Zero of fourteen models named BILL Spend & Expense first on the direct prompt; one named Rippling Spend. BILL Spend & Expense was named by thirteen of the fourteen models and Rippling Spend by eight and BILL Spend & Expense carries 47 labels and Rippling Spend 10, so the shares are not directly comparable.
Named in six categories this edition.
Named in three 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 October 2026 Edition, BILL Spend & Expense and Rippling Spend were named in the same answer sixty-two times, of the 360 answers naming BILL Spend & Expense and the 100 naming Rippling Spend. In those answers Rippling Spend took the first choice two times and BILL Spend & Expense five.
| 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. One of one in this category shown.
“BILL stands out as the most budget-friendly *corporate card program* because it offers $0/user/month” Perplexity Sonar · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Ramp or Rippling Spend offer the best balance of zero cost, strong automation, corporate liability, and meaningful cashback” DeepSeek V4 Flash · direct prompt · first choice
“If you use Rippling for HR, they can instantly issue and revoke cards based on an employee's employment status” Gemini 3.5 Flash · scale prompt · alternative
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.