Zero of fourteen models named Square Payroll first on the direct prompt; six named Rippling. Square Payroll was named by twelve of the fourteen models and Rippling by thirteen and Square Payroll carries 20 labels and Rippling 38, 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, Square Payroll and Rippling were named in the same answer sixteen times, of the 54 answers naming Square Payroll and the 107 naming Rippling. In those answers Rippling took the first choice one time and Square Payroll 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. Six of seven in this category shown.
“Hold periods vary: Square (30-90 days)” Claude Haiku 4.5 · negative prompt · hard negative
“more SMB‑oriented; may lack the API and global reach you need at 500+ employees” GLM 4.7 FlashX · scale prompt · soft negative
“though it lacks robust international or large-scale compliance features” Qwen 3.7 Flash · comparative prompt · soft negative
“Charges $6 per person paid with no base fee, making it the cheapest for US-only contractor payments.” Mistral Small · budget prompt · first choice
“Square Payroll at $6/contractor with no base fee is the most affordable and flexible option.” Kimi K2 · budget prompt · first choice
“Square Payroll’s contractor-only plan is likely the best value: it has no monthly base fee” Perplexity Sonar · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Skip Rippling for a tight budget unless you need broader HR/payroll features” GPT-5.4 mini · budget prompt · hard negative
“Avoid: Full-service platforms like Rippling, Deel, or Remote if budget is tight” Grok 4.20 · budget prompt · hard negative
“Rippling is powerful but generally "too much" until you have many employees.” Kimi K2 · comparative prompt · soft negative
“Rippling's Contractor Management system is highly rated for mid-size businesses, offering streamlined onboarding, invoicing, international payments, and compliance in 185+ countries.” Mistral Small · direct prompt · first choice
“Rippling consistently ranks as the top choice for mid-market B2B companies needing contractor payments and 1099 management” MiniMax M2.5 · direct prompt · first choice
“Start with Rippling if your company wants one platform for employees, contractors, HR, compliance, and payments.” Grok 4.20 · 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.