One of fourteen models named AvidXchange first on the direct prompt; zero named Melio. AvidXchange was named by fourteen of the fourteen models and Melio by thirteen and AvidXchange carries 41 labels and Melio 24, so the shares are not directly comparable.
Named in eleven categories this edition.
Named in nine 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 November 2026 Edition, AvidXchange and Melio were named in the same answer thirty-six times, of the 156 answers naming AvidXchange and the 308 naming Melio. In those answers Melio took the first choice four times and AvidXchange zero.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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. Six of six in this category shown.
“AvidXchange has reported issues including the need to call or email to request stop payments, files that are too large to upload, and random queues from indexer bots” Claude Haiku 4.5 · negative prompt · soft negative
“Older enterprise-heavy platforms like Basware or AvidXchange ... often suffer from long implementation times” Qwen 3.7 Flash · negative prompt · soft negative
“Mentioned in similar Reddit threads as risky for implementations that "almost got CFOs fired"” Grok 4.20 · negative prompt · soft negative
“The best accounts payable automation software for a mid-market B2B company is AvidXchange.” Llama 4 Maverick · direct prompt · first choice
“Best Overall for Mid-Market Complexity: AvidXchange” Qwen 3.7 Flash · paraphrase prompt · first choice
“AvidXchange — Best for mid-market invoice automation.” Muse Glimmer 30B · paraphrase prompt · first choice
No label in this category carried a quote.
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.