One of fourteen models named Rippling first on the direct prompt; zero named Papaya Global. Rippling was named by thirteen of the fourteen models and Papaya Global by fourteen and Rippling carries 41 labels and Papaya Global 40, so the shares are not directly comparable.
Named in thirty-three categories this edition.
Named in five 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 4.20 | ||||||
| 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.
No label in this category carried a quote.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Multiple reports of employees not receiving payments on time, exposing companies to liability” GLM 4.7 FlashX · negative prompt · hard negative
“Partner dependency: Operates largely as an aggregator via local payroll partners, leading to variable service quality depending on the region.” Gemini 3.5 Flash · negative prompt · soft negative
“costs climbing well above headlines once taxes, FX, and extras are added... payroll reliability issues (late payments causing employee stress)” Grok 4.20 · negative prompt · soft negative
“Best Overall for Multi-Country Entity Payroll: Papaya Global ... Papaya is widely considered the top choice.” Qwen 3.7 Flash · paraphrase prompt · first choice
“Papaya Global is the only major EOR that publicly assumes liability for breaches of local compliance.” Claude Haiku 4.5 · negative prompt · first choice
“the best default recommendation is Papaya Global” Perplexity Sonar · 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.