Zero of fourteen models named BILL Spend & Expense first on the direct prompt; two named Rippling Spend. BILL Spend & Expense was named by fourteen of the fourteen models and Rippling Spend by thirteen and BILL Spend & Expense carries 46 labels and Rippling Spend 24, 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 expense management 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/Divvy (bugs and support)” DeepSeek V4 Flash · negative prompt · hard negative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Reviews of broad platforms like Rippling note the initial setup can feel like a larger undertaking than a standalone expense tool.” GPT-5.4 mini · negative prompt · soft negative
“Rippling Spend if you want the best balance of usability, automation, and internal-system integration.” GPT-5.4 mini · direct prompt · first choice
“Rippling Spend (if you want a unified HR/expense platform)” MiniMax M2.5 · direct 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.