Five of fourteen models named Paylocity first on the direct prompt; four named UKG Ready. Paylocity was named by thirteen of the fourteen models and UKG Ready by ten and Paylocity carries 22 labels and UKG Ready 16, so the shares are not directly comparable.
Named in twenty categories this edition.
Named in nine 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 time and attendance 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 4.1 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 |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Paylocity is a strong fit for small and mid-sized businesses... If you need comprehensive HR integration with payroll, Paylocity is ideal” Claude Haiku 4.5 · paraphrase prompt · first choice
“Paylocity or ADP Workforce Now typically offer the best balance of features, integration, and scalability” MiniMax M2.5 · direct prompt · first choice
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 looks affordable at first can become surprisingly expensive” DeepSeek V4 Flash · negative prompt · soft negative
“Top Pick: UKG Ready ... is the strongest overall choice because it was purpose-built for your segment” DeepSeek V4 Flash · direct prompt · first choice
“Start with Paylocity or UKG Ready if you want integrated HR/payroll for efficiency.” Grok 4.1 Fast · direct prompt · first choice
“the safest default choice is usually UKG Ready or ADP Workforce Now” GPT-5.4 mini · direct 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.