Zero of twelve models named Ramp first on the direct prompt; three named AvidXchange. Both were named by all twelve models and Ramp carries 42 labels and AvidXchange 38, so the shares are not directly comparable.
Named in seventeen categories this edition.
Named in eight categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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.
| 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 |
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. One of one in this category shown.
“Verdict: Avoid if AP automation is your primary need.” DeepSeek V4 Flash · negative prompt · hard negative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“AP) automation tools you should approach with caution, along with the primary reasons why users often recommend avoiding them. ### 1. AvidXchange” Qwen 3.7 Flash · negative prompt · hard negative
“Significant vendor-side and operational concerns ... BBB rating 1.14/5 stars (37 reviews) — extremely poor” Kimi K2 · negative prompt · hard negative
“Common issues include delayed/missed vendor payments... BBB average is low (1.14/5 from 37 reviews)” Grok 4.1 Fast · negative prompt · hard negative
“AvidXchange | Mid‑sized businesses wanting a complete, cloud‑based AP solution ... General mid‑market AP automation (no global payments) | AvidXchange, BILL, Stampli” GLM 4.7 FlashX · paraphrase prompt · first choice
“AvidXchange | Mid‑market B2B (100–1,000 employees) | Deep focus on mid‑market AP; strong ERP integrations; B2B payment network” GLM 4.7 FlashX · direct prompt · first choice
“AvidXchange is best for mid-market businesses that process a high volume of invoices” Claude Haiku 4.5 · 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.