Six of fourteen models named Tipalti first on the direct prompt; zero named Remote. Both were named by all fourteen models and both carry 34 labels, so the shares below are 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. 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.