ADP Workforce Now vs UKG Pro
One of fourteen models named ADP Workforce Now first on the direct prompt; zero named UKG Pro. ADP Workforce Now was named by fourteen of the fourteen models and UKG Pro by twelve and ADP Workforce Now carries 42 labels and UKG Pro 23, so the shares are not directly comparable.
Named in nineteen categories this edition.
Named in eighteen 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 HRIS and HCM platforms page.
By framing
ADP Workforce NowFirst choices, of fourteen modelsUKG Pro
Across every category in the October 2026 Edition, ADP Workforce Now and UKG Pro were named in the same answer 195 times, of the 616 answers naming ADP Workforce Now and the 485 naming UKG Pro. In those answers UKG Pro took the first choice thirty-three times and ADP Workforce Now twenty-five.
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 | | | | |
ADP Workforce Now UKG Pro first choice named as an alternative argued againstblank: not namedEach cell is one answer, ADP Workforce Now on the left and UKG Pro 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
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
8 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
ADP Workforce Now0%#9 of 10UKG Pro0%#– of 10ADP Workforce Now7%#5 of 13UKG Pro4%#8 of 13ADP Workforce Now2%#7 of 9UKG Pro0%#8 of 9What the models said about ADP Workforce Now
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Poor customer support is the single most frequent complaint... pricing structure can be opaque with add-on fees” Claude Haiku 4.5 · negative prompt · hard negative
What the models said about UKG Pro
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Highest Caution: UKG (formerly Ultimate Kronos Group) ... Who should avoid: Smaller/mid-sized teams” Grok 4.1 Fast · negative prompt · hard negative
“I'd lean UKG Pro for a mid-sized B2B company because it tends to hit the best balance of breadth, usability, and fit” GPT-5.4 mini · paraphrase prompt · first choice
“The All-Rounder: UKG Pro ... Choose UKG Pro if you need a traditional, heavy-duty suite that will last you 5-10 years.” Qwen 3.7 Flash · paraphrase prompt · first choice
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.