One of fourteen models named Paychex Flex first on the direct prompt; zero named Paycom. Paychex Flex was named by thirteen of the fourteen models and Paycom by nine and Paychex Flex carries 34 labels and Paycom 24, so the shares are not directly comparable.
Named in nine 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.
| 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. Five of five in this category shown.
“Most reviewers were let down by their experience, with consumers frequently reporting major payroll and tax filing issues, and terrible customer support” Claude Haiku 4.5 · negative prompt · hard negative
“Payroll Providers to Avoid" round-up lists Paychex with "Lack of transparency in pricing and frequent extra fees.” Muse Glimmer 30B · negative prompt · hard negative
“I'd recommend starting with ADP Workforce Now or Paychex if your needs are primarily domestic” MiniMax M2.5 · paraphrase prompt · first choice
“For a traditional, all-in-one payroll and HR solution in the US: ADP RUN or Paychex.” Mistral Small · paraphrase prompt · first choice
“I'd recommend Rippling or Paychex Flex” Kimi K2 · 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.