Numeric vs Zoho Books
Four of twelve models named Numeric first on the direct prompt; zero named Zoho Books. Numeric was named by ten of the twelve models and Zoho Books by nine and Numeric carries 28 labels and Zoho Books 10, so the shares are not directly comparable.
Named in three 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.
By framing
NumericFirst choices, of twelve modelsZoho Books
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 | | |
Numeric Zoho Books first choice named as an alternative argued againstblank: not namedEach cell is one answer, Numeric on the left and Zoho Books on the right.The direct prompt
Numeric first, Zoho Books not the choice
4 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
4 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
4 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 Books8%#3 of 8Numeric4%#5 of 8Numeric14%#2 of 11Zoho Books6%#5 of 11Numeric0%#8 of 8Zoho Books—not namedWhat 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.
“Modern, fast, transaction-level visibility + reasonable pricing → Numeric (especially on NetSuite/Sage Intacct)” DeepSeek V4 Flash · direct prompt · first choice
What the models said about Zoho Books
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.