Ten of fourteen models named Rippling first on the direct prompt; zero named Patriot Payroll. Both were named by all fourteen models and Rippling carries 49 labels and Patriot Payroll 25, so the shares are not directly comparable.
Named in thirty-three categories this edition.
Named in one category 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. Two of two in this category shown.
“Rippling for very small businesses: It can be excessive and expensive for companies with fewer than roughly 100 employees” Perplexity Sonar · negative prompt · soft negative
“Rippling is particularly strong for finance and HR teams at mid-market companies managing payroll across multiple entities, states, or countries from a single platform.” 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. 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
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.