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Workforce management suites · November 2026 Edition

Deputy vs UKG Pro Workforce Management

Two of fourteen models named Deputy first on the direct prompt; three named UKG Pro Workforce Management. Deputy was named by thirteen of the fourteen models and UKG Pro Workforce Management by thirteen and Deputy carries 43 labels and UKG Pro Workforce Management 34, so the shares are not directly comparable.

Deputy

accepted challenger

Named in nine categories this edition.

UKG Pro Workforce Management

criticized challenger

Named in five categories this edition.

First-choice share16%7%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate14%32%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#6A position in a field of 15; printed, not drawn.
Labels4334A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Deputy reading right to left. Rank and label count are printed, not drawn.Rippling was named alongside these two in twelve of the fourteen direct answers. Homebase vs Deputy · Homebase vs UKG Pro Workforce Management · Deputy vs Rippling

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the workforce management suites page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
DeputyFirst choices, of fourteen modelsUKG Pro Workforce Management
Direct23
Paraphrase603 against UKG Pro Workforce Management
Comparative072 against Deputy
Budget-constrained002 against Deputy · 1 against UKG Pro Workforce Management
Scale-constrained11
Negative002 against Deputy · 7 against UKG Pro Workforce Management
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Across every category in the November 2026 Edition, Deputy and UKG Pro Workforce Management were named in the same answer 118 times, of the 401 answers naming Deputy and the 300 naming UKG Pro Workforce Management. In those answers UKG Pro Workforce Management took the first choice thirty-six times and Deputy seventeen.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Deputy and UKG Pro Workforce Management stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.20
Mistral Small
DeepSeek V4 Flash
Llama 4 Maverick
Qwen 3.7 Flash
Kimi K2
GLM 4.7 FlashX
MiniMax M2.5
GPT-6 Luna
Muse Glimmer 30B
Deputy UKG Pro Workforce Management first choice named as an alternative argued againstblank: not namedEach cell is one answer, Deputy on the left and UKG Pro Workforce Management on the right.

The direct prompt

The plain question, one answer per model, grouped by where Deputy and UKG Pro Workforce Management stood in it.

Both were the first choice

1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.
Muse Glimmer 30BDayforce, Deputy, UKG Pro Workforce Management alternatives: HiBob, Paycom, Rippling, SAP SuccessFactors WFM, When I Work, Workday Workforce Management

Deputy first, UKG Pro Workforce Management not the choice

1 of 14 modelsUKG Pro Workforce Management was named in the answer but not as the choice, or not at all.
Mistral SmallDeputy, HiBob alternatives: Dayforce, Oracle Fusion Cloud HCM, SAP SuccessFactors WFM

UKG Pro Workforce Management first, Deputy not the choice

2 of 14 modelsDeputy was named in the answer but not as the choice, or not at all.
Grok 4.20UKG Pro Workforce Management alternatives: Rippling, When I Work
Kimi K2Rippling, UKG Pro Workforce Management alternatives: ADP Workforce Now, Dayforce, Paycom, Workday Workforce Management

Neither was the first choice, one was named

5 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Gemini 3.5 FlashRippling alternatives: ADP Workforce Now, Deputy, Paycor, Paylocity, UKG Ready
Perplexity SonarHiBob alternatives: ADP Workforce Now, Dayforce, Deputy, Rippling, UKG Pro Workforce Management
Llama 4 MaverickHiBob alternatives: Clockify, Dayforce, Deputy, HiveDesk, Hubstaff, NICE CXone, Oracle Fusion Cloud HCM, SAP SuccessFactors WFM, When I Work, Zoho People
GLM 4.7 FlashXDayforce, Rippling alternatives: Deputy, UKG Pro Workforce Management, When I Work, Workday Workforce Management
MiniMax M2.5Rippling alternatives: BambooHR, Dayforce, UKG Pro Workforce Management

Neither was named

5 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5ADP Workforce Now alternatives: Paylocity, Rippling, UKG Ready
GPT-5.4 miniRippling alternatives: ADP Workforce Now, Connecteam, Paylocity, UKG Ready
DeepSeek V4 FlashHiBob, Rippling alternatives: Dayforce, Paylocity, UKG Ready
Qwen 3.7 FlashRippling alternatives: ConnectWise Manage, Deel, Monday.com, UKG Ready
GPT-6 LunaUKG Ready alternatives: ADP Workforce Now, Dayforce, Rippling

Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Deputy leads by seventeen points.
Deputy17%#2 of 12
UKG Pro Workforce Management0%#12 of 12
The full small business standing →
Mid-marketThe figures above
Deputy leads by nine points.
Deputy16%#2 of 15
UKG Pro Workforce Management7%#6 of 15
The full mid-market standing →
Enterprise
The order flips: UKG Pro Workforce Management leads at enterprise.
UKG Pro Workforce Management67%#1 of 9
Deputy0%#– of 9
The full enterprise standing →

What the models said about Deputy

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.

“smaller or specialized tools (e.g., Deputy, When I Work, Homebase) are better for SMBs or hourly/shift work but not full "suites."” Grok 4.20 · comparative prompt · soft negative

What the models said about UKG Pro Workforce Management

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.

“What to Avoid - UKG (Kronos) / ADP Workforce Now: These are powerful but generally overkill for mid-sized companies.” Kimi K2 · paraphrase prompt · hard negative
“Deep workforce-management functionality for large, complex, shift-based organizations; broad scheduling, forecasting, timekeeping and industry extensions.” GPT-6 Luna · comparative prompt · first choice
“Best for complex US labor rules and deep scheduling: UKG Pro / UKG Ready – strongest compliance and pay-rule engine, higher cost/complexity.” Muse Glimmer 30B · direct prompt · first choice
“Deep workforce management complexity—connects core HR with UKG Dimensions for advanced scheduling, attendance, and labor analytics.” Kimi K2 · comparative prompt · first choice
Also compared

Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.