Two of twelve models named Rippling Spend first on the direct prompt; zero named BILL Spend & Expense. Rippling Spend was named by twelve of the twelve models and BILL Spend & Expense by ten and Rippling Spend carries 24 labels and BILL Spend & Expense 28, so the shares are not directly comparable.
Named in three 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 twelve 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 September 2026 Edition, Rippling Spend and BILL Spend & Expense were named in the same answer sixty-five times, of the 116 answers naming Rippling Spend and the 334 naming BILL Spend & Expense. In those answers BILL Spend & Expense took the first choice five times and Rippling Spend one.
| 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 |
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.
“Rippling Spend – Best if you want one platform that ties HR, payroll, and expense reporting together.” GLM 4.7 FlashX · paraphrase prompt · first choice
“Spendesk, Expensify, SAP Concur, or Rippling Spend are often cited as top recommendations” Mistral Small · paraphrase prompt · first choice
“the strongest all-around pick right now is often Rippling Spend” GPT-5.4 mini · direct 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.
“75+ reviews cite integration issues; 50+ mention fraud concerns” Kimi K2 · negative prompt · hard negative
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.