Zero of fourteen models named Ramp first on the direct prompt; four named Tipalti. Both were named by all fourteen models and Ramp carries 45 labels and Tipalti 50, 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 accounts payable automation 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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Ramp can be cost-effective for card-first teams, but finance teams needing robust, real-time AP-to-ERP workflows ... often find the AP layer thin.” Muse Glimmer 30B · negative prompt · soft 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.
“What to avoid on a tight budget:- Enterprise-oriented products like Tipalti and Coupa generally start much higher” Perplexity Sonar · budget prompt · hard negative
“Users report difficult onboarding and learning curve ... Integration issues with some ERPs” Kimi K2 · negative prompt · hard negative
“Tipalti (Strongest "Avoid" Recommendation)” Grok 4.1 Fast · negative prompt · hard negative
“Tipalti: Best if you have high volumes of international payments, global tax compliance needs, and multi-subsidiary structures.” Gemini 3.5 Flash · scale 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.