One of fourteen models named Rippling first on the direct prompt; one named Papaya Global. Both were named by all fourteen models and Rippling carries 43 labels and Papaya Global 42, so the shares are not directly comparable.
Named in twenty-nine categories this edition.
Named in four 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 six in this category shown.
“Papaya Global: Repeated issues with payroll delays, tax filing errors, and poor support response times in complex markets” Grok 4.1 Fast · negative prompt · hard negative
“Avoid Papaya Global unless you have a dedicated compliance person reviewing every payroll cycle manually.” DeepSeek V4 Flash · negative prompt · hard negative
“Implementation runs 8-12 weeks in complex environments... EOR delivered via in-country partners, so service quality varies by market” Muse Glimmer 30B · negative prompt · soft negative
“Papaya is widely considered the leading global payments and payroll platform... Choose Papaya Global if you want the most powerful technology” Qwen 3.7 Flash · paraphrase prompt · first choice
“or Papaya Global if you're scaling internationally and need deeper financial controls. Both are built for your company size” Kimi K2 · paraphrase prompt · first choice
“the best global payroll provider for a mid-sized B2B company would be Papaya Global” Llama 4 Maverick · paraphrase 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.