Zero of fourteen models named QuickBooks Contractor Payments first on the direct prompt; zero named Gusto. QuickBooks Contractor Payments was named by thirteen of the fourteen models and Gusto by fourteen and QuickBooks Contractor Payments carries 19 labels and Gusto 49, so the shares are not directly comparable.
Named in one category 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, QuickBooks Contractor Payments and Gusto were named in the same answer thirty-eight times, of the 51 answers naming QuickBooks Contractor Payments and the 147 naming Gusto. In those answers Gusto took the first choice ten times and QuickBooks Contractor Payments four.
| 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. Four of five in this category shown.
“Avoid basic tools like QuickBooks, PayPal, or Wise alone for mid-market” Grok 4.20 · direct prompt · hard negative
“The best contractor payments and 1099 platform for a company with a limited budget is QuickBooks, which charges $25 monthly for up to 20 contractors.” Llama 4 Maverick · budget prompt · first choice
“for a limited budget, I’d usually pick QuickBooks Contractor Payments for the lowest likely cost” GPT-5.4 mini · budget prompt · first choice
“QuickBooks Contractor Payments at $25/month offers the best value” MiniMax M2.5 · budget 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.
“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
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.