Five of fourteen models named Stampli first on the direct prompt; zero named Melio. Stampli was named by fourteen of the fourteen models and Melio by thirteen and Stampli carries 43 labels and Melio 24, so the shares are not directly comparable.
Named in seven 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, Stampli and Melio were named in the same answer sixty-two times, of the 206 answers naming Stampli and the 308 naming Melio. In those answers Melio took the first choice fifteen times and Stampli three.
| 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. Four of four in this category shown.
“Stampli is highly effective for reducing paper, but its user-centric approach can sometimes become an operational bottleneck.” Qwen 3.7 Flash · negative prompt · soft negative
“Stampli offers procure-to-pay automation with collaborative invoice management, designed for small to mid-sized businesses outgrowing basic AP tools” Claude Haiku 4.5 · paraphrase prompt · first choice
“### 1. Stampli ... AI-driven invoice capture ... Best For: Mid-market companies focused on invoice approval bottlenecks” Grok 4.20 · comparative prompt · first choice
“Prioritize tools like Stampli, Ramp, or Sage Intacct (which score highly for usability and fewer complaints).” Grok 4.20 · negative 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.