Two of fourteen models named Zoho Expense first on the direct prompt; zero named Emburse. Zoho Expense was named by fourteen of the fourteen models and Emburse by twelve and Zoho Expense carries 51 labels and Emburse 13, so the shares are not directly comparable.
Named in five 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.
Across every category in the November 2026 Edition, Zoho Expense and Emburse were named in the same answer thirty-nine times, of the 211 answers naming Zoho Expense and the 78 naming Emburse. In those answers Emburse took the first choice three times and Zoho Expense eight.
| 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. Two of two in this category shown.
“Zoho Expense stands out as the best expense management software for companies with a limited budget” Grok 4.20 · budget prompt · first choice
“For the tightest budgets: Start with Zoho Expense (free plan) or Wave (completely free).” Kimi K2 · budget prompt · first choice
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.