One of fourteen models named Brex first on the direct prompt; zero named Emburse. Brex was named by fourteen of the fourteen models and Emburse by twelve and Brex carries 37 labels and Emburse 13, so the shares are not directly comparable.
Named in twelve categories this edition.
Named in three 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 expense management 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 4.20 | ||||||
| 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.
“Some AI models and budget-conscious users advise avoiding Brex's standard per-user plans due to their pricing structure” Mistral Small · negative prompt · hard 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.
“There are specific warnings to "avoid" this tool due to unresponsive customer service” Qwen 3.7 Flash · negative prompt · hard negative
“Implementations take longer, the user interface feels dated compared to Ramp/Brex, and total cost of ownership is higher.” Gemini 3.5 Flash · direct prompt · soft negative
“1. Emburse Certify (Best Overall for Mid-Market)” Claude Haiku 4.5 · paraphrase prompt · first choice
“all have stronger customer support reputations in recent reviews” DeepSeek V4 Flash · negative prompt · alternative
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.