Seven of fourteen models named Tipalti first on the direct prompt; one named Gusto. Both were named by all fourteen models and Tipalti carries 29 labels and Gusto 42, so the shares are not directly comparable.
Named in eighteen 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 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 contractor payments 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.
“### 1. Tipalti — Best for Global/Multi-Vendor Operations ... Why it wins: Purpose-built for scaling B2B payables with robust compliance” Kimi K2 · direct prompt · first choice
“Tipalti and Deel Payroll are the top choices due to their scalability, global capabilities, and robust 1099 compliance features” Mistral Small · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid platforms with: Chronic poor customer support (Gusto, Deel Payroll, Remote)” GLM 4.7 FlashX · negative prompt · hard negative
“Worth considering if you may add employee payroll later, but likely not the cheapest for contractor-only use.” GPT-6 Luna · budget prompt · soft negative
“simple and well regarded, but typically better if you can spend a bit more than the absolute minimum” Perplexity Sonar · budget prompt · soft negative
“It's the most straightforward pick for a domestic small business; it's not the strongest choice for managing a large, varied international workforce.” GPT-6 Luna · comparative prompt · first choice
“Gusto’s contractor-only plan, depending on whether you want the cheapest standalone tool or a more polished payroll experience” GPT-5.4 mini · budget prompt · first choice
“Gusto - offers a solution tailored for small to medium-sized businesses that require efficient contractor management” Llama 4 Maverick · direct 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.