One of fourteen models named BILL Spend & Expense first on the direct prompt; one named Coupa. Both were named by all fourteen models and BILL Spend & Expense carries 49 labels and Coupa 32, so the shares are not directly comparable.
Named in six categories this edition.
Named in nine 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 spend management platforms 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. Six of six in this category shown.
“🚩 Bill.com (formerly Divvy) — High Caution Recommended ... notably strong negative feedback across G2 and Trustpilot” Qwen 3.7 Flash · negative prompt · hard negative
“One user explicitly warned: "Stay away, stay far far away if you plan to use this with BILL's AR/AP side"” MiniMax M2.5 · negative prompt · hard negative
“Users report integration issues, which can make functionality and configuration problematic.” Mistral Small · negative prompt · hard negative
“the best spend management platforms for companies with a limited budget are BILL Spend & Expense and Zoho Expense” Qwen 3.7 Flash · budget prompt · first choice
“If you want zero cost with corporate cards included, Ramp or BILL Spend & Expense are your best bets.” Claude Haiku 4.5 · budget prompt · first choice
“For most small companies with limited budgets, Ramp or BILL Spend & Expense are the strongest choices” DeepSeek V4 Flash · 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.
“Coupa's expense management module lacks features found in specialized competitors, has no native corporate card” Claude Haiku 4.5 · negative prompt · hard negative
“the platform that coined "business spend management"... Best for: Enterprises that want procurement, invoicing and expense in one business spend management suite.” Muse Glimmer 30B · comparative prompt · first choice
“Coupa — *The Enterprise Leader* ... ~54% first-choice share in enterprise spend management — the clear category leader.” DeepSeek V4 Flash · comparative 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.