Zero of twelve models named Ramp first on the direct prompt; three named Tipalti. Both were named by all twelve models and Ramp carries 42 labels and Tipalti 44, so the shares are not directly comparable.
Named in seventeen categories this edition.
Named in twelve categories 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 accounts payable automation page.
Across every category in the September 2026 Edition, Ramp and Tipalti were named in the same answer 149 times, of the 944 answers naming Ramp and the 465 naming Tipalti. In those answers Tipalti took the first choice seventeen 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 |
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.
“Verdict: Avoid if AP automation is your primary need.” DeepSeek V4 Flash · negative prompt · hard negative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“This is a cash-flow killer and was a major downfall for tools like Tipalti and Airbase.” Qwen 3.7 Flash · negative prompt · hard negative
“Reddit users strongly advise avoiding it.” Grok 4.1 Fast · negative prompt · hard negative
“Over-Engineering and High Cost: If you only pay domestic vendors, Tipalti is incredibly expensive, complex, and unnecessary.” Gemini 3.5 Flash · negative prompt · soft negative
“If you want a single default recommendation, I'd start with Tipalti for a typical mid-market B2B company” Perplexity Sonar · direct 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.