# ADP Workforce Now vs Patriot Payroll: which do AI models recommend for payroll software, October 2026

HR AI Recommendation Index, October 2026 Edition, Payroll software. Three of fourteen models named ADP Workforce Now first on the direct prompt; zero named Patriot Payroll. Page: https://hr-ai-index.com/core/payroll-software/adp-workforce-now-vs-patriot-payroll/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| ADP Workforce Now | 19% | #2 of 14 | 4% | 26 | 11 of 14 |
| Patriot Payroll | 17% | #3 of 14 | 11% | 18 | 12 of 14 |

## The direct prompt, model by model

- DeepSeek V4 Flash: adp workforce now first (first choices: ADP Workforce Now, Rippling) (alternatives: Dayforce, Paycom, Paylocity)
- Qwen 3.7 Flash: adp workforce now first (first choices: ADP Workforce Now) (alternatives: Dayforce, Gusto, Paycom)
- MiniMax M2.5: adp workforce now first (first choices: ADP Workforce Now, Paycom, Paycor) (alternatives: QuickBooks Payroll)
- GPT-5.4 mini: neither first, one named (first choices: Rippling) (alternatives: ADP Workforce Now, Deel, Paylocity)
- Gemini 3.5 Flash: neither first, one named (first choices: Rippling) (alternatives: ADP Workforce Now, Paycom, Paylocity)
- Perplexity Sonar: neither first, one named (first choices: Rippling) (alternatives: ADP Workforce Now, Paycom, Paylocity)
- Grok 4.1 Fast: neither first, one named (first choices: Rippling) (alternatives: ADP Workforce Now, Deel, Gusto, Paychex Flex, Paycom, Paycor, Paylocity)
- Kimi K2: neither first, one named (first choices: Rippling) (alternatives: ADP Workforce Now, Paycom, Paylocity)
- GPT-6 Luna: neither first, one named (first choices: Paylocity) (alternatives: ADP Workforce Now, Rippling, UKG Ready)
- Muse Glimmer 30B: neither first, one named (alternatives: ADP Workforce Now, Namely, Paychex Flex, Paycor, Paylocity)
- Claude Haiku 4.5: neither named (first choices: Paycom) (alternatives: ADP, Deel, G-P, Namely, Paylocity, Rippling)
- Mistral Small: neither named (first choices: ADP, Rippling) (alternatives: Keka, Paylocity)
- Llama 4 Maverick: neither named
- GLM 4.7 FlashX: neither named (first choices: ADP) (alternatives: Dayforce, Gusto, Paycom, Paycor, Paylocity, Rippling)

## What the models said about ADP Workforce Now

- "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)

## What the models said about Patriot Payroll

- "entry-level payroll solutions (like basic Gusto, QuickBooks, or Patriot Software) ... will likely start to feel manual, slow, and operationally risky" (Gemini 3.5 Flash, scale prompt, soft negative)
- "it can be fine for simple setups, but TechRadar notes add-on costs" (Perplexity Sonar, negative prompt, soft negative)
- "My top recommendation: For most small businesses with a limited budget, Patriot Software offers the best balance of affordability, features, and automatic tax filing" (DeepSeek V4 Flash, budget prompt, first choice)
- "often the strongest pure-budget choice for very small businesses, with low base pricing... If your main goal is lowest cost: Patriot Payroll" (GPT-5.4 mini, budget prompt, first choice)
- "the best payroll software is typically either a high-value full-service provider like Patriot Software... Patriot Software (Best for Value)" (Qwen 3.7 Flash, budget prompt, first choice)

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. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.