BILL vs Stampli
Eight of fourteen models named BILL first on the direct prompt; one named Stampli. BILL was named by fourteen of the fourteen models and Stampli by ten and BILL carries 57 labels and Stampli 16, so the shares are not directly comparable.
Named in fifteen 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 business bill pay page.
By framing
BILLFirst choices, of fourteen modelsStampli
Across every category in the October 2026 Edition, BILL and Stampli were named in the same answer forty-two times, of the 477 answers naming BILL and the 159 naming Stampli. In those answers Stampli took the first choice one time and BILL ten.
Every model, every framing
| 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 | | | | |
BILL Stampli first choice named as an alternative argued againstblank: not namedEach cell is one answer, BILL on the left and Stampli on the right.The direct prompt
BILL first, Stampli an alternative
8 of 14 modelsStampli was named in the answer but not as the choice, or not at all.Stampli first, BILL not the choice
1 of 14 modelsBILL was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.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.
By buyer segment
What the models said about BILL
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“What to Avoid on a Limited Budget... it starts at $29 to $79+ per user, per month” Gemini 3.5 Flash · budget prompt · hard negative
“BILL - Offers automated invoice capture and coding, configurable approvals, roles, and audit trails... Pricing starts at $45/user/month.” Llama 4 Maverick · budget prompt · first choice
“For a typical mid-market B2B company, BILL offers the best balance of features, vendor network, and automation capabilities.” MiniMax M2.5 · direct prompt · first choice
What the models said about Stampli
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Best Overall for ERP Integration & Approval Workflows: Stampli ... widely considered the best-in-class option” Gemini 3.5 Flash · direct 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.