Zero of fourteen models named Zoho Expense first on the direct prompt; two named Expensify. Both were named by all fourteen models and Zoho Expense carries 38 labels and Expensify 64, so the shares are not directly comparable.
Named in five categories this edition.
Named in five 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 October 2026 Edition, Zoho Expense and Expensify were named in the same answer 128 times, of the 195 answers naming Zoho Expense and the 256 naming Expensify. In those answers Expensify took the first choice fourteen times and Zoho Expense twenty-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 4.1 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. Four of four in this category shown.
“Zoho Expense - has poor and slow customer support, glitches, bugs, and performance issues.” Llama 4 Maverick · negative prompt · hard negative
“Review pages for tools like Zoho Expense mention pricing complaints from users, especially around subscriptions and minimum billing.” GPT-5.4 mini · negative prompt · soft negative
“If you have 3 or fewer users: Go with Zoho Expense's free plan — it's the most generous truly free option with real features.” DeepSeek V4 Flash · budget prompt · first choice
“Zoho Expense free tier or Wave free accounting for pure tracking... Zoho Expense at ~$3/user/mo once you outgrow the free tier.” Muse Glimmer 30B · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“criticized for complex and unintuitive interfaces, unexpected fees, unreliable credit card syncing, and poor customer support” Mistral Small · negative prompt · hard negative
“Came under fire for receipt scanning methodology using third-party ML services... recurring technical and syncing problems” MiniMax M2.5 · negative prompt · hard negative
“Expensify | Small to mid-sized businesses, SMBs, distributed teams | $5/user/month ... Simple onboarding, fast expense submission, excellent value for money” GLM 4.7 FlashX · comparative prompt · first choice
“### 1. Expensify (Best All-Rounder) ... Choose Expensify if: You want the safest bet with the widest range of accounting software connections.” Qwen 3.7 Flash · paraphrase prompt · first choice
“I'd recommend Expensify as the default choice if you want a strong balance of ease of use, automation, and cost” Perplexity Sonar · paraphrase 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.