Four of fourteen models named Deel first on the direct prompt; two named Rippling. Deel was named by fourteen of the fourteen models and Rippling by thirteen and Deel carries 52 labels and Rippling 33, so the shares are not directly comparable.
Named in three categories this edition.
Named in three 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 October 2026 Edition, Deel and Rippling were named in the same answer seventy-nine times, of the 177 answers naming Deel and the 105 naming Rippling. In those answers Rippling took the first choice five times and Deel twenty-six.
| 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 seven in this category shown.
“Opaque or very high fees (Deel Payroll, certain freelancing-site payout tools)” GLM 4.7 FlashX · negative prompt · hard negative
“High fees for transactions/withdrawals and payment delays/notifications are common criticisms, despite strong compliance features.” Grok 4.1 Fast · negative prompt · soft negative
“Deel enforces strict late-payment fees ... has been known to put a hard lock on freelancer payouts” Gemini 3.5 Flash · negative prompt · soft negative
“I'd suggest Deel or Papaya Global as the top choices. Deel offers the most comprehensive platform with strong compliance features” MiniMax M2.5 · direct prompt · first choice
“the strongest single-platform choice is usually Deel if you want contractor payments plus 1099/tax compliance in one system” Perplexity Sonar · direct prompt · first choice
“I'd recommend starting with Deel if you have international contractors, or Tipalti if you want maximum automation” GLM 4.7 FlashX · paraphrase 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 do not need to pay for high-end enterprise platforms like Deel or Rippling” Gemini 3.5 Flash · budget prompt · soft negative
“I'd suggest starting with Rippling if you want an all-in-one solution, or Wingspan if your focus is specifically on contractor management” MiniMax M2.5 · paraphrase prompt · first choice
“Some platforms, like Rippling and RUN Powered by ADP, are best for contractor operations connected to HR and IT” Llama 4 Maverick · comparative prompt · first choice
“Start with Rippling if you want a "people-first" approach” Qwen 3.7 Flash · 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.