Zero of fourteen models named Zoho Books first on the direct prompt; zero named QuickBooks Online. Zoho Books was named by ten of the fourteen models and QuickBooks Online by thirteen and Zoho Books carries 11 labels and QuickBooks Online 20, so the shares are not directly comparable.
Named in seventeen 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 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 October 2026 Edition, Zoho Books and QuickBooks Online were named in the same answer 193 times, of the 341 answers naming Zoho Books and the 667 naming QuickBooks Online. In those answers QuickBooks Online took the first choice eighty-three times and Zoho Books thirty-eight.
| 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. One of one in this category shown.
“Zoho Books — Best Free Option with Reconciliation ... One of the few platforms that includes bank reconciliation in its free plan” Kimi K2 · budget 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.
“you've likely outgrown built-in tools (70–80% match rates at best)” DeepSeek V4 Flash · paraphrase prompt · hard 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.