Four of fourteen models named Tipalti first on the direct prompt; zero named Melio. Both were named by all fourteen models and Tipalti carries 50 labels and Melio 19, so the shares are not directly comparable.
Named in eighteen categories this edition.
Named in eight 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, Tipalti and Melio were named in the same answer ninety-three times, of the 551 answers naming Tipalti and the 292 naming Melio. In those answers Melio took the first choice seventeen times and Tipalti thirteen.
| 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Some users report payments debited from their account but never reaching vendors” Kimi K2 · negative prompt · hard negative
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.