Two of twelve models named Tipalti first on the direct prompt; zero named Bank Bill Pay. Tipalti was named by eleven of the twelve models and Bank Bill Pay by eleven and Tipalti carries 26 labels and Bank Bill Pay 17, so the shares are not directly comparable.
Named in twelve 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 twelve 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 business bill pay 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 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 |
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. Two of two in this category shown.
“removes the high monthly subscription fees common in accounting software like Bill.com or Tipalti” Qwen 3.7 Flash · budget prompt · soft negative
“need elite tax compliance, Tipalti is the gold standard. *Drawback: Implementation is expensive and time-consuming.*” Gemini 3.5 Flash · scale 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.
“No advanced features (no bill-tracking dashboards, no budgeting, no multi-vendor approvals).” GLM 4.7 FlashX · comparative prompt · soft negative
“using a bank's online bill pay services might be the best solution, as most of these bill pay services offered by banks are free” Claude Haiku 4.5 · budget prompt · first choice
“Use Your Bank's Native Bill Pay: Most major banks and credit unions offer free, secure online bill pay” Gemini 3.5 Flash · negative prompt · first choice
“Use your bank's built-in bill pay (e.g., via Chase, Wells Fargo)—free, direct, secure.” Grok 4.1 Fast · negative 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.