Seven of fourteen models named Stampli first on the direct prompt; three named BILL Accounts Payable. Both were named by all fourteen models and Stampli carries 42 labels and BILL Accounts Payable 61, so the shares are not directly comparable.
Named in nine categories this edition.
Named in one category 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 October 2026 Edition, Stampli and BILL Accounts Payable were named in the same answer seventy-one times, of the 159 answers naming Stampli and the 162 naming BILL Accounts Payable. In those answers BILL Accounts Payable took the first choice nineteen times and Stampli eleven.
| 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 | ||||||
| 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. Five of five in this category shown.
“Thin review base on some platforms (85 G2 reviews vs. 1,978 for competitors)—harder to validate claims” Kimi K2 · negative prompt · soft negative
“Slow approvals/processing, vendor edit challenges” Grok 4.1 Fast · negative prompt · soft negative
“Stampli: Best for collaborative AP, highly complex routing, handling manual exceptions, and companies with highly customized ERP structures.” Gemini 3.5 Flash · scale prompt · first choice
“If I had to pick one default recommendation without more context, it would be Stampli for a mid-sized B2B company” GPT-5.4 mini · paraphrase prompt · first choice
“Stampli and Tipalti emerge as top contenders, with Stampli excelling in collaboration and ERP integration” MiniMax M2.5 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Multiple users complain about Bill.com's practice of holding funds for extended periods — up to a week — before releasing them, which affects cash flow.” Muse Glimmer 30B · negative prompt · hard negative
“Tools with Notable Concerns ... Persistent Bugs | Reuses invoice numbers from archived vendors, causing reconciliation errors” Kimi K2 · negative prompt · hard negative
“BILL AP/AR | Payment issues, sync errors, poor support” Mistral Small · negative prompt · hard negative
“For most mid-sized B2B companies, I'd suggest starting with BILL for its balance of affordability, ease of use, and comprehensive features” Claude Haiku 4.5 · paraphrase prompt · first choice
“For most mid-sized B2B companies, BILL offers the best balance of features, pricing transparency, and scalability.” DeepSeek V4 Flash · paraphrase prompt · first choice
“I'd suggest starting with Bill.com or Tipalti as they balance strong automation with reasonable complexity” MiniMax M2.5 · 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.