One of fourteen models named Rippling first on the direct prompt; zero named Multiplier. Rippling was named by thirteen of the fourteen models and Multiplier by thirteen and Rippling carries 41 labels and Multiplier 35, so the shares are not directly comparable.
Named in thirty-three categories this edition.
Named in three 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. Five of six in this category shown.
“One verified reviewer reported "Weeks of missed payments & noncompliance" (1/5 rating)” GLM 4.7 FlashX · negative prompt · hard negative
“Admin Overhead: Users report behind-the-scenes manual friction, slower response times from compliance specialists” Gemini 3.5 Flash · negative prompt · soft negative
“Multiplier is also a top-rated provider that offers EOR-integrated global payroll services” Llama 4 Maverick · paraphrase prompt · first choice
“Multiplier (good balance of price and compliance, moderate support)” DeepSeek V4 Flash · negative prompt · first choice
“Optimal for businesses looking for a low-cost package to hire and manage international workers, with monthly fees starting at $400 per employee” Claude Haiku 4.5 · budget 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.