Zero of fourteen models named BILL Spend & Expense first on the direct prompt; zero named Rippling Spend. BILL Spend & Expense was named by fourteen of the fourteen models and Rippling Spend by eleven and BILL Spend & Expense carries 46 labels and Rippling Spend 20, so the shares are not directly comparable.
Named in four 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 corporate cards page.
Across every category in the November 2026 Edition, BILL Spend & Expense and Rippling Spend were named in the same answer sixty-seven times, of the 363 answers naming BILL Spend & Expense and the 131 naming Rippling Spend. In those answers Rippling Spend took the first choice three times and BILL Spend & Expense three.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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. One of one in this category shown.
“The American Express Blue Business Cash and BILL Divvy cards appear to be the most accessible options for budget-conscious businesses” MiniMax M2.5 · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“the Ramp Card and Rippling Spend Credit Card are both excellent choices” Mistral Small · 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.