Six of fourteen models named Rippling first on the direct prompt; zero named Remote. Rippling was named by thirteen of the fourteen models and Remote by fourteen and Rippling carries 38 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, Rippling and Remote were named in the same answer fifty-nine times, of the 107 answers naming Rippling and the 94 naming Remote. In those answers Remote took the first choice six times and Rippling 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.
“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
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.