One of fourteen models named Rippling first on the direct prompt; two named Remote. Both were named by all fourteen models and Rippling carries 43 labels and Remote 57, so the shares are not directly comparable.
Named in twenty-nine 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 global payroll and employer of record 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 4.1 Fast | ||||||
| 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.
“Highest Caution: Active Legal/Ethical Controversies ... Deel & Rippling” Kimi K2 · negative prompt · hard negative
“list Deel, Remote, Oyster, Skuad, Globalization Partners, Pebl, Atlas, Rippling, and Multiplier as high automation, AI-driven options note they often struggle with hidden fees” Muse Glimmer 30B · negative prompt · soft negative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“pricing can be high (also around $599 per employee per month) and that support may not be as responsive for smaller businesses” Mistral Small · negative prompt · soft negative
“Buyers have reported pricing opacity... issues with payroll errors, difficulty in updating PTO, subpar health plans in the US” Claude Haiku 4.5 · negative prompt · soft negative
“Remote lists a standard $699 per employee/month—likely harder to justify if minimizing the provider fee is your priority” GPT-6 Luna · budget prompt · soft negative
“Remote and Papaya Global are the top recommendations due to their scalability, global coverage, and strong compliance features” Mistral Small · paraphrase prompt · first choice
“170+ countries; excels in payroll accuracy, unlimited runs, and employee support. G2 leader for EOR.” Grok 4.1 Fast · comparative prompt · first choice
“Remote is often preferred by B2B companies where legal risk mitigation is paramount.” Qwen 3.7 Flash · 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.