Xero vs Numeric
Zero of fourteen models named Xero first on the direct prompt; two named Numeric. Xero was named by fourteen of the fourteen models and Numeric by twelve and Xero carries 32 labels and Numeric 27, so the shares are not directly comparable.
Named in twenty-five categories this edition.
Named in four 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 account reconciliation page.
By framing
XeroFirst choices, of fourteen 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 4.20 | | | | |||
| 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 | | | |
Xero Numeric first choice named as an alternative argued againstblank: not namedEach cell is one answer, Xero on the left and Numeric on the right.The direct prompt
Numeric first, Xero not the choice
2 of 14 modelsXero was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
9 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
3 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
Xero31%#2 of 10Numeric3%#6 of 10Xero0%#– of 10Numeric0%#8 of 10What the models said about Xero
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“or Xero's Early plan (if you can afford ~$15\u201320/month) \u2014 they offer the best balance of cost, automation, and scalability” DeepSeek V4 Flash · budget prompt · first choice
“The best bank reconciliation automation for a mid-sized B2B company would be Xero, QuickBooks Online, or Trintech (Adra by Trintech).” Llama 4 Maverick · paraphrase prompt · first choice
What the models said about Numeric
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.