Zero of twelve models named QuickBooks Online first on the direct prompt; zero named Zoho Books. QuickBooks Online was named by eleven of the twelve models and Zoho Books by nine and QuickBooks Online carries 15 labels and Zoho Books 10, so the shares are not directly comparable.
Named in eighteen categories this edition.
Named in sixteen 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 account reconciliation page.
Across every category in the September 2026 Edition, QuickBooks Online and Zoho Books were named in the same answer 178 times, of the 554 answers naming QuickBooks Online and the 287 naming Zoho Books. In those answers Zoho Books took the first choice forty-two times and QuickBooks Online seventy-four.
| 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.
No label in this category carried a quote.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“The best account reconciliation software for a company with a limited budget is Zoho Books, as it is considered the best budget-friendly all-in-one suite.” Llama 4 Maverick · budget prompt · first choice
“Zoho Books is the best overall choice because it provides genuine bank reconciliation (with auto-matching and feeds) at $0 cost” DeepSeek V4 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.