Three of twelve models named Remote first on the direct prompt; one named Rippling. Both were named by all twelve models and Remote carries 51 labels and Rippling 33, so the shares are not directly comparable.
Named in nine categories this edition.
Named in twenty-eight categories 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. Six of eight in this category shown.
“premium, all-in-one Employer of Record (EOR) providers like Deel, Remote, or Rippling ... these admin costs can quickly deplete your capital” Gemini 3.5 Flash · budget prompt · soft negative
“Recent reviews note partner dependency issues ... ask clearly about their fallback strategy in complex or restricted jurisdictions.” Qwen 3.7 Flash · negative prompt · soft negative
“Inadequate customer support, slow response times, payment delays, missing features, high fees, unclear timelines” GLM 4.7 FlashX · negative prompt · soft negative
“Choose Remote or Deel if: You want the fastest onboarding and the largest pool of available candidates/government relationships.” Qwen 3.7 Flash · comparative prompt · first choice
“The best employer of record for a mid-market B2B company is Oyster HR, Deel, or Remote” Llama 4 Maverick · direct prompt · first choice
“Remote, Deel, Papaya Global, and ADP are the safer, more reliable choices” Mistral Small · negative prompt · first choice
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
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.