Six of fourteen models named Tipalti first on the direct prompt; zero named Square Payroll. Tipalti was named by fourteen of the fourteen models and Square Payroll by twelve and Tipalti carries 34 labels and Square Payroll 20, so the shares are not directly comparable.
Named in nineteen categories this edition.
Named in one category 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.
“Hold periods vary: Square (30-90 days)” Claude Haiku 4.5 · negative prompt · hard negative
“more SMB‑oriented; may lack the API and global reach you need at 500+ employees” GLM 4.7 FlashX · scale prompt · soft negative
“though it lacks robust international or large-scale compliance features” Qwen 3.7 Flash · comparative prompt · soft negative
“Charges $6 per person paid with no base fee, making it the cheapest for US-only contractor payments.” Mistral Small · budget prompt · first choice
“Square Payroll at $6/contractor with no base fee is the most affordable and flexible option.” Kimi K2 · budget prompt · first choice
“Square Payroll’s contractor-only plan is likely the best value: it has no monthly base fee” Perplexity Sonar · budget 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.