Four of fourteen models named NetSuite SuiteBilling first on the direct prompt; zero named Xero. NetSuite SuiteBilling was named by nine of the fourteen models and Xero by fourteen and NetSuite SuiteBilling carries 18 labels and Xero 34, so the shares are not directly comparable.
Named in one category this edition.
Named in twenty-one 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 invoicing software page.
| 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 four in this category shown.
“NetSuite - recommended for mid-market and growing businesses that need billing tightly connected to broader financial operations.” Llama 4 Maverick · direct prompt · first choice
“Oracle NetSuite — Best Overall for Full-Stack Needs” DeepSeek V4 Flash · direct prompt · first choice
“the strongest single pick is usually NetSuite” Perplexity Sonar · 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.
“BigTime notes that Xero can be rigid for invoicing and billing workflows, with recurring billing and reminders often needing extra setup” Perplexity Sonar · negative prompt · soft 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.