Zoho People vs UKG Pro
Zero of fourteen models named Zoho People first on the direct prompt; zero named UKG Pro. Zoho People was named by thirteen of the fourteen models and UKG Pro by twelve and Zoho People carries 13 labels and UKG Pro 23, so the shares are not directly comparable.
Named in sixteen 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
Zoho PeopleFirst 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 | | | |
Zoho People UKG Pro first choice named as an alternative argued againstblank: not namedEach cell is one answer, Zoho People on the left and UKG Pro on the right.The direct prompt
Neither was named
14 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
Zoho People19%#3 of 10UKG Pro0%#– of 10Zoho People24%#2 of 13UKG Pro4%#8 of 13Zoho People0%#– of 9UKG Pro0%#8 of 9What the models said about Zoho People
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“It is the cheapest full-featured HRIS on the market... If you have 15+ desk employees and a tight budget: Choose Zoho People ($1.25/user).” Gemini 3.5 Flash · budget prompt · first choice
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.