Three of fourteen models named Airbase first on the direct prompt; one named BILL Spend & Expense. Both were named by all fourteen models and Airbase carries 39 labels and BILL Spend & Expense 49, so the shares are not directly comparable.
Named in eight 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, Airbase and BILL Spend & Expense were named in the same answer fifty-seven times, of the 171 answers naming Airbase and the 360 naming BILL Spend & Expense. In those answers BILL Spend & Expense took the first choice five times and Airbase 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. Three of three in this category shown.
“for buyers who want a standalone finance vendor... verify the product's roadmap, support ownership, and integration priorities fit your needs” GPT-6 Luna · negative prompt · soft negative
“Caveat: No longer sold as standalone; requires Paylocity relationship” Kimi K2 · paraphrase prompt · soft negative
“Most mid-sized B2B companies find that Ramp or Airbase provide the best balance of features, ease of use, and value for money.” GLM 4.7 FlashX · paraphrase 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.