Six of twelve models named ADP Workforce Now first on the direct prompt; two named UKG Ready. ADP Workforce Now was named by twelve of the twelve models and UKG Ready by ten and ADP Workforce Now carries 31 labels and UKG Ready 16, so the shares are not directly comparable.
Named in seventeen 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 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 workforce management suites 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. Two of two in this category shown.
“For most mid-market B2B firms, ADP Workforce Now is often the safest choice because it minimizes risk through deep payroll integration.” Qwen 3.7 Flash · direct prompt · first choice
“Start with ADP Workforce Now if you want a reliable, payroll-integrated suite—it's the most frequently cited "go-to" for mid-market” Grok 4.1 Fast · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Can feel "heavy" and expensive if you are only managing 100 people. Implementation usually requires a vendor consultant.” Qwen 3.7 Flash · paraphrase prompt · soft negative
“Mid-Market All-in-One | UKG Ready, ADP Workforce Now, Ceridian Dayforce | Robust enough for complexity, strong compliance” Qwen 3.7 Flash · scale 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.