Three of fourteen models named ADP Workforce Now first on the direct prompt; zero named Paycom. ADP Workforce Now was named by twelve of the fourteen models and Paycom by nine and ADP Workforce Now carries 23 labels and Paycom 24, so the shares are not directly comparable.
Named in nineteen categories 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.
Across every category in the November 2026 Edition, ADP Workforce Now and Paycom were named in the same answer 101 times, of the 559 answers naming ADP Workforce Now and the 260 naming Paycom. In those answers Paycom took the first choice two times and ADP Workforce Now fourteen.
| 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. One of one in this category shown.
“ADP Workforce Now is the default choice for mid-market payroll because it is the safest choice” 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. 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.