Ten of fourteen models named Rippling first on the direct prompt; one named Paychex Flex. Rippling was named by fourteen of the fourteen models and Paychex Flex by thirteen and Rippling carries 49 labels and Paychex Flex 34, so the shares are not directly comparable.
Named in thirty-three categories this edition.
Named in nine 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. Two of two in this category shown.
“Rippling for very small businesses: It can be excessive and expensive for companies with fewer than roughly 100 employees” Perplexity Sonar · negative prompt · soft negative
“Rippling is particularly strong for finance and HR teams at mid-market companies managing payroll across multiple entities, states, or countries from a single platform.” 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. 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
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.