Factorial vs UKG Pro
Zero of fourteen models named Factorial first on the direct prompt; zero named UKG Pro. Factorial was named by eight of the fourteen models and UKG Pro by eight and Factorial carries 12 labels and UKG Pro 10, so the shares are not directly comparable.
Named in eleven 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 leave and absence management page.
By framing
FactorialFirst choices, of fourteen modelsUKG Pro
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 |
Factorial UKG Pro first choice named as an alternative argued againstblank: not namedEach cell is one answer, Factorial on the left and UKG Pro on the right.The direct prompt
Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
12 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
Factorial4%#6 of 14UKG Pro0%#– of 14UKG Pro10%#2 of 10Factorial0%#– of 10What the models said about Factorial
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Factorial's deeper features can feel unpolished compared to more established tools, and customer support has been a mixed experience” Claude Haiku 4.5 · negative prompt · soft negative
“Factorial has received complaints about unilateral price doubling without notice” MiniMax M2.5 · negative prompt · soft negative
“Factorial if you want a broader HR platform with PTO as one part of a larger system” Perplexity Sonar · paraphrase prompt · first choice
“Deel HR or Factorial would be top recommendations” Mistral Small · paraphrase prompt · first choice
What the models said about UKG Pro
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.