Zero of twelve models named Melio first on the direct prompt; one named BILL. Melio was named by eleven of the twelve models and BILL by twelve and Melio carries 18 labels and BILL 30, 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 B2B payment acceptance page.
Across every category in the September 2026 Edition, Melio and BILL were named in the same answer 214 times, of the 272 answers naming Melio and the 650 naming BILL. In those answers BILL took the first choice thirty-one times and Melio sixty-eight.
| 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. Three of three in this category shown.
“Melio has received feedback about payment holds, account suspensions, and slow customer support” Mistral Small · negative prompt · soft negative
“While popular for its free tier and clean interface, operational friction is common” Kimi K2 · negative prompt · soft negative
“Limitations: Less robust ERP integrations compared to BILL” Kimi K2 · direct prompt · soft negative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Platforms to Approach with High Caution or Avoid ... Bill.com: ... the unexpected holding of funds or delays in payouts” Qwen 3.7 Flash · 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.