Zero of fourteen models named Xero Analytics first on the direct prompt; zero named Cube. Xero Analytics was named by thirteen of the fourteen models and Cube by nine and Xero Analytics carries 17 labels and Cube 14, so the shares are not directly comparable.
Named in one category this edition.
Named in nine 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 financial reporting and dashboards 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 4.20 | ||||||
| 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. Five of six in this category shown.
“You have outgrown simple accounting software (like QuickBooks or Xero)” Qwen 3.7 Flash · scale prompt · soft negative
“good reporting and usability, but usually not the cheapest” GPT-5.4 mini · budget prompt · soft negative
“QuickBooks Online and Xero are the top choices for small businesses with limited budgets” Mistral Small · budget prompt · first choice
“the best financial reporting software is typically Zoho Books (with its free plan) or Xero” Grok 4.20 · budget prompt · first choice
“Xero (Best Overall for Budget-Conscious Small Businesses)” Qwen 3.7 Flash · budget prompt · first choice
No label in this category carried a quote.
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.