Zoho Books vs Numeric
Zero of twelve models named Zoho Books first on the direct prompt; one named Numeric. Zoho Books was named by eleven of the twelve models and Numeric by nine and Zoho Books carries 13 labels and Numeric 17, so the shares are not directly comparable.
Named in sixteen categories this edition.
Named in three 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 AI accounting assistants page.
By framing
Zoho BooksFirst choices, of twelve modelsNumeric
Every model, every framing
| 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 | | |
Zoho Books Numeric first choice named as an alternative argued againstblank: not namedEach cell is one answer, Zoho Books on the left and Numeric on the right.The direct prompt
Numeric first, Zoho Books not the choice
1 of 12 modelsZoho Books was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
2 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
9 of 12 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
Zoho Books6%#4 of 11Numeric0%#– of 11Zoho Books18%#2 of 14Numeric7%#6 of 14Numeric7%#6 of 8Zoho Books—not namedWhat the models said about Zoho Books
No label in this category carried a quote.
What the models said about Numeric
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Best For: Mid-market finance teams looking to dramatically compress close times.... It is built for audit scrutiny.” Gemini 3.5 Flash · paraphrase 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.