Zero of fourteen models named Gusto first on the direct prompt; zero named Remote. Both were named by all fourteen models and Gusto carries 49 labels and Remote 34, so the shares are not directly comparable.
Named in two categories this edition.
Named in two 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 contractor payments page.
Across every category in the November 2026 Edition, Gusto and Remote were named in the same answer sixty-eight times, of the 147 answers naming Gusto and the 94 naming Remote. In those answers Remote took the first choice eight times and Gusto twenty-two.
| 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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Gusto is a solid simpler option, but it's usually better for smaller orgs than a true mid-market, multi-team setup” GPT-5.4 mini · direct prompt · soft negative
“Gusto is primarily U.S.-focused and does not support international contractor payments.” Perplexity Sonar · negative prompt · soft negative
“less suited for global, high-volume, or complex AP scenarios” DeepSeek V4 Flash · direct prompt · soft negative
“Best for: U.S. businesses paying U.S. contractors and wanting payroll + contractor payments in one system.” GPT-5.4 mini · comparative prompt · first choice
“The easiest to set up for domestic work. Automates 1099-NEC tax reporting and W-9 collection natively.” Qwen 3.7 Flash · comparative prompt · first choice
“Gusto’s Contractor Only plan is usually the best balance of price + ease of use + 1099 filing” GPT-5.4 mini · budget prompt · first choice
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: Full-service platforms like Rippling, Deel, or Remote if budget is tight” Grok 4.20 · budget prompt · hard negative
“like Deel ($29–$49/contractor/month) or Remote can get expensive fast” Gemini 3.5 Flash · budget prompt · soft negative
“Remote is our top contractor payment platform: $29 per active contractor per month, with payouts in 70+ currencies across 190+ countries.” Muse Glimmer 30B · paraphrase prompt · first choice
“Deel and Remote dominate the "all-in-one" global contractor space” GLM 4.7 FlashX · comparative prompt · first choice
“If you need full compliance + payments globally → Deel or Remote” DeepSeek V4 Flash · comparative 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.