Two of fourteen models named Ramp first on the direct prompt; two named Tipalti. Ramp was named by thirteen of the fourteen models and Tipalti by fourteen and Ramp carries 43 labels and Tipalti 40, so the shares are not directly comparable.
Named in seventeen categories this edition.
Named in eighteen 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 business bill pay page.
Across every category in the October 2026 Edition, Ramp and Tipalti were named in the same answer 168 times, of the 1084 answers naming Ramp and the 551 naming Tipalti. In those answers Tipalti took the first choice twenty-eight times and Ramp twenty-five.
| 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.
No label in this category carried a quote.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Enterprise AP Software (Tipalti, Quadient/Beanworks): These platforms are designed for mid-market and enterprise companies” Gemini 3.5 Flash · budget prompt · hard negative
“If your mid-sized business has multiple subsidiaries, pays international vendors, or deals with complex tax compliance, Tipalti is the gold standard.” Gemini 3.5 Flash · paraphrase 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.