8 categories · RankedStampli
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Accounts payable automation | Spend and procurement | 19% | 1 of 60 | 0% | 37 | accepted challenger |
| Business bill pay | Treasury and cash | 5% | 6 of 69 | 0% | 16 | accepted challenger |
| Procure-to-pay | Spend and procurement | 2% | 10 of 85 | 10% | 10 | accepted challenger |
| Invoicing software | Receivables and billing | 0% | 23 of 86 | 0% | 4 | under 10 labels · led by Wave at 19% |
| AI accounting assistants | Accounting and close | 0% | 69 of 79 | 50% | 2 | under 10 labels · led by Sage Intacct at 25% |
| Cash application | Receivables and billing | 0% | 39 of 83 | 0% | 2 | under 10 labels · led by HighRadius at 16% |
| Spend management platforms | Spend and procurement | 0% | 19 of 39 | 0% | 1 | under 10 labels · led by Ramp at 49% |
| Supplier management | Spend and procurement | 0% | 49 of 80 | 0% | 1 | under 10 labels · led by Procurify at 26% |
Movement
By model
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 3 | 2 | 0 | 5 |
| GPT-5.4 mini | 2 | 1 | 0 | 0 | 3 |
| Gemini 3.5 Flash | 4 | 4 | 3 | 0 | 11 |
| Perplexity Sonar | 0 | 4 | 0 | 0 | 4 |
| Grok 4.1 Fast | 0 | 7 | 1 | 1 | 9 |
| Mistral Small | 0 | 3 | 1 | 0 | 4 |
| DeepSeek V4 Flash | 3 | 5 | 3 | 0 | 11 |
| Llama 4 Maverick | 0 | 1 | 4 | 0 | 5 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 2 | 5 | 3 | 0 | 10 |
| GLM 4.7 FlashX | 1 | 3 | 1 | 1 | 6 |
| MiniMax M2.5 | 0 | 4 | 1 | 0 | 5 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“Best Overall for Pure AP Automation & ERP Sync: Stampli ... is the industry favorite for the mid-market” Gemini 3.5 Flash · Business bill pay · paraphrase prompt · first choice
“I'd start with Stampli. It's the strongest "classic AP automation" choice for mid-market companies” GPT-5.4 mini · Accounts payable automat · direct prompt · first choice
“Stampli (best for ERP integration and conversational AI that actually works on messy invoices)” DeepSeek V4 Flash · Accounts payable automat · negative prompt · first choice
“Stampli: Best Overall for Collaborative AP & Ease of Use ... Stampli is the market leader.” Gemini 3.5 Flash · Business bill pay · direct prompt · first choice
And against it
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Best as a focused AP add\u2011on, not a full P2P replacement.” GLM 4.7 FlashX · Procure-to-pay · direct prompt · soft negative
“Ranked low in privacy audits” Grok 4.1 Fast · AI accounting assistants · negative prompt · soft negative
Named alongside
What carried it into the answer
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 128 of the 152 answers that named Stampli and are not a share of its labels.
Domains cited
361 of the 405 domain citations in answers naming Stampli came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
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