Zero of twelve models named Melio first on the direct prompt; three named Tipalti. Both were named by all twelve models and Melio carries 17 labels and Tipalti 44, so the shares are not directly comparable.
Named in six 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, Melio and Tipalti were named in the same answer eighty-seven times, of the 272 answers naming Melio and the 465 naming Tipalti. In those answers Tipalti took the first choice seven times and Melio sixteen.
| 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. Two of two in this category shown.
“Recommendation: Start with Melio if payments are simple/low-volume and you want zero commitment.” Grok 4.1 Fast · budget prompt · first choice
“For the tightest budgets, start with Melio's free plan or Ramp's free tier to test before committing.” Claude Haiku 4.5 · budget prompt · first choice
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.