Six of fourteen models named Tipalti first on the direct prompt; one named Deel. Both were named by all fourteen models and Tipalti carries 34 labels and Deel 60, so the shares are not directly comparable.
Named in nineteen categories this edition.
Named in four 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 eight in this category shown.
“flagged as having high fees, lacking compliance features, or being unsuitable for contractor payments” Llama 4 Maverick · negative prompt · hard negative
“Avoid: Full-service platforms like Rippling, Deel, or Remote if budget is tight” Grok 4.20 · budget prompt · hard negative
“With Deel, you can't negotiate custom payment schedules or request alternative payout methods outside Deel's supported options” Claude Haiku 4.5 · negative prompt · soft negative
“Deel and Remote dominate the "all-in-one" global contractor space, offering strong compliance, per-contractor pricing, and broad country coverage.” GLM 4.7 FlashX · comparative prompt · first choice
“Deel or Remote are the default starts to price. Deel is the platform to open when a contractor needs a contract, an invoice, and a payout on one record.” Muse Glimmer 30B · paraphrase prompt · first choice
“Contractor management / Contractor of Record with payments like Deel, Remote, Rippling, Papaya Global for compliance heavy global use” Muse Glimmer 30B · scale 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.