Zero of twelve models named Zoho Books first on the direct prompt; four named Microsoft Dynamics 365 Business Central. Zoho Books was named by twelve of the twelve models and Microsoft Dynamics 365 Business Central by ten and Zoho Books carries 27 labels and Microsoft Dynamics 365 Business Central 18, so the shares are not directly comparable.
Named in sixteen categories this edition.
Named in six 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 accounting software 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 4.1 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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“FreshBooks & Zoho Books: Occasional bank sync failures, slow support responses” Grok 4.1 Fast · negative prompt · soft negative
“The Ecosystem Trap... you may find yourself fighting compatibility issues.” Qwen 3.7 Flash · negative prompt · soft negative
“it can be a poor fit if you do not already use other Zoho tools” Perplexity Sonar · negative prompt · soft negative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“While excellent for growing companies, the learning curve is steep.” Qwen 3.7 Flash · negative prompt · soft negative
“If you want a modern, AI‑enabled ERP that plugs seamlessly into Microsoft 365, Dynamics 365 Business Central is the top choice.” GLM 4.7 FlashX · direct prompt · first choice
“Sage Intacct and Microsoft Dynamics 365 Business Central are the leading choices for most mid-market B2B companies” Mistral Small · direct prompt · first choice
“The best accounting software for a mid-market B2B company is likely to be Microsoft Dynamics 365 Business Central” Llama 4 Maverick · direct 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.