Five of fourteen models named Stampli first on the direct prompt; one named AvidXchange. Both were named by all fourteen models and Stampli carries 43 labels and AvidXchange 41, so the shares are not directly comparable.
Named in seven categories this edition.
Named in eleven 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 AvidXchange were named in the same answer eighty-eight times, of the 206 answers naming Stampli and the 156 naming AvidXchange. In those answers AvidXchange took the first choice two times and Stampli 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 4.20 | ||||||
| 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
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
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.