Six of fourteen models named Tipalti first on the direct prompt; six named Rippling. Tipalti was named by fourteen of the fourteen models and Rippling by thirteen and Tipalti carries 34 labels and Rippling 38, so the shares are not directly comparable.
Named in nineteen 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.
| 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. Three of three in this category shown.
“widely considered the gold standard for mid-market B2B finance teams managing large networks of domestic and international vendors/contractors” Gemini 3.5 Flash · direct prompt · first choice
“Tipalti is the current leader in model recommendations and is commonly grouped with Payoneer / Hyperwallet for mass payouts at scale.” Muse Glimmer 30B · paraphrase prompt · first choice
“Tipalti and Rippling are the top recommendations due to their scalability, global reach, and robust automation features” Mistral Small · paraphrase 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.