UKG Pro vs ADP Workforce Now
Zero of fourteen models named UKG Pro first on the direct prompt; one named ADP Workforce Now. UKG Pro was named by eight of the fourteen models and ADP Workforce Now by nine and UKG Pro carries 10 labels and ADP Workforce Now 17, so the shares are not directly comparable.
Named in eighteen categories this edition.
Named in nineteen categories this edition.
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 leave and absence management page.
By framing
UKG ProFirst choices, of fourteen modelsADP Workforce Now
Across every category in the October 2026 Edition, UKG Pro and ADP Workforce Now were named in the same answer 195 times, of the 485 answers naming UKG Pro and the 616 naming ADP Workforce Now. In those answers ADP Workforce Now took the first choice twenty-five times and UKG Pro thirty-three.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| 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 | | | | |||
| GLM 4.7 FlashX | | |||||
| MiniMax M2.5 | | | ||||
| GPT-6 Luna | | |||||
| Muse Glimmer 30B | | |
UKG Pro ADP Workforce Now first choice named as an alternative argued againstblank: not namedEach cell is one answer, UKG Pro on the left and ADP Workforce Now on the right.The direct prompt
ADP Workforce Now first, UKG Pro not the choice
1 of 14 modelsUKG Pro was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
10 of 14 modelsThe answer made no first choice from these two in this category.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
UKG Pro0%#– of 14ADP Workforce Now0%#– of 14UKG Pro2%#7 of 14ADP Workforce Now2%#8 of 14UKG Pro10%#2 of 10ADP Workforce Now4%#4 of 10What the models said about UKG Pro
No label in this category carried a quote.
What the models said about ADP Workforce Now
No label in this category carried a quote.
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.