Zero of fourteen models named Ramp first on the direct prompt; zero named Tipalti. Both were named by all fourteen models and Ramp carries 41 labels and Tipalti 49, so the shares are not directly comparable.
Named in sixteen categories this edition.
Named in nineteen 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 accounts payable automation page.
Across every category in the November 2026 Edition, Ramp and Tipalti were named in the same answer 144 times, of the 1022 answers naming Ramp and the 557 naming Tipalti. In those answers Tipalti took the first choice thirteen times and Ramp fifteen.
| 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. One of one in this category shown.
“standalone consumer-grade payment apps (like early-stage versions of Ramp or Mercury Bill Pay) for large enterprises” Qwen 3.7 Flash · negative prompt · hard negative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Users frequently cite hidden "drip fees" and complex pricing structures that are far more expensive than initially quoted.” DeepSeek V4 Flash · negative prompt · hard negative
“Avoid higher-priced platforms such as Tipalti” Perplexity Sonar · budget prompt · hard negative
“Tipalti is highly regarded for mid-sized to larger B2B companies, especially those with complex invoicing and global payment needs.” Mistral Small · 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.