One of fourteen models named Gusto first on the direct prompt; zero named QuickBooks Contractor Payments. Gusto was named by fourteen of the fourteen models and QuickBooks Contractor Payments by twelve and Gusto carries 42 labels and QuickBooks Contractor Payments 17, so the shares are not directly comparable.
Named in one category 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.
Across every category in the October 2026 Edition, Gusto and QuickBooks Contractor Payments were named in the same answer forty-two times, of the 129 answers naming Gusto and the 47 naming QuickBooks Contractor Payments. In those answers QuickBooks Contractor Payments took the first choice five times and Gusto fifteen.
| 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“you have outgrown SMB tools like Gusto or basic QuickBooks” Gemini 3.5 Flash · direct prompt · soft negative
“the best fit is usually QuickBooks if you already need accounting, invoices, and 1099 filing in one place” Perplexity Sonar · budget prompt · first choice
“best value pick is usually QuickBooks Contractor Payments” GPT-5.4 mini · budget prompt · first choice
“QuickBooks Contractor Payments (Best Overall Value)” Qwen 3.7 Flash · 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.