Zero of fourteen models named Zoho Expense first on the direct prompt; two named SAP Concur. Both were named by all fourteen models and Zoho Expense carries 38 labels and SAP Concur 45, so the shares are not directly comparable.
Named in five 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 expense management page.
Across every category in the October 2026 Edition, Zoho Expense and SAP Concur were named in the same answer fifty-eight times, of the 195 answers naming Zoho Expense and the 439 naming SAP Concur. In those answers SAP Concur took the first choice four times and Zoho Expense six.
| 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. Three of three in this category shown.
“Cautions: Slow OCR, rigid workflows, and approver experience issues are common in larger enterprise rollouts.” Muse Glimmer 30B · negative prompt · hard negative
“SAP Concur - has an outdated and unintuitive user interface, complex and time-consuming expense submission.” Llama 4 Maverick · negative prompt · hard negative
“Choose SAP Concur / Navan for large, international B2B with travel + expense integration and strict compliance.” Muse Glimmer 30B · 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.