Seven of fourteen models named Rippling first on the direct prompt; three named UKG Pro Workforce Management. Rippling was named by thirteen of the fourteen models and UKG Pro Workforce Management by thirteen and Rippling carries 23 labels and UKG Pro Workforce Management 34, so the shares are not directly comparable.
Named in thirty-three categories this edition.
Named in five 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 workforce management suites page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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 |
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.
No label in this category carried a quote.
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
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.