Numeric vs Xero
Zero of fourteen models named Numeric first on the direct prompt; zero named Xero. Numeric was named by ten of the fourteen models and Xero by fourteen and Numeric carries 15 labels and Xero 36, so the shares are not directly comparable.
Named in four categories this edition.
Named in twenty-five 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.
By framing
NumericFirst choices, of fourteen modelsXero
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 4.20 | | | | |||
| 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 | | |
Numeric Xero first choice named as an alternative argued againstblank: not namedEach cell is one answer, Numeric on the left and Xero on the right.The direct prompt
Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
12 of 14 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
Numeric6%#5 of 15Xero4%#7 of 15Xero2%#8 of 13Numeric0%#– of 13What 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.
“I'd recommend starting with Numeric for its published pricing and mid-market focus” GLM 4.7 FlashX · paraphrase prompt · first choice
What the models said about Xero
No label in this category carried a quote.
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.