Eight of fourteen models named Ramp first on the direct prompt; one named BILL Spend & Expense. Both were named by all fourteen models and Ramp carries 66 labels and BILL Spend & Expense 49, so the shares are not directly comparable.
Named in seventeen categories this edition.
Named in six 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.
Across every category in the October 2026 Edition, Ramp and BILL Spend & Expense were named in the same answer 300 times, of the 1084 answers naming Ramp and the 360 naming BILL Spend & Expense. In those answers BILL Spend & Expense took the first choice twenty-five times and Ramp 145.
| 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. Three of three in this category shown.
“Users frequently cite issues with receipt management, such as problems with voiding transactions and unusable CSV exports.” Mistral Small · negative prompt · hard negative
“Many modern platforms (like Ramp and Brex) are "free" because they require you to migrate your company credit cards to their proprietary cards.” Gemini 3.5 Flash · negative prompt · soft negative
“Ramp: Excellent for fast-growing mid-market companies. Strong automation, great ERP integrations, flat-rate cashback... Very popular for consolidated card, AP, and expense.” Gemini 3.5 Flash · scale prompt · first choice
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
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.