Zero of fourteen models named Patriot Payroll first on the direct prompt; zero named Paycom. Patriot Payroll was named by fourteen of the fourteen models and Paycom by nine and Patriot Payroll carries 25 labels and Paycom 24, so the shares are not directly comparable.
Named in one category this edition.
Named in sixteen 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 4.20 | ||||||
| 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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“low Customer Support scores for Patriot Software 1/10” Muse Glimmer 30B · negative prompt · soft negative
“Best overall budget pick: Patriot Software – it offers the lowest starting price, per‑employee fees, and solid features” GLM 4.7 FlashX · budget prompt · first choice
“If budget is your absolute top priority, go with Patriot Software. It offers the essentials at the lowest price point.” Kimi K2 · budget prompt · first choice
“Look into modern, full-service, transparently-priced platforms like Gusto, OnPay, or Patriot Payroll.” Gemini 3.5 Flash · negative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Paycom | Single-database architecture, employee-driven error prevention, strong mid-market fit” DeepSeek V4 Flash · scale prompt · first choice
“Paycom or ADP Workforce Now are the most commonly evaluated midmarket HCMs.” Muse Glimmer 30B · paraphrase prompt · first choice
“Want a dedicated, highly configurable US payroll with strong compliance and employee self-service: Paycom, ADP Workforce Now” Muse Glimmer 30B · direct prompt · alternative
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.