Three of fourteen models named ADP Workforce Now first on the direct prompt; one named Paylocity. ADP Workforce Now was named by eleven of the fourteen models and Paylocity by fourteen and ADP Workforce Now carries 26 labels and Paylocity 31, so the shares are not directly comparable.
Named in nineteen categories this edition.
Named in twenty 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.
Across every category in the October 2026 Edition, ADP Workforce Now and Paylocity were named in the same answer 127 times, of the 616 answers naming ADP Workforce Now and the 282 naming Paylocity. In those answers Paylocity took the first choice eight times and ADP Workforce Now thirty.
| 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. One of one in this category shown.
“ADP Workforce Now, Paycom, and Paycor are often top recommendations due to their scalability, comprehensive features, and strong support.” MiniMax M2.5 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Be cautious with these payroll platforms... Paylocity: Frequent complaints about poor customer service, glitchy platform” Grok 4.1 Fast · negative prompt · hard negative
“Paylocity - Some users have reported subpar customer support and technical issues with the platform.” Llama 4 Maverick · negative prompt · hard negative
“Unresponsive customer support ... Glitchy software that's difficult to navigate” DeepSeek V4 Flash · negative prompt · hard negative
“Paylocity: Highly rated for its balance of flexibility, HR tools, and ease of use in the mid-market space.” Qwen 3.7 Flash · scale 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.