One of twelve models named Rippling first on the direct prompt; one named Multiplier. Rippling was named by twelve of the twelve models and Multiplier by eleven and Rippling carries 33 labels and Multiplier 24, so the shares are not directly comparable.
Named in twenty-eight categories this edition.
Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 |
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. One of one in this category shown.
“Rippling (for global payroll outside the US)... If you need true multi-country payroll, look elsewhere.” Mistral Small · negative prompt · hard negative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Avoid Multiplier, Talent500, Payoneer (for global payroll), Rippling (outside the US), G2O, and Foxhire” Mistral Small · negative prompt · hard negative
“Higher cost but excellent reviews; skip for strict budgets.” Grok 4.1 Fast · budget prompt · soft negative
“Multiplier serves companies from startups to mid-market and enterprise across 150+ countries, combining flat-rate pricing well below most competitors” Claude Haiku 4.5 · direct prompt · first choice
“Oyster or Multiplier | Highly standardized benefits packages and cost-effective pricing structures tailored for SMBs.” Gemini 3.5 Flash · comparative prompt · alternative
“Multiplier is also a good option, particularly for companies with a presence in Asia-Pacific markets.” Llama 4 Maverick · 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.