Two of fourteen models named Paycom first on the direct prompt; zero named Gusto. Paycom was named by eleven of the fourteen models and Gusto by fourteen and Paycom carries 22 labels and Gusto 49, so the shares are not directly comparable.
Named in fourteen categories this edition.
Named in twenty-four 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 payroll software 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. Four of five in this category shown.
“Legal troubles like an SEC settlement for overbilling, ongoing securities fraud class action” Grok 4.1 Fast · negative prompt · hard negative
“Paycom is highlighted for mid-market businesses that want staff to run their own payroll” Mistral Small · paraphrase prompt · first choice
“ADP Workforce Now, Paycom, and Paycor are often top recommendations” MiniMax M2.5 · direct prompt · first choice
“Best for mid-market businesses looking to have staff run their own payroll” Claude Haiku 4.5 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Small US business with <500 employees, no HR department: Start with Gusto for simplicity and transparency.” GLM 4.7 FlashX · 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.