Connecteam9%0%42accepted challenger▼−4Since September 2026: 14% → 10%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.14% → 10%04Rippling9%11%18accepted challenger▲+4Since September 2026: 6% → 10%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 10%
Rippling9%11%18accepted challenger▲+4Since September 2026: 6% → 10%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 10%05
Deputy7%12%43accepted challenger=heldSince September 2026: 8% → 8%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.8% → 8%
Deputy7%12%43accepted challenger=heldSince September 2026: 8% → 8%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.8% → 8%06
When I Work5%2%58accepted challenger▼−12Since September 2026: 18% → 6%, −12 points. Inside the 13-point floor: within noise. Read over the models both editions asked.18% → 6%
When I Work5%2%58accepted challenger▼−12Since September 2026: 18% → 6%, −12 points. Inside the 13-point floor: within noise. Read over the models both editions asked.18% → 6%07
Gusto5%8%12accepted challenger▼−6Since September 2026: 12% → 6%, −6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.12% → 6%
Gusto5%8%12accepted challenger▼−6Since September 2026: 12% → 6%, −6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.12% → 6%08
BambooHR3%6%16accepted challenger▼−2Since September 2026: 6% → 4%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 4%
BambooHR3%6%16accepted challenger▼−2Since September 2026: 6% → 4%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 4%Show the six products at 0%, ordered by negative rate
14
Workday Workforce Management0%95%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%
Workday Workforce Management0%95%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%12
SAP SuccessFactors0%94%17criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
SAP SuccessFactors0%94%17criticized 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
Oracle Fusion Cloud HCM0%92%13criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Oracle Fusion Cloud HCM0%92%13criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%13UKG Pro0%89%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%
UKG Pro0%89%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
ADP Workforce Now0%60%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
ADP Workforce Now0%60%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%09
7shifts0%17%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
7shifts0%17%12accepted 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 →
0102030405060708091011121314Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Homebase45%
Homebase45%02Zoho People10%
Zoho People10%03Connecteam9%
Connecteam9%04Rippling9%
Rippling9%05Deputy7%
Deputy7%06When I Work5%
When I Work5%07Gusto5%
Gusto5%08BambooHR3%
BambooHR3%097shifts0%
7shifts0%10ADP Workforce Now0%
ADP Workforce Now0%11Oracle Fusion Cloud HCM0%
Oracle Fusion Cloud HCM0%12SAP SuccessFactors0%
SAP SuccessFactors0%13UKG Pro0%
UKG Pro0%14Workday Workforce Management0%
Workday Workforce Management0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, MiniMax M2.5 and GPT-6 Luna 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.
Workday Workforce Management95%
18 of 19 labels negative · 13 of 14 models · 14 hard negative
“small businesses should generally avoid or be cautious about enterprise-focused solutions such as **UKG Pro, SAP, Oracle, and Workday**” Mistral Small, negative prompt
UKG Pro89%
17 of 19 labels negative · 12 of 14 models · 15 hard negative
“**UKG Pro** is considered a high-complexity implementation with potential limitations including higher upfront investment... a feature set that may be excessive for small businesses” Claude Haiku 4.5, negative prompt
SAP SuccessFactors94%
16 of 17 labels negative · 12 of 14 models · 12 hard negative
“should avoid or be cautious about are UKG Pro, SAP, Oracle, and Workday. These platforms are designed for global enterprises and can be costly.” Llama 4 Maverick, negative prompt
Oracle Fusion Cloud HCM92%
12 of 13 labels negative · 10 of 14 models · 9 hard negative
“small businesses should generally avoid or be cautious about enterprise-focused solutions such as **UKG Pro, SAP, Oracle, and Workday**” 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
77 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. 1062 links across 202 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 · Guideflow45 answers · 51 citations · 11 models
42 answers · 50 citations · 12 models
vendor site · Checkr39 answers · 40 citations · 12 models
33 answers · 101 citations · 12 models
33 answers · 46 citations · 11 models
vendor site · FirstHR31 answers · 37 citations · 10 models
vendor site · Jibble21 answers · 21 citations · 9 models
vendor site · Connecteam20 answers · 28 citations · 11 models
vendor site · G219 answers · 34 citations · 10 models
vendor site · Dialpad17 answers · 18 citations · 7 models
16 answers · 16 citations · 7 models
15 answers · 15 citations · 8 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
43 answers · 11 models
39 answers · 12 models
33 answers · 11 models
28 answers · 9 models
26 answers · 10 models
20 answers · 9 models
15 answers · 8 models
15 answers · 7 models
15 answers · 7 models
13 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 |
|---|---|---|---|---|---|---|---|---|
| Homebase joinhomebase.com | 45% | 404 | 201,000 | 3,839 | 472,253 | $793 | 120 | |
| Zoho parent site Zoho People 10% | 10% | 277 | 6,600 | 50 | ||||
| Connecteam connecteam.com | 9% | 573 | 49,500 | 288 | 312,449 | $13,504 | 120 | |
| Rippling rippling.com | 9% | 1260 | 301,000 | 17,886 | 712,399 | $42,013 | 115 | |
| Deputy deputy.com | 7% | 256 | 40,500 | 17,000 | 45,127 | $3,222 | 32 | |
| When I Work wheniwork.com | 5% | 240 | 110,000 | 5,608 | 218,244 | $20 | 34 | |
| Gusto gusto.com | 5% | 870 | 673,000 | 10,560 | 1,629,483 | 118 | ||
| BambooHR bamboohr.com | 3% | 1082 | 90,500 | 551 | 1,055,247 | $44,698 | 106 | |
| Float float.com | 2% | 20 | 60,500 | 177,387 | 38,659 | 12 | ||
| Workforce.com workforce.com | 2% | 56 | 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 (firsthr.app, g2.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 small B2B company?”Paraphrase“Which WFM platform for an hourly workforce would you recommend to a small business that sells to other businesses?”Comparative“What are the top WFM suites for a small team and how do they differ?”Budget-constrained“What is the best workforce management software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a workforce management software. What should we look at?”Negative“Which WFM suites should a small business avoid or be cautious about?”
Claude Haiku 4.5GustoHomebaseChangedWhen I WorkHomebase, Zoho Peopleno first choiceagainst: ADP Workforce Now, Calabrio ONE, Dayforce, GoCo, Oracle HCM Cloud Workforce Management, PeoplesHR, UKG Pro, Workday Workforce Management
Six alternatives
BambooHR, Connecteam, Homebase, Remote, Rippling, When I WorkTwo alternatives
Deputy, When I WorkThree alternatives
BambooHR, Connecteam, HomebaseTwo alternatives
BambooHR, GustoGPT-5.4 miniConnecteam, HomebaseHomebaseChangedDeputy, When I Workagainst: Humanity, TCP Software, TimeClock Plus, UKG Pro Workforce ManagementHomebaseagainst: Gusto, Ripplingno first choiceagainst: ADP Workforce Now, Dayforce, Workday Workforce Management, Workforce.com, Zoho People
Two alternatives
BambooHR, DeputyFive alternatives
ADP Workforce Now, Buddy Punch, Dayforce, Deputy, When I WorkOne alternative
Microsoft Teams Shifts / WFMOne alternative
ConnecteamGemini 3.5 FlashRippling, Teamwork.comConnecteamChangedHomebaseHomebaseDeputy, Homebase, When I Workagainst: Dayforce, Paycom, UKG Pro, Workday Workforce Managementagainst: ADP Workforce Now, Genesys WFM, NICE IEX, Oracle Workforce Management, Paychex Flex, SAP SuccessFactors, UKG Pro / Dimensions, Verint Workforce Management, Workday Workforce Management
Eight alternatives
Connecteam, Deel, Float, Gusto, Harvest, Toggl Track, When I Work, Zendesk WFMTwo alternatives
QuickBooks Time, When I WorkEight alternatives
Assembled, Connecteam, Deputy, Float, Playvox, Runn, When I Work, Zendesk WFMThree alternatives
Clockify, Connecteam, SlingSix alternatives
BambooHR, ClickUp, Gusto, Harvest, Rippling, Toggl TrackPerplexity SonarGustoHomebase, When I WorkChangedagainst: Oracle Fusion Cloud HCM, SAP SuccessFactors, UKG ProHomebaseHomebase, When I Workno first choiceagainst: Oracle Fusion Cloud HCM, SAP SuccessFactors, UKG Pro, Workday Workforce Management
Five alternatives
Connecteam, Homebase, Sling, When I Work, Zoho PeopleOne alternative
DeputyFour alternatives
Connecteam, UKG Ready, When I Work, Zoho PeopleTwo alternatives
Connecteam, Zoho PeopleGrok 4.1 FastRipplingagainst: Deputy, UKG Pro, Workday Workforce Management, Workforce.comHomebaseChangedagainst: 7shifts, ADP Workforce Now, UKG ProConnecteam, HomebaseHomebaseno first choiceagainst: Oracle Fusion Cloud HCM, SAP SuccessFactors, UKG Pro, Workday Workforce Management
Two alternatives
BambooHR, HomebaseTwo alternatives
Deputy, When I WorkTwo alternatives
Deputy, When I WorkThree alternatives
Jibble, When I Work, Zoho PeopleMistral SmallZoho PeopleHomebase, Workforce.comChangedHomebaseConnecteam, Zoho Peopleno first choiceagainst: Oracle Fusion Cloud HCM, SAP SuccessFactors, UKG Pro, Workday Workforce Management
Two alternatives
Justworks, TimeTrexOne alternative
When I WorkTwo alternatives
7shifts, When I WorkTwo alternatives
Gusto, TimeTrexDeepSeek V4 FlashBambooHRHomebaseChangedagainst: UKG Pro, Workday Workforce ManagementHomebaseConnecteamagainst: Deputyno first choiceagainst: Oracle Fusion Cloud HCM, SAP SuccessFactors, UKG Pro, UKG Ready, Workday Workforce Management
Four alternatives
Connecteam, Deputy, Homebase, RipplingThree alternatives
Deputy, When I Work, Workforce.comSix alternatives
7shifts, Connecteam, Deputy, Sling, When I Work, ZoomShiftThree alternatives
Homebase, When I Work, Zoho PeopleLlama 4 Maverickno first choiceHomebaseChangedHomebaseZoho PeopleDeputyagainst: Oracle Fusion Cloud HCM, SAP SuccessFactors, UKG Pro, Workday Workforce Management
Two alternatives
When I Work, Workforce.comThree alternatives
Assembled, Surfboard, When I WorkTwo alternatives
DeskTime, TimeTrexFour alternatives
Connecteam, PeopleGoal, Rippling, When I WorkQwen 3.7 FlashRipplingDeputyChangedHomebase, When I Workagainst: RipplingHomebaseno first choiceagainst: SAP SuccessFactors, Workday Workforce Managementagainst: ADP Workforce Now, Oracle Fusion Cloud HCM, Oracle PeopleSoft, SAP SuccessFactors, UKG Pro, Workday Workforce Management
Four alternatives
Clockify, Deputy, Toggl Track, When I WorkTwo alternatives
Shiftboard, When I WorkTwo alternatives
Connecteam, DeputyFour alternatives
ClockShark, Hubstaff, QuickBooks Time, When I WorkKimi K2Gusto, Homebase, RipplingConnecteam, HomebaseChangedHomebase, SlingHomebaseDeputyagainst: Workday Workforce Managementagainst: Oracle Fusion Cloud HCM, SAP SuccessFactors, UKG Pro, Workday Workforce Management
Two alternatives
When I Work, Zoho PeopleOne alternative
When I WorkFive alternatives
7shifts, Connecteam, Deputy, When I Work, ZoomShiftThree alternatives
Connecteam, Sling, Zoho PeopleFour alternatives
BambooHR, Connecteam, Gusto, When I WorkGLM 4.7 FlashXHomebaseHomebaseHeldHomebase, When I Workagainst: BambooHRHomebase, Zoho Peopleno first choiceagainst: ADP WorkForce Software, Oracle Fusion Cloud HCM, SAP SuccessFactors, UKG Pro, WorkForce Software, Workday Workforce Management, Workforce.com
Five alternatives
Connecteam, Jibble, Justworks, When I Work, Zoho PeopleTwo alternatives
Deputy, QuickBooks TimeThree alternatives
Connecteam, HiveDesk, TimeTrexFive alternatives
Connecteam, Deputy, Jibble, TimeTrex, When I WorkMiniMax M2.5BambooHR, RipplingHomebaseChangedagainst: 7shiftsno first choiceZoho Peopleno first choiceagainst: Deputy, Fourth, Homebase, Oracle Workforce Management, SAP SuccessFactors, UKG Pro, When I Work
Three alternatives
Justworks, When I Work, Zoho PeopleTwo alternatives
When I Work, Workforce.comTwo alternatives
Homebase, TimeTrexGPT-6 LunaFloatDeputy CoreChangedHomebaseHomebaseno first choiceagainst: ADP Workforce Now, Deputy, Oracle Fusion Cloud HCM, SAP SuccessFactors, UKG Pro Workforce Management, Workday GO, Workday Workforce Management
Two alternatives
Connecteam, DeputyOne alternative
ConnecteamFour alternatives
7shifts, Connecteam, Deputy, When I WorkOne alternative
ConnecteamMuse Glimmer 30BHomebaseHomebaseHeldagainst: DeputyHomebase, When I Workagainst: Oracle Fusion Cloud HCM, SAP SuccessFactors, UKG ProHomebaseno first choiceagainst: Oracle Fusion Cloud HCM, SAP SuccessFactors, UKG Pro, Workday Workforce Management
Four alternatives
BambooHR, Deputy, When I Work, Zoho PeopleTwo alternatives
When I Work, Workforce.comTwo alternatives
Connecteam, DeputyThree alternatives
Connecteam, Jibble, When I WorkBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. 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 09:22 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:28 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:21 | yes | 17 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 10:15 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:55 | yes | 18 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:58 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:39 | yes | 22 | 37 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:20 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:43 | no | 0 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:48 | yes | 18 | 26 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:04 | yes | 20 | 33 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:02 | yes | 10 | 25 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:37 | yes | 2 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:41 | yes | 20 | 37 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:40 | yes | 14 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:31 | yes | 5 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:25 | yes | 14 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 08:34 | yes | 18 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:44 | yes | 18 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:08 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:15 | yes | 24 | 32 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:36 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:10 | no | 0 | 25 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:48 | yes | 25 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:50 | yes | 20 | 126 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:56 | yes | 14 | 37 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:56 | yes | 2 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:07 | yes | 20 | 25 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:45 | yes | 18 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:42 | yes | 6 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:09 | yes | 23 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 10:31 | yes | 16 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:02 | yes | 18 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:17 | yes | 25 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:48 | yes | 25 | 26 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:40 | yes | 5 | 9 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:35 | yes | 10 | 24 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:05 | yes | 15 | 33 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:50 | yes | 24 | 107 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:37 | yes | 21 | 27 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:40 | yes | 5 | 18 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:58 | yes | 15 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:31 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:54 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:17 | yes | 18 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:31 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:23 | yes | 20 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:56 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:06 | yes | 24 | 26 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:06 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:20 | no | 0 | 31 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:42 | yes | 15 | 78 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:41 | yes | 10 | 63 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:54 | yes | 10 | 21 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:51 | yes | 2 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:58 | yes | 21 | 36 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:38 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:10 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:59 | yes | 11 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 12:09 | yes | 20 | 7 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:07 | yes | 12 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:22 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:03 | yes | 12 | 50 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:33 | yes | 8 | 6 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:22 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:12 | yes | 14 | 19 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:36 | yes | 10 | 36 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:13 | yes | 5 | 11 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:17 | yes | 3 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:17 | yes | 13 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:58 | yes | 17 | 19 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:50 | yes | 5 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:40 | yes | 19 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 09:06 | yes | 20 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:05 | yes | 23 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:32 | yes | 5 | 3 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:00 | yes | 24 | 41 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:00 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:42 | yes | 14 | 37 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:16 | yes | 23 | 30 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:46 | yes | 20 | 63 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:08 | yes | 24 | 27 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:07 | yes | 4 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:50 | yes | 12 | 15 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
Ceridian Dayforce read as Dayforce
Oracle read as Oracle Fusion Cloud HCM
Oracle HCM read as Oracle Fusion Cloud HCM
Oracle HCM Cloud read as Oracle Fusion Cloud HCM
PeopleSoft read as Oracle PeopleSoft
SAP read as SAP SuccessFactors
Verint read as Verint Workforce Management
Workday read as Workday Workforce Management
Workday HCM read as Workday Workforce Management
Unresolved, counted raw
Bizimply
Deputy Core
Fourth
Microsoft Teams Shifts / WFM
PeoplesHR
Teamwork.com
Discontinued, still offered
No shut-down product was recommended here.