Zero of fourteen models named Ramp first on the direct prompt; two named AvidXchange. Both were named by all fourteen models and Ramp carries 45 labels and AvidXchange 37, 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 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.
| 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. One of one in this category shown.
“Ramp can be cost-effective for card-first teams, but finance teams needing robust, real-time AP-to-ERP workflows ... often find the AP layer thin.” Muse Glimmer 30B · negative prompt · soft negative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Slow Payments | Payment holds and delays that frustrate vendors ... High Fees” Kimi K2 · negative prompt · hard negative
“The "Rebate-Driven" Payment Processors (e.g., AvidXchange, Paymode-X, Paymerang) ... Why you should be cautious” Gemini 3.5 Flash · negative prompt · soft negative
“the vendor payment network practices and support inconsistency make it worth cautious evaluation” DeepSeek V4 Flash · negative prompt · soft negative
“For mid-market AP and payment automation, AvidXchange and MineralTree are strong options.” 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.