Zero of fourteen models named QuickBooks Online first on the direct prompt; zero named Zoho Books. QuickBooks Online was named by thirteen of the fourteen models and Zoho Books by twelve and QuickBooks Online carries 30 labels and Zoho Books 12, so the shares are not directly comparable.
Named in twenty-three categories this edition.
Named in seventeen 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 account reconciliation page.
Across every category in the November 2026 Edition, QuickBooks Online and Zoho Books were named in the same answer 233 times, of the 750 answers naming QuickBooks Online and the 394 naming Zoho Books. In those answers Zoho Books took the first choice forty-five times and QuickBooks Online ninety.
| 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.
“Best overall bank reconciliation for small businesses... QuickBooks Online from ~$35-38/mo or Xero from ~$25/mo give the most complete bank-feed + automatic matching experience” Muse Glimmer 30B · budget prompt · first choice
“QuickBooks Online is a complete, all-around bank reconciliation system that is suitable for businesses that need a comprehensive solution.” Llama 4 Maverick · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“includes options like Zoho, Xero, and QuickBooks Online, which offer flexible and affordable cloud accounting tools with automated reconciliation features” Llama 4 Maverick · budget prompt · first choice
“If you have < 500 bank transactions/month and zero budget: Stick to Zoho Books, QuickBooks, or Xero's built-in reconciliation engine.” Gemini 3.5 Flash · budget 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.