Eight of twelve models named Rippling first on the direct prompt; zero named Patriot Payroll. Both were named by all twelve models and Rippling carries 44 labels and Patriot Payroll 21, so the shares are not directly comparable.
Named in twenty-eight 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 twelve 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.
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. One of one in this category shown.
“Experts warn against using Rippling if you have fewer than 100 employees, as it is considered overkill and can be very costly for smaller businesses.” Mistral Small · negative prompt · soft negative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“reported issues with the platform's user interface causing confusion, including cases where duplicate payrolls were processed” Claude Haiku 4.5 · negative prompt · soft negative
“it does not support garnishments or child support deductions, which makes it a poor fit if you need those workflows” Perplexity Sonar · negative prompt · soft negative
“Lower-cost options that trade off some advanced HR/global features for affordability.” Perplexity Sonar · comparative prompt · soft negative
“The best payroll software for a company with a limited budget is Patriot Payroll, as it is considered one of the cheapest and most budget-friendly options available.” Llama 4 Maverick · budget prompt · first choice
“the best overall pick is usually Patriot Payroll because multiple review sources identify it as the most affordable serious full-service option” Perplexity Sonar · budget prompt · first choice
“For most small businesses with limited budgets, Patriot Payroll offers the best combination of low cost and essential features.” Kimi K2 · budget prompt · first choice
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.