Zero of fourteen models named Zoho Books first on the direct prompt; zero named Wave. Zoho Books was named by ten of the fourteen models and Wave by twelve and both carry 13 labels, so the shares below are directly comparable.
Named in seventeen 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 AI accounting assistants page.
Across every category in the October 2026 Edition, Zoho Books and Wave were named in the same answer 143 times, of the 341 answers naming Zoho Books and the 349 naming Wave. In those answers Wave took the first choice forty-four times and Zoho Books twenty-two.
| 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. Two of two in this category shown.
“Its AI capabilities are helpful, but the bigger differentiator is usually price and platform fit rather than best-in-class accounting AI.” GPT-5.4 mini · comparative prompt · soft negative
“The Best Overall Value: Zoho Books ... It offers the most comprehensive "AI-like" features (called Zia) at the lowest price point among major platforms.” Qwen 3.7 Flash · 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.
“Wave stands out as the best free AI bookkeeping tool, especially for freelancers or solo operators with simple finances.” Mistral Small · 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.