Two of fourteen models named QuickBooks Online first on the direct prompt; zero named Xero. Both were named by all fourteen models and QuickBooks Online carries 39 labels and Xero 36, so the shares are not directly comparable.
Named in twenty-three categories this edition.
Named in twenty-five 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 AI accounting assistants page.
Across every category in the November 2026 Edition, QuickBooks Online and Xero were named in the same answer 456 times, of the 750 answers naming QuickBooks Online and the 798 naming Xero. In those answers Xero took the first choice twenty-seven times and QuickBooks Online ninety-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 4.20 | ||||||
| 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. Two of two in this category shown.
“found it gave wrong or irrelevant answers on more than half of them ... users report no way to turn it off” DeepSeek V4 Flash · negative prompt · hard negative
“If you want the most broad, integrated AI feature set for SMBs, QuickBooks currently stands out from the product pages I checked.” GPT-5.4 mini · comparative 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.