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

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

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Patriot Payroll | 17% | #3 of 14 | 11% | 18 | 12 of 14 |
| ADP | 9% | #4 of 14 | 33% | 30 | 13 of 14 |

## The direct prompt, model by model

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

## 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)

## What the models said about ADP

- "Severe customer support issues ... Payroll processing failures — missed payrolls, tax filings not submitted" (DeepSeek V4 Flash, negative prompt, hard negative)
- "If your B2B business is mature, growing rapidly, or faces strict regulatory environments, ADP Workforce Now is the safer long-term investment." (Qwen 3.7 Flash, paraphrase prompt, first choice)
- "ADP is especially noted for being a tried and tested system for mid-sized companies operating across multiple states" (Mistral Small, paraphrase prompt, first choice)
- "I'd most often recommend ADP if your priorities are multi-state payroll, scalability, and a proven system." (Perplexity Sonar, paraphrase 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.